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 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/categories/release/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Release | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Release"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/categories/release/"><meta itemprop=name content="Release"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Release"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Category: <span>Release</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/>Spice v0.12.2-alpha (May 13, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice v0.12.2-alpha (May 13, 2024)</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/>Announcing the release of Spice.ai v0.11.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/>Announcing the release of Spice.ai v0.10.2-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10.2-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/>Announcing the release of Spice.ai v0.10.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/>Announcing the release of Spice.ai v0.10-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/>Announcing the release of Spice.ai v0.9.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.9.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/>Announcing the release of Spice.ai v0.9-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.9-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/>Announcing the release of Spice.ai v0.8-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.8-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/>Announcing the release of Spice.ai v0.7-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.7-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/>Announcing the release of Spice.ai v0.6.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.6.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/>Announcing the release of Spice.ai v0.6-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.6-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/>Announcing the release of Spice.ai v0.5.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.5.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/>Announcing the release of Spice.ai v0.5-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.5-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/>Announcing the release of Spice.ai v0.4.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.4.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/>Announcing the release of Spice.ai v0.4-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.4-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/>Announcing the release of Spice.ai v0.3.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.3.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/>Spice.ai v0.3-alpha is now available</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.3-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/>Announcing the release of Spice.ai v0.2.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.2.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/>Spice.ai v0.2-alpha is now available</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.2-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 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+<meta name=description content><meta property="og:title" content="Release"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/categories/release/"><meta itemprop=name content="Release"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Release"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Category: <span>Release</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/>Spice v0.12.2-alpha (May 13, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice v0.12.2-alpha (May 13, 2024)</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/>Spice v0.11.1-alpha (April 22, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/>Announcing the release of Spice.ai v0.10.2-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10.2-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/>Announcing the release of Spice.ai v0.10.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/>Announcing the release of Spice.ai v0.10-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/>Announcing the release of Spice.ai v0.9.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.9.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/>Announcing the release of Spice.ai v0.9-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.9-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/>Announcing the release of Spice.ai v0.8-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.8-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/>Announcing the release of Spice.ai v0.7-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.7-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/>Announcing the release of Spice.ai v0.6.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.6.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/>Announcing the release of Spice.ai v0.6-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.6-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/>Announcing the release of Spice.ai v0.5.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.5.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/>Announcing the release of Spice.ai v0.5-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.5-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/>Announcing the release of Spice.ai v0.4.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.4.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/>Announcing the release of Spice.ai v0.4-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.4-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/>Announcing the release of Spice.ai v0.3.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.3.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/>Spice.ai v0.3-alpha is now available</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.3-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/>Announcing the release of Spice.ai v0.2.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.2.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/>Spice.ai v0.2-alpha is now available</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.2-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span 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diff --git a/categories/release/index.xml b/categories/release/index.xml
index 594f5ef0..bf15f7b2 100644
--- a/categories/release/index.xml
+++ b/categories/release/index.xml
@@ -84,8 +84,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -169,8 +168,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -271,8 +269,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11.1-alpha</title><link>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</guid><description>
-&lt;h1 id="spice-v0111-alpha-apr-22-2024">Spice v0.11.1-alpha (Apr 22, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11.1-alpha (April 22, 2024)</title><link>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</guid><description>
 &lt;p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -343,8 +340,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/index.xml b/index.xml
index 5b4b4851..d6f544b5 100644
--- a/index.xml
+++ b/index.xml
@@ -84,8 +84,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -169,8 +168,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -271,8 +269,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11.1-alpha</title><link>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</guid><description>
-&lt;h1 id="spice-v0111-alpha-apr-22-2024">Spice v0.11.1-alpha (Apr 22, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11.1-alpha (April 22, 2024)</title><link>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</guid><description>
 &lt;p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -343,8 +340,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/index.html b/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/index.html
index 793e4e33..5fe98e8e 100644
--- a/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/index.html
+++ b/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/index.html
@@ -3,7 +3,7 @@
 We faced the same AI development challenges many developers do, even though we had years of engineering experience at Microsoft and GitHub, there was too much to learn and build."><meta property="og:title" content="Introducing Spice.ai - open source, time series AI for developers"><meta property="og:description" content="AI has recently seen some impressive advances, like with OpenAI Codex and DeepMind AlphaFold 2. And at the same time, for most developers, leveraging AI to create intelligent applications is still way too hard. The Data Science Hierarchy of Needs pyramid from 2017 still illustrates it well; there are too many unmet needs in applying ML in applications.
 We faced the same AI development challenges many developers do, even though we had years of engineering experience at Microsoft and GitHub, there was too much to learn and build."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-09-07T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="Introducing Spice.ai - open source, time series AI for developers"><meta itemprop=description content="AI has recently seen some impressive advances, like with OpenAI Codex and DeepMind AlphaFold 2. And at the same time, for most developers, leveraging AI to create intelligent applications is still way too hard. The Data Science Hierarchy of Needs pyramid from 2017 still illustrates it well; there are too many unmet needs in applying ML in applications.
 We faced the same AI development challenges many developers do, even though we had years of engineering experience at Microsoft and GitHub, there was too much to learn and build."><meta itemprop=datePublished content="2021-09-07T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="809"><meta itemprop=keywords content><meta name=twitter:card content="summary"><meta name=twitter:title content="Introducing Spice.ai - open source, time series AI for developers"><meta name=twitter:description content="AI has recently seen some impressive advances, like with OpenAI Codex and DeepMind AlphaFold 2. And at the same time, for most developers, leveraging AI to create intelligent applications is still way too hard. The Data Science Hierarchy of Needs pyramid from 2017 still illustrates it well; there are too many unmet needs in applying ML in applications.
-We faced the same AI development challenges many developers do, even though we had years of engineering experience at Microsoft and GitHub, there was too much to learn and build."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span class=td-sidebar-nav-active-item>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Introducing Spice.ai - open source, time series AI for developers</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+We faced the same AI development challenges many developers do, even though we had years of engineering experience at Microsoft and GitHub, there was too much to learn and build."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span class=td-sidebar-nav-active-item>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Introducing Spice.ai - open source, time series AI for developers</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-09-07 class=text-muted>Tuesday, September 07, 2021</time></div><header class=article-meta></header><p>AI has recently seen some impressive advances, like with OpenAI <a href=https://openai.com/blog/openai-codex/>Codex</a> and DeepMind <a href=https://deepmind.com/blog/article/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology>AlphaFold 2</a>. And at the same time, for most developers, leveraging AI to create intelligent applications is still way too hard. The <a href=https://hackernoon.com/the-ai-hierarchy-of-needs-18f111fcc007>Data Science Hierarchy of Needs</a> pyramid from 2017 <em>still</em> illustrates it well; there are too many unmet needs in applying ML in applications.</p><p>We faced the same AI development challenges many developers do, even though we had years of engineering experience at Microsoft and GitHub, there was too much to learn and build. And we simply didn&rsquo;t have the time, resources, or tools to learn and utilize AI effectively in the project. After experiencing this pain ourselves, we saw an opportunity to make it better for everyone.</p><p>Today, we are making <a href=https://spiceai.org/>Spice.ai</a> available on GitHub, a new open source project that helps developers use deep learning to create intelligent applications. We&rsquo;re looking for feedback on the direction. It&rsquo;s not finished, in fact, we only started this summer, and we invite you to try out the alpha.</p><div style=display:flex;justify-content:center><img style=max-width:600px width=100% src=https://res.craft.do/user/full/f6ea57b9-4723-ca7b-aa16-e2a916601d59/doc/E951CFE6-D24A-4C02-A796-FFFCFC5FD5A9/A1AAFFBD-0AE9-47B5-AC9C-D37A6932CE5B_2/screen.png></div><p style=text-align:center><i>Figure 1. Adding a Spice.ai pod, training and getting a recommendation in three commands</i></p><p>Like many developer stories, it all started with a side-project. We were interested in <a href=https://en.wikipedia.org/wiki/Neurofeedback>neurofeedback</a>, a type of biofeedback therapy that reinforces healthy brain function but can cost up to $15,000. We wanted to make it accessible to more people, so we set out to build a system that leverages AI to deliver neurofeedback more cost-effectively. Using AI for the application was much more challenging than expected, and this sparked the inspiration for Spice.ai.</p><p>In the neurofeedback project, we worked with brain activity <a href=https://en.wikipedia.org/wiki/Electroencephalographyhttps://en.wikipedia.org/wiki/Electroencephalography>EEG</a> data - time series data. We realized that time series data applies to many domains, from health and biometrics to finance, sales, logistics, security, IoT, and application monitoring. The amount of time series data in these fields is growing exponentially, and extracting insights from this data to make more intelligent software will determine the success of the next generation of applications.</p><p>We also realized that handling time series data is often sensitive, such as with health, financial, and security data. Instead of sending all data into a 3rd-party AI service, we needed the choice to bring the AI runtime to wherever our data and compute lived, either in the cloud, on-premises or on edge devices.</p><h3 id=spiceai---a-modern-development-experience-and-open-source-runtime-for-deep-learning-on-time-series-data>Spice.ai - a modern development experience and open source runtime for deep learning on time series data</h3><p>Spice.ai is an open source, portable runtime for training and using deep learning on time series data. It&rsquo;s written in Golang and Python and runs as a container or microservice with applications calling a simple HTTP API. It&rsquo;s deployable to any public cloud, on-premises, and edge.</p><p>The vision for Spice.ai is to make creating intelligent applications as easy as possible for developers in their development environment of choice. Spice.ai brings AI development to their editor in any language or framework with a fast, iterative, inner development loop, continuous-integration (CI), and continuous-deployment (CD) workflows.</p><p>The Spice.ai runtime also includes a library of <a href=https://github.com/spiceai/data-components-contrib>community-driven components</a> for streaming and processing time series data, enabling developers to quickly and easily combine data with learning to create intelligent models.</p><p>Developers can write easy-to-understand and re-useable, &ldquo;pods,&rdquo; with manifests that connect these data components with a simple definition of the learning environment. These pods also serve as a package for the resulting trained model.</p><p>Modern developers build together with the community by leveraging registries such as npm, NuGet, and pip. The registry for sharing and using pods is <a href=https://spicerack.org>spicerack.org</a>. As the community shares more and more pods, developers can quickly build upon each others&rsquo; work, initially by sharing manifests and eventually by reusing fully-trained models.</p><h3 id=applying-spiceai-to-real-world-problems>Applying Spice.ai to real-world problems</h3><p>We are currently piloting Spice.ai with several companies to create the next generation of modern applications, such as optimizing in-store pickups for a large online retailer or scheduling optimizations for healthcare workers and resources. We&rsquo;ve already seen some cool use cases, including suspicious login detection, intelligent cloud-spend analysis, and order routing for a food delivery app.</p><h3 id=learn-more-and-contribute>Learn more and contribute</h3><p>Building intelligent apps that leverage AI is still way too hard, even for advanced developers. Our mission is to make this as easy as creating a modern web page.</p><p>This mission is a huge undertaking and Spice.ai v0.1-alpha has many gaps, including limited deep learning algorithms and training scale, streaming data, simulated environments, and offline learning modes. Pods aren&rsquo;t searchable or even listed on <a href=http://spicerack.org>spicerack.org</a> yet. But if the vision resonates with you, join us! Our <a href=https://github.com/spiceai/spiceai/blob/trunk/docs/ROADMAP.md>Spice.ai Roadmap</a> is public, and now that we have launched, the project and work are open for collaboration.</p><p>If you are interested in partnering, we&rsquo;d love to talk. Try out <a href=https://spiceai.org>Spice.ai</a>, <a href=mailto:hey@spice.ai>email us</a> &ldquo;hey,&rdquo; get in touch on <a href=https://discord.com/channels/803820740868571196/803820740868571199>Discord</a>, or reach out on <a href=https://twitter.com/0xlukekim>Twitter</a>.</p><p>We are just getting started! 🚀</p><p><a href=https://twitter.com/0xlukekim>Luke</a>, <a href=https://twitter.com/leblancphill>Phillip</a>, and <a href=https://twitter.com/lanesharris>Lane</a> - Spice.ai project founders</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a class="btn btn-primary disabled"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ aria-label="Next - Spice.ai v0.2-alpha is now available" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 This release is the first major version since the initial v0.1 announcement and includes significant improvements based upon community and customer feedback. If you are new to Spice.ai, check out the getting started guide and star spiceai/spiceai on GitHub.
 Highlights in v0.2-alpha Tagged data In the first release, the runtime and AI engine could only ingest numerical data. In v0."><meta itemprop=datePublished content="2021-10-04T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="469"><meta itemprop=keywords content="data,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai v0.2-alpha is now available"><meta name=twitter:description content="We are excited to announce the release of Spice.ai v0.2-alpha! 🎉
 This release is the first major version since the initial v0.1 announcement and includes significant improvements based upon community and customer feedback. If you are new to Spice.ai, check out the getting started guide and star spiceai/spiceai on GitHub.
-Highlights in v0.2-alpha Tagged data In the first release, the runtime and AI engine could only ingest numerical data. In v0."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none 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id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span class=td-sidebar-nav-active-item>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v02-alpha>Highlights in v0.2-alpha</a><ul><li><a href=#tagged-data>Tagged data</a></li><li><a href=#streaming-data>Streaming data</a></li><li><a href=#interpreted-data>Interpreted data</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice.ai v0.2-alpha is now available</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Highlights in v0.2-alpha Tagged data In the first release, the runtime and AI engine could only ingest numerical data. In v0."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span class=td-sidebar-nav-active-item>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v02-alpha>Highlights in v0.2-alpha</a><ul><li><a href=#tagged-data>Tagged data</a></li><li><a href=#streaming-data>Streaming data</a></li><li><a href=#interpreted-data>Interpreted data</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice.ai v0.2-alpha is now available</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-10-04 class=text-muted>Monday, October 04, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li></ul></div></header><p>We are excited to announce the release of Spice.ai v0.2-alpha! 🎉</p><p>This release is the first major version since the <a href=https://blog.spiceai.org/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/>initial v0.1 announcement</a> and includes significant improvements based upon community and customer feedback. If you are new to Spice.ai, check out the <a href=https://docs.spiceai.org/getting-started/>getting started guide</a> and star <a href=https://github.com/spiceai/spiceai>spiceai/spiceai</a> on GitHub.</p><h2 id=highlights-in-v02-alpha>Highlights in v0.2-alpha</h2><h3 id=tagged-data>Tagged data</h3><p>In the first release, the runtime and AI engine could only ingest numerical data. In v0.2, tagged data is accepted and automatically encoded into fields available for learning. For example, it&rsquo;s now possible to include a &ldquo;liked&rdquo; tag when using tweet data, automatically encoded to a 0/1 field for training. Both CSV and the new <a href=https://github.com/spiceai/data-components-contrib/blob/trunk/dataprocessors/json/README.md>JSON</a> observation formats support tags. The v0.3 release will add additional support for sets of categorical data.</p><h3 id=streaming-data>Streaming data</h3><p>Previously, the runtime would trigger each <a href=https://github.com/spiceai/data-components-contrib/blob/trunk/dataconnectors/README.md>data connector</a> to fetch on a 15-second interval. In v0.2, we upgraded the <a href=https://github.com/spiceai/data-components-contrib/blob/trunk/dataconnectors/dataconnector.go>interface for data connectors</a> to a push/streaming model, which enables continuous streaming data into the environment and AI engine.</p><h3 id=interpreted-data>Interpreted data</h3><p><a href=http://Spice.ai>Spice.ai</a> works together with your application code and works best when it&rsquo;s provided continuous feedback. This feedback could be from the application itself, for example, ratings, likes, thumbs-up/down, profit from trades, or external expertise. The <a href=https://docs.spiceai.org/concepts/interpretations>interpretations API</a> was <a href=https://github.com/spiceai/spiceai/blob/trunk/docs/release_notes/v0.1.1-alpha.md>introduced in v0.1.1</a>, and v0.2 adds AI engine support providing a way to give meaning or an interpretation of ranges of time-series data, which are then available within reward functions. For example, a time range of stock prices could be a &ldquo;good time to buy,&rdquo; or perhaps Tuesday mornings is a &ldquo;good time to tweet,&rdquo; and an application or expert can teach the AI engine this through interpretations providing a shortcut to it&rsquo;s learning.</p><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> core runtime and AI engine tagged data support</li><li><strong>Adds</strong> tagged data support to the CSV processor</li><li><strong>Adds</strong> streaming data support to the engine and data connectors</li><li><strong>Adds</strong> a new <a href=https://github.com/spiceai/data-components-contrib/blob/trunk/dataprocessors/json/README.md>JSON data processor</a> for ingesting JSON data</li><li><strong>Adds</strong> a new <a href=https://github.com/spiceai/data-components-contrib/blob/trunk/dataconnectors/twitter/twitter.go>Twitter data connector</a> with JSON processor support</li><li><strong>Adds</strong> a new <code>/pods//dataspaces</code> API</li><li><strong>Adds</strong> support for using interpretations in reward functions <a href=https://docs.spiceai.org/concepts/interpretations>Learn more</a>.</li><li><strong>Adds</strong> support for downloading zipped pods from the <a href=http://spicerack.org>spicerack.org</a> registry</li><li><strong>Adds</strong> support for adding data along with the pod manifest when adding a pod from the <a href=http://spicerack.org>spicerack.org</a> registry</li><li><strong>Adds</strong> basic <code>/pods//diagnostics</code> API</li><li><strong>Fixes</strong> pod period, interval, and granularity not being correctly set when trying to use a &ldquo;d&rdquo; format</li><li><strong>Fixes</strong> the color scheme of action counts in the dashboard to improve readability</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li><li><a href=https://github.com/spiceai/quickstarts/blob/trunk/README.md>Quickstarts</a> and <a href=https://github.com/spiceai/samples/blob/trunk/README.md>Samples</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved. We will also be starting a community call series soon!</p><ul><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ aria-label="Previous - Introducing Spice.ai - open source, time series AI for developers" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.2.1-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 This point release focuses on fixes and improvements to v0.2-alpha. Highlights include the ability to specify how missing data should be treated and a new production mode for spiced.
 This release supports the ability to specify how the runtime should treat missing data. Previous releases filled missing data with the last value (or initial value) in the series. While this makes sense for some data, i."><meta itemprop=datePublished content="2021-10-12T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="358"><meta itemprop=keywords content="dataspaces,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.2.1-alpha"><meta name=twitter:description content="Announcing the release of Spice.ai v0.2.1-alpha! 🚚
 This point release focuses on fixes and improvements to v0.2-alpha. Highlights include the ability to specify how missing data should be treated and a new production mode for spiced.
-This release supports the ability to specify how the runtime should treat missing data. Previous releases filled missing data with the last value (or initial value) in the series. While this makes sense for some data, i."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div 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without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the 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td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.2.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+This release supports the ability to specify how the runtime should treat missing data. Previous releases filled missing data with the last value (or initial value) in the series. While this makes sense for some data, i."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.2.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-10-12 class=text-muted>Tuesday, October 12, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span></a></li></ul></div></header><p>Announcing the release of Spice.ai v0.2.1-alpha! 🚚</p><p>This point release focuses on fixes and improvements to v0.2-alpha. Highlights include the ability to specify how missing data should be treated and a new production mode for <code>spiced</code>.</p><p>This release supports the ability to specify how the runtime should treat missing data. Previous releases filled missing data with the last value (or initial value) in the series. While this makes sense for some data, i.e., market prices of a stock or cryptocurrency, it does not make sense for discrete data, i.e., ratings. In v0.2.1, developers can now add the <code>fill</code> parameter on a dataspace field to specify the behavior. This release supports fill types <code>previous</code> and <code>none</code>. The default is <code>previous</code>.</p><p>Example in a manifest:</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-yaml data-lang=yaml><span style=display:flex><span><span style=color:#204a87;font-weight:700>dataspaces</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
 </span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline>  </span>- <span style=color:#204a87;font-weight:700>from</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>twitter</span><span style=color:#f8f8f8;text-decoration:underline>
 </span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline>    </span><span style=color:#204a87;font-weight:700>name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>tweets</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/index.html b/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/index.html
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 This release adds support for ingestion, automatic encoding, and training of categorical data, enabling more use-cases and datasets beyond just numerical measurements. For example, perhaps you want to learn from data that includes a category of t-shirt sizes, with discrete values, such as small, medium, and large. The v0.3 engine now supports this and automatically encodes the categorical string values into numerical values that the AI engine can use."><meta property="og:title" content="Spice.ai v0.3-alpha is now available"><meta property="og:description" content="We are excited to announce the release of Spice.ai v0.3-alpha! 🎉
 This release adds support for ingestion, automatic encoding, and training of categorical data, enabling more use-cases and datasets beyond just numerical measurements. For example, perhaps you want to learn from data that includes a category of t-shirt sizes, with discrete values, such as small, medium, and large. The v0.3 engine now supports this and automatically encodes the categorical string values into numerical values that the AI engine can use."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-10-26T00:00:00+00:00"><meta property="article:modified_time" content="2024-05-14T08:45:49-07:00"><meta itemprop=name content="Spice.ai v0.3-alpha is now available"><meta itemprop=description content="We are excited to announce the release of Spice.ai v0.3-alpha! 🎉
 This release adds support for ingestion, automatic encoding, and training of categorical data, enabling more use-cases and datasets beyond just numerical measurements. For example, perhaps you want to learn from data that includes a category of t-shirt sizes, with discrete values, such as small, medium, and large. The v0.3 engine now supports this and automatically encodes the categorical string values into numerical values that the AI engine can use."><meta itemprop=datePublished content="2021-10-26T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="820"><meta itemprop=keywords content="data,categorical data,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai v0.3-alpha is now available"><meta name=twitter:description content="We are excited to announce the release of Spice.ai v0.3-alpha! 🎉
-This release adds support for ingestion, automatic encoding, and training of categorical data, enabling more use-cases and datasets beyond just numerical measurements. For example, perhaps you want to learn from data that includes a category of t-shirt sizes, with discrete values, such as small, medium, and large. The v0.3 engine now supports this and automatically encodes the categorical string values into numerical values that the AI engine can use."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span class=td-sidebar-nav-active-item>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v03-alpha>Highlights in v0.3-alpha</a><ul><li><a href=#categorical-data>Categorical data</a></li><li><a href=#data-visualizations-preview>Data visualizations preview</a></li><li><a href=#listing-pods>Listing pods</a></li><li><a href=#coinbase-data-connector>Coinbase data connector</a></li><li><a href=#tweet-recommendation-quickstart>Tweet Recommendation Quickstart</a></li><li><a href=#trader-sample>Trader Sample</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice.ai v0.3-alpha is now available</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+This release adds support for ingestion, automatic encoding, and training of categorical data, enabling more use-cases and datasets beyond just numerical measurements. For example, perhaps you want to learn from data that includes a category of t-shirt sizes, with discrete values, such as small, medium, and large. The v0.3 engine now supports this and automatically encodes the categorical string values into numerical values that the AI engine can use."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span class=td-sidebar-nav-active-item>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v03-alpha>Highlights in v0.3-alpha</a><ul><li><a href=#categorical-data>Categorical data</a></li><li><a href=#data-visualizations-preview>Data visualizations preview</a></li><li><a href=#listing-pods>Listing pods</a></li><li><a href=#coinbase-data-connector>Coinbase data connector</a></li><li><a href=#tweet-recommendation-quickstart>Tweet Recommendation Quickstart</a></li><li><a href=#trader-sample>Trader Sample</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice.ai v0.3-alpha is now available</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-10-26 class=text-muted>Tuesday, October 26, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span></a></li></ul></div></header><p>We are excited to announce the release of Spice.ai v0.3-alpha! 🎉</p><p>This release adds support for ingestion, automatic encoding, and training of categorical data, enabling more use-cases and datasets beyond just numerical measurements. For example, perhaps you want to learn from data that includes a category of t-shirt sizes, with discrete values, such as small, medium, and large. The v0.3 engine now supports this and automatically encodes the categorical string values into numerical values that the AI engine can use. Also included is a preview of data visualizations in the dashboard, which is helpful for developers as they author Spicepods and dataspaces.</p><div style=display:flex;justify-content:center><div style=display:flex;flex-direction:column><img style=max-width:500px src=https://user-images.githubusercontent.com/80174/138641533-612d1541-a90e-4279-b4f9-2872e02619d6.png>
 <em style=text-align:center>A screenshot of the data visualization preview</em></div></div><p>A special acknowledgment to <a href=https://github.com/sboorlagadda>@sboorlagadda</a>, who submitted the first Spice.ai feature contribution from the community ever! He added the ability to list pods from the CLI with the new <code>spice pods list</code> command. Thank you, <a href=https://github.com/sboorlagadda>@sboorlagadda</a>!!!</p><div style=display:flex;justify-content:center><div style=display:flex;flex-direction:column><img style=max-width:500px src=https://user-images.githubusercontent.com/80174/138642457-a8f254ce-6b4f-4836-b921-f0eb0feadeab.png>
 <em style=text-align:center>A screenshot of the new spice pods list command and output.</em></div></div><p>If you are new to Spice.ai, check out the <a href=https://docs.spiceai.org/getting-started/>getting started guide</a> and star <a href=https://github.com/spiceai/spiceai>spiceai/spiceai</a> on GitHub.</p><h2 id=highlights-in-v03-alpha>Highlights in v0.3-alpha</h2><h3 id=categorical-data>Categorical data</h3><p>In v0.1, the runtime and AI engine only supported ingesting numerical data. In v0.2, tagged data was accepted and automatically encoded into fields available for learning. In this release, v0.3, categorical data can now also be ingested and automatically encoded into fields available for learning. This is a <em>breaking change</em> with the format of the manifest changing separating numerical measurements and categorical data.</p><p>Pre-v0.3, the manifest author specified numerical data using the <code>fields</code> node.</p><p>In v0.3, numerical data is now specified under <code>measurements</code> and categorical data under <code>categories</code>. E.g.</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-yaml data-lang=yaml><span style=display:flex><span><span style=color:#204a87;font-weight:700>dataspaces</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/index.html b/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/index.html
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@@ -7,7 +7,7 @@
 This point release focuses on fixes and improvements to v0.3-alpha. Highlights include the ability to specify both seed and runtime data, to select custom named fields for time and tags, a new spice upgrade command and several bug fixes.
 A special acknowledgment to @Adm28, who added the new spice upgrade command, which enables the CLI to self-update, which in turn will auto-update the runtime."><meta itemprop=datePublished content="2021-11-02T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="553"><meta itemprop=keywords content="data,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.3.1-alpha"><meta name=twitter:description content="We are excited to announce the release of Spice.ai v0.3.1-alpha! 🎃
 This point release focuses on fixes and improvements to v0.3-alpha. Highlights include the ability to specify both seed and runtime data, to select custom named fields for time and tags, a new spice upgrade command and several bug fixes.
-A special acknowledgment to @Adm28, who added the new spice upgrade command, which enables the CLI to self-update, which in turn will auto-update the runtime."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v031-alpha>Highlights in v0.3.1-alpha</a><ul><li><a href=#upgrade-command>Upgrade command</a></li><li><a href=#seed-data>Seed data</a></li><li><a href=#time-field-selectors>Time field selectors</a></li><li><a href=#tag-field-selectors>Tag field selectors</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.3.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+A special acknowledgment to @Adm28, who added the new spice upgrade command, which enables the CLI to self-update, which in turn will auto-update the runtime."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v031-alpha>Highlights in v0.3.1-alpha</a><ul><li><a href=#upgrade-command>Upgrade command</a></li><li><a href=#seed-data>Seed data</a></li><li><a href=#time-field-selectors>Time field selectors</a></li><li><a href=#tag-field-selectors>Tag field selectors</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.3.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-11-02 class=text-muted>Tuesday, November 02, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li></ul></div></header><p>We are excited to announce the release of Spice.ai v0.3.1-alpha! 🎃</p><p>This point release focuses on fixes and improvements to v0.3-alpha. Highlights include the ability to specify both seed and runtime data, to select custom named fields for <code>time</code> and <code>tags</code>, a new <code>spice upgrade</code> command and several bug fixes.</p><p>A special acknowledgment to <a href=https://github.com/Adm28>@Adm28</a>, who added the new <code>spice upgrade</code> command, which enables the CLI to self-update, which in turn will auto-update the runtime.</p><h2 id=highlights-in-v031-alpha>Highlights in v0.3.1-alpha</h2><h3 id=upgrade-command>Upgrade command</h3><p>The CLI can now be updated using the new <code>spice upgrade</code> command. This command will check for, download, and install the latest Spice.ai CLI release, which will become active on it&rsquo;s next run.</p><p>When run, the CLI will check for the matching version of the Spice.ai runtime, and will automatically download and install it as necessary.</p><p>The version of both the Spice.ai CLI and runtime can be checked with the <code>spice version</code> CLI command.</p><h3 id=seed-data>Seed data</h3><p>When working with streaming data sources, like market prices, it&rsquo;s often also useful to seed the dataspace with historical data. Spice.ai enables this with the new <code>seed_data</code> node in the dataspace configuration. The syntax is exactly the same as the <code>data</code> syntax. For example:</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-yaml data-lang=yaml><span style=display:flex><span><span style=color:#204a87;font-weight:700>dataspaces</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
 </span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline>  </span>- <span style=color:#204a87;font-weight:700>from</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>coinbase</span><span style=color:#f8f8f8;text-decoration:underline>
 </span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline>    </span><span style=color:#204a87;font-weight:700>name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>btcusd</span><span style=color:#f8f8f8;text-decoration:underline>
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 As a developer, I&amp;rsquo;ve followed the AI/ML space with keen interest and been impressed with the advances and announcements that only seem to be increasing."><meta property="og:title" content="Making Apps That Learn And Adapt"><meta property="og:description" content="In the Spice.ai announcement blog post, we shared some of the inspiration for the project stemming from challenges in applying and integrating AI/ML into a neurofeedback application. Building upon those ideas, in this post, we explore the shift in approach from a focus of data science and machine learning (ML) to apps that learn and adapt.
 As a developer, I&rsquo;ve followed the AI/ML space with keen interest and been impressed with the advances and announcements that only seem to be increasing."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/11/05/making-apps-that-learn-and-adapt/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-11-05T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="Making Apps That Learn And Adapt"><meta itemprop=description content="In the Spice.ai announcement blog post, we shared some of the inspiration for the project stemming from challenges in applying and integrating AI/ML into a neurofeedback application. Building upon those ideas, in this post, we explore the shift in approach from a focus of data science and machine learning (ML) to apps that learn and adapt.
 As a developer, I&rsquo;ve followed the AI/ML space with keen interest and been impressed with the advances and announcements that only seem to be increasing."><meta itemprop=datePublished content="2021-11-05T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="683"><meta itemprop=keywords content="agile ml,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Making Apps That Learn And Adapt"><meta name=twitter:description content="In the Spice.ai announcement blog post, we shared some of the inspiration for the project stemming from challenges in applying and integrating AI/ML into a neurofeedback application. Building upon those ideas, in this post, we explore the shift in approach from a focus of data science and machine learning (ML) to apps that learn and adapt.
-As a developer, I&rsquo;ve followed the AI/ML space with keen interest and been impressed with the advances and announcements that only seem to be increasing."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span class=td-sidebar-nav-active-item>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Making Apps That Learn And Adapt</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
+As a developer, I&rsquo;ve followed the AI/ML space with keen interest and been impressed with the advances and announcements that only seem to be increasing."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span class=td-sidebar-nav-active-item>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Making Apps That Learn And Adapt</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
 <time datetime=2021-11-05 class=text-muted>Friday, November 05, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span></a></li></ul></div></header><p>In the <a href=https://blog.spiceai.org/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/>Spice.ai announcement blog post</a>, we shared some of the inspiration for the project stemming from challenges in applying and integrating AI/ML into a neurofeedback application. Building upon those ideas, in this post, we explore the shift in approach from a focus of data science and machine learning (ML) to apps that learn and adapt.</p><p>As a developer, I&rsquo;ve followed the AI/ML space with keen interest and been impressed with the advances and announcements that only seem to be increasing. <a href=https://stateof.ai>stateof.ai</a> recently published its 2021 report, and once again, it&rsquo;s been another great year of progress. At the same time, it&rsquo;s still more challenging than ever for mainstream developers to integrate AI/ML into their applications. For most developers, where AI/ML is not their full-time job, and without the support of a dedicated ML team, creating and developing an intelligent application that learns and adapts is still too hard.</p><p>Most solutions on the market, even those that claim they are for developers, focus on helping make ML easier instead of making it easier to build applications. These solutions have been great for advancing ML itself but have not helped developers leverage ML in their apps to make them intelligent. Even when a developer successfully integrates ML into an application, it might make that application smart, but often does not help the app continue to learn and adapt over time.</p><p>Traditionally, the industry has viewed AI/ML as separate from the application. A pipeline, service, or team is provided with data, which trains on that data, and can then provide answers or insights. These solutions are often created with a waterfall-like approach, gathering and defining requirements, designing, implementing, testing, and deploying. Sometimes this process can take months or even years.</p><p>With Spice.ai, we propose a new approach to building applications. By bringing AI/ML alongside your compute and data and incorporating it as part of your application, the app can incrementally adopt recommendations from the AI engine and in addition the AI engine can learn from the application&rsquo;s data and actions. This approach shifts from waterfall-like to agile-like, where the AI engine ingests streams of application and external data, along with the results of the application&rsquo;s actions, to continuously learn. This virtuous feedback cycle from the app to the AI engine and back again enables the app to get smarter and adapt over time. In this approach, building your application <em>is</em> developing the ML.</p><p>Being part of the application is not just conceptual. Development teams deploy the Spice.ai runtime and AI engine with the application as a sidecar or microservice, enabling the app services and runtime to work together and for data to be kept application local. A developer teaches the AI engine how to learn by defining application goals and rewards for actions the application takes. The AI Engine observes the application and the consequences of its actions, which feeds into its experience. As the AI engine learns, the application can adapt.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:400px src=https://user-images.githubusercontent.com/80174/140449760-97974f3c-8a78-4ea2-9ec5-843dc3cff5b6.png></div></div><p>As developers shift from thinking about disparate applications and ML to building applications where AI that learns and adapts is integrated as a core part of the application logic, a new class of intelligent applications will emerge. And as technical talent becomes even more scarce, applications built this way will be necessary, not just to be competitive but to be even built at all.</p><p>In the next post, I&rsquo;ll discuss the concept of Spicepods, bundles of configuration that describes how the application should learn, and how the Spice.ai runtime hosts and uses them to help developers make applications that learn.</p><h3 id=learn-more-and-contribute>Learn more and contribute</h3><p>Building intelligent apps that leverage AI is still way too hard, even for advanced developers. Our mission is to make this as easy as creating a modern web page. If the vision resonates with you, join us!</p><p>Our <a href=https://github.com/spiceai/spiceai/blob/trunk/docs/ROADMAP.md>Spice.ai Roadmap</a> is public, and now that we have launched, the project and work are open for collaboration.</p><p>If you are interested in partnering, we&rsquo;d love to talk. Try out <a href=https://spiceai.org>Spice.ai</a>, <a href=mailto:hey@spice.ai>email us</a> &ldquo;hey,&rdquo; get in touch on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, or reach out on <a href=https://twitter.com/spice_ai>Twitter</a>.</p><p>We are just getting started! 🚀</p><p>Luke</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.3.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ aria-label="Next - Teaching Apps how to Learn with Spicepods" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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 Highlights include support for authoring reward functions in a code file, the ability to specify the time of recommendation, and ingestion support for transaction/correlation ids. Authoring reward functions in a code file is a significant improvement to the developer experience than specifying functions inline in the YAML manifest, and we are looking forward to your feedback on it!
 If you are new to Spice."><meta itemprop=datePublished content="2021-11-15T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="668"><meta itemprop=keywords content="rewards,upgrade,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.4-alpha"><meta name=twitter:description content="We are excited to announce the release of Spice.ai v0.4-alpha! 🏄‍♂️
 Highlights include support for authoring reward functions in a code file, the ability to specify the time of recommendation, and ingestion support for transaction/correlation ids. Authoring reward functions in a code file is a significant improvement to the developer experience than specifying functions inline in the YAML manifest, and we are looking forward to your feedback on it!
-If you are new to Spice."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v04-alpha>Highlights in v0.4-alpha</a><ul><li><a href=#upgrade-using-spice-upgrade>Upgrade using spice upgrade</a></li><li><a href=#reward-function-files>Reward Function Files</a></li><li><a href=#time-categories>Time Categories</a></li><li><a href=#get-recommendation-for-a-specific-time>Get recommendation for a specific time</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.4-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+If you are new to Spice."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v04-alpha>Highlights in v0.4-alpha</a><ul><li><a href=#upgrade-using-spice-upgrade>Upgrade using spice upgrade</a></li><li><a href=#reward-function-files>Reward Function Files</a></li><li><a href=#time-categories>Time Categories</a></li><li><a href=#get-recommendation-for-a-specific-time>Get recommendation for a specific time</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.4-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-11-15 class=text-muted>Monday, November 15, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header><p>We are excited to announce the release of Spice.ai v0.4-alpha! 🏄‍♂️</p><p>Highlights include support for authoring reward functions in a code file, the ability to specify the time of recommendation, and ingestion support for transaction/correlation ids. Authoring reward functions in a code file is a significant improvement to the developer experience than specifying functions inline in the YAML manifest, and we are looking forward to your feedback on it!</p><p>If you are new to Spice.ai, check out the <a href=https://docs.spiceai.org/getting-started/>getting started guide</a> and star <a href=https://github.com/spiceai/spiceai>spiceai/spiceai</a> on GitHub.</p><h2 id=highlights-in-v04-alpha>Highlights in v0.4-alpha</h2><h3 id=upgrade-using-spice-upgrade>Upgrade using spice upgrade</h3><p>The <code>spice upgrade</code> command was added in the v0.3.1-alpha release, so you can now upgrade from v0.3.1 to v0.4 by simply running <code>spice upgrade</code> in your terminal. Special thanks to community member <a href=https://github.com/Adm28>@Adm28</a> for contributing this feature!</p><h3 id=reward-function-files>Reward Function Files</h3><p>In addition to defining reward code inline, it is now possible to author reward code in functions in a separate Python file.</p><p>The reward function file path is defined by the <code>reward_funcs</code> property.</p><p>A function defined in the code file is mapped to an action by authoring its name in the <code>with</code> property of the relevant reward.</p><p>Example:</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-yaml data-lang=yaml><span style=display:flex><span><span style=color:#204a87;font-weight:700>training</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
 </span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline>  </span><span style=color:#204a87;font-weight:700>reward_funcs</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>my_reward.py</span><span style=color:#f8f8f8;text-decoration:underline>
 </span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline>  </span><span style=color:#204a87;font-weight:700>rewards</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/index.html b/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/index.html
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@@ -7,7 +7,7 @@
 With Spice.ai, we teach the app how to learn using a Spicepod.
 Imagine you own a restaurant. You created a menu, hired staff, constructed the kitchen and dining room, and got off to a great start when it first opened."><meta itemprop=datePublished content="2021-11-15T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="993"><meta itemprop=keywords content="spicepod,agile ml,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Teaching Apps how to Learn with Spicepods"><meta name=twitter:description content="The last post in this series, Making Apps that Learn and Adapt, described the shift from building AI/ML solutions to building apps that learn and adapt. But, how does the app learn? And as a developer, how do I teach it what it should learn?
 With Spice.ai, we teach the app how to learn using a Spicepod.
-Imagine you own a restaurant. You created a menu, hired staff, constructed the kitchen and dining room, and got off to a great start when it first opened."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span class=td-sidebar-nav-active-item>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Teaching Apps how to Learn with Spicepods</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
+Imagine you own a restaurant. You created a menu, hired staff, constructed the kitchen and dining room, and got off to a great start when it first opened."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span class=td-sidebar-nav-active-item>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Teaching Apps how to Learn with Spicepods</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
 <time datetime=2021-11-15 class=text-muted>Monday, November 15, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span></a></li></ul></div></header><p>The last post in this series, <a href=https://blog.spiceai.org/posts/2021/11/05/making-apps-that-learn-and-adapt/>Making Apps that Learn and Adapt</a>, described the shift from building AI/ML solutions to building apps that learn and adapt. But, how does the app learn? And as a developer, how do I teach it what it should learn?</p><p>With <a href=https://spiceai.org>Spice.ai</a>, we teach the app how to learn using a Spicepod.</p><p>Imagine you own a restaurant. You created a menu, hired staff, constructed the kitchen and dining room, and got off to a great start when it first opened. However, over the years, your customers&rsquo; tastes changed, you&rsquo;ve had to make compromises on ingredients, and there&rsquo;s a hot new place down the street&mldr; business is stagnating, and you know that you need to make some changes to stay competitive.</p><p>You have a few options. First, you could gather all the data, such as customer surveys, seasonal produce metrics, and staff performance profiles. You may even hire outside consultants. You then take this data to your office, and after spending some time organizing, filtering, and collating it, you&rsquo;ve discovered an insight! Your seafood dishes sell poorly and cost the most&mldr; you are losing money! You spend several weeks or months perfecting a new menu, which you roll out with much fanfare! And then… business is still poor. What!? How could this be? It was a data-driven approach! You start the process again. While this approach is a worthy option, it has long latency from data to learning to implementation.</p><p>Another option is to build real-time learning and adaption directly into the restaurant. Imagine a staff member whose sole job was learning and adapting how the restaurant should operate; lets name them Blue. You write a guide for Blue that defines certain goal metrics, like customer food ratings, staff happiness, and of course, profit. Blue tracks each dish served, from start to finish, from who prepared it to its temperature, its costs, and its final customer taste rating. Blue not only learns from each customer review as each dish is consumed but also how dish preparation affects other goal metrics, like profitability. The restaurant staff consults Blue to determine any adjustments to improve goal metrics as they work. The latency from data to learning, to adaption, has been reduced, from weeks or months to minutes. This option, of course, is not feasible for most restaurants, but software applications can use this approach. Blue and his instructions are analogous to the Spice.ai runtime and manifest.</p><p>In the Spice.ai model, developers teach the app how to learn by describing goals and rewarding its actions, much like how a parent might teach a child. As these rewards are applied in training, the app learns what actions maximize its rewards towards the defined goals.</p><p>Returning to the restaurant example, you can think of the Spice.ai runtime as Blue, and Spicepod manifests as the guide on how Blue should learn. Individual staff members would consult with Blue for ongoing recommendations on decisions to make and how to act. These goals and rewards are defined in <strong>Spicepods</strong> or &ldquo;pods&rdquo; for short. Spicepods are packages of configuration that describe the application&rsquo;s goals and how it should learn from data. Although it&rsquo;s not a direct analogy, Spicepods and their manifests can be conceptualized similar to Docker containers and Dockerfiles. In contrast, Dockerfiles define the packaging of your app, Spicepods specify the packaging of your app&rsquo;s learning and data.</p><p><strong>Anatomy of a Spicepod</strong></p><p>A Spicepod consists of:</p><ul><li>A required YAML manifest that describes how the pod should learn from data</li><li>Optional seed data</li><li>Learned model/state</li><li>Performance telemetry and metrics</li></ul><p>Developers author Spicepods using the <code>spice</code> CLI command such as with <code>spice pod init &lt;name></code> or simply by creating a manifest file such as <code>mypod.yaml</code> in the <code>spicepods</code> directory of their application.</p><p>Here&rsquo;s an example of the <a href=https://github.com/spiceai/quickstarts/tree/trunk/tweet-recommendation/README.md>Tweet Recommendation Quickstart</a> Spicepod manifest.</p><img width=400 alt=tweet-recommendation-manifest src=https://user-images.githubusercontent.com/80174/141739579-9cf7b971-7637-43bc-b661-89115e3b1b59.png><p><em>A screenshot of the Spicepod manifest for the Tweet Recommendation Quickstart</em></p><p>You can see the data definitions under <code>dataspaces</code>, the actions the application may take under <code>actions</code>, and their rewards when training.</p><p>In the next post, I&rsquo;ll walk through in detail each section of the pod manifest. In the meantime, you can review the documentation for a complete reference of the <a href=https://docs.spiceai.org/reference/pod/>Spicepod manifest syntax</a>.</p><p><strong>Spicepods as packages</strong></p><p>On disk, Spicepods are generally layouts of a manifest file, seed data, and trained models, but they can also be exported as zipped packages.</p><img width=235 alt=spicepod-layout src=https://user-images.githubusercontent.com/80174/141739662-7be361fe-aa79-4408-bb3d-311fd0f849eb.png><p><em>A screenshot of the Spicepod layout for the trader quickstart application</em></p><p>When the runtime exports a Spicepod using the <code>spice export</code> command, it is saved with a <code>.spicepod</code> extension. It can then be shared, archived, or imported into another instance of the Spice.ai runtime.</p><p>Soon, we also expect to enable publishing of <code>.spicepods</code> to spicerack.org, from where community-created Spicepods can easily be added to your application using <code>spice add &lt;pod name></code> (currently, only Spice AI published pods are available on spicerack.org).</p><p>Treating Spicepods as packages and enabling their sharing and distribution through spicerack.org will help developers share their &ldquo;restaurant guides&rdquo; and build upon each other&rsquo;s work, much like they do with npmjs.org or pypi.org. In this way, developers can together build better and more intelligent applications.</p><p>In the next post, we&rsquo;ll dive deeper into authoring a Spicepod manifest to create an intelligent application. Follow <a href=https://twitter.com/spice_ai>@spice_ai</a> on Twitter to get an update when we post.</p><p>If you haven&rsquo;t already, read the next the first post in the series, <a href=https://blog.spiceai.org/posts/2021/11/05/making-apps-that-learn-and-adapt/>Making Apps that Learn and Adapt</a>.</p><h3 id=learn-more-and-contribute>Learn more and contribute</h3><p>Building intelligent apps that leverage AI is still way too hard, even for advanced developers. Our mission is to make this as easy as creating a modern web page. If the vision resonates with you, join us!</p><p>Our <a href=https://github.com/spiceai/spiceai/blob/trunk/docs/ROADMAP.md>Spice.ai Roadmap</a> is public, and now that we have launched, the project and work are open for collaboration.</p><p>If you are interested in partnering, we&rsquo;d love to talk. Try out <a href=https://spiceai.org>Spice.ai</a>, <a href=mailto:hey@spice.ai>email us</a> &ldquo;hey,&rdquo; get in touch on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, or reach out on <a href=https://twitter.com/spice_ai>Twitter</a>.</p><p>We are just getting started! 🚀</p><p>Luke</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ aria-label="Previous - Making Apps That Learn And Adapt" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.4-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span class=td-sidebar-nav-active-item>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#time-series>Time Series</a></li><li><a href=#reinforcement-learning>Reinforcement Learning</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice.ai's approach to Time-Series AI</h1><div class="td-byline mb-4">By <b>Corentin Risselin</b> |
+<meta name=description content="The Spice.ai project strives to help developers build applications that leverage new AI advances which can be easily trained, deployed, and integrated. A previous blog post introduced Spicepods: a declarative way to create AI applications with Spice.ai technology. While there are many libraries and platforms in the space, Spice.ai is focused on time-series data aligning to application-centric and frequently time-dependent data, and a Reinforcement Learning approach, which can be more developer-friendly than expensive, labeled supervised learning."><meta property="og:title" content="Spice.ai's approach to Time-Series AI"><meta property="og:description" content="The Spice.ai project strives to help developers build applications that leverage new AI advances which can be easily trained, deployed, and integrated. A previous blog post introduced Spicepods: a declarative way to create AI applications with Spice.ai technology. While there are many libraries and platforms in the space, Spice.ai is focused on time-series data aligning to application-centric and frequently time-dependent data, and a Reinforcement Learning approach, which can be more developer-friendly than expensive, labeled supervised learning."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/11/18/spice.ais-approach-to-time-series-ai/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-11-18T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="Spice.ai's approach to Time-Series AI"><meta itemprop=description content="The Spice.ai project strives to help developers build applications that leverage new AI advances which can be easily trained, deployed, and integrated. A previous blog post introduced Spicepods: a declarative way to create AI applications with Spice.ai technology. While there are many libraries and platforms in the space, Spice.ai is focused on time-series data aligning to application-centric and frequently time-dependent data, and a Reinforcement Learning approach, which can be more developer-friendly than expensive, labeled supervised learning."><meta itemprop=datePublished content="2021-11-18T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="917"><meta itemprop=keywords content="decision trees,cnn,rnn,transformers,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai's approach to Time-Series AI"><meta name=twitter:description content="The Spice.ai project strives to help developers build applications that leverage new AI advances which can be easily trained, deployed, and integrated. A previous blog post introduced Spicepods: a declarative way to create AI applications with Spice.ai technology. While there are many libraries and platforms in the space, Spice.ai is focused on time-series data aligning to application-centric and frequently time-dependent data, and a Reinforcement Learning approach, which can be more developer-friendly than expensive, labeled supervised learning."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the 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td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span class=td-sidebar-nav-active-item>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#time-series>Time Series</a></li><li><a href=#reinforcement-learning>Reinforcement Learning</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice.ai's approach to Time-Series AI</h1><div class="td-byline mb-4">By <b>Corentin Risselin</b> |
 <time datetime=2021-11-18 class=text-muted>Thursday, November 18, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span></a></li></ul></div></header><p>The Spice.ai project strives to help developers build applications that leverage new AI advances which can be easily trained, deployed, and integrated. <a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/>A previous blog post</a> introduced Spicepods: a declarative way to create AI applications with Spice.ai technology. While there are many libraries and platforms in the space, Spice.ai is focused on time-series data aligning to application-centric and frequently time-dependent data, and a <a href=https://en.wikipedia.org/wiki/Reinforcement_learning>Reinforcement Learning</a> approach, which can be more developer-friendly than expensive, labeled <a href=https://en.wikipedia.org/wiki/Supervised_learning>supervised learning</a>.</p><p>This post will discuss some of the challenges and directions for the technology we are developing.</p><h3 id=time-series>Time Series</h3><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/142404970-de910848-cdb4-451b-a0d5-302c90215216.png><div style=font-size:.8rem;font-style:italic>Figure 1. Time Series processing visualization: a time window is usually chosen to process part of the data stream</div></div></div><p>Time series AI has become more popular over recent years, and there is extensive literature on the subject, including time-series-focused neural networks. Research in this space points to the likelihood that there is no silver bullet, and a single approach to time series AI will not be sufficient. However, for developers, this can make building a product complex, as it comes with the challenge of exploring and evaluating many algorithms and approaches.</p><p>A fundamental challenge of time series is the data itself. The shape and length are usually variable and can even be infinite (real-time streams of data). The volume of data required is often too much for simple and efficient machine learning algorithms such as <a href=https://en.wikipedia.org/wiki/Decision_tree>Decision Trees</a>. This challenge makes Deep Learning popular to process such data. There are several types of neural networks that have been shown to work well with time series so let&rsquo;s review some of the common classes:</p><ul><li><a href=https://en.wikipedia.org/wiki/Convolutional_neural_network>Convolutional Neural Networks (CNN)</a>: CNN&rsquo;s can only accept data with fixed lengths: even with the ability to pad the data, this is a major drawback for time-series data as a specific time window needs to be decided. Despite this limitation, they are the most efficient network to train (computation, data needed, time) and usually the smallest storage. CNN&rsquo;s are very robust and used in image/video processing, making them a very good baseline to start with while also benefiting from refined and mature development over the years, such as with the very efficient MobileNet with depth-wise convolutions.</li><li><a href=https://en.wikipedia.org/wiki/Recurrent_neural_network>Recurrent Neural Networks (RNN)</a>: RNNs have been researched for several decades, and while they aren&rsquo;t as fast to train as CNNs, they can be faster to apply as there is no need to feed a time window like CNNs if the desired input/output is in real-time (in a continuous fashion, also called &lsquo;online). RNNs are proven to be very good in some situations, and many new models are being discovered.</li><li><a href=https://en.wikipedia.org/wiki/Transformer_(machine_learning_model)>Transformers</a>: Most of the state-of-the-art results today have been made from transformers and their variations. They are very good at correlating sparse information. Popularized in the famous paper <a href=https://arxiv.org/pdf/1706.03762.pdf>Attention is all you need</a>, transformers are proven to be flexible with high-performance in many classes (Vision Transformers, Perceiver, etc.). They suffer the same limitation as CNNs for the length of their input (fixed at training time), but they also have a disadvantage of not scaling well with the size of the data (quadratic growth with the length of the time series). They are also the most expensive network to train in general.</li></ul><p>While not a complete representation of classes of neural networks, this list represents the areas of the most potential for Spice.ai&rsquo;s time-series AI technology. We also see other interesting paradigms to explore when improving the core technology like Memory Augmented Neural Networks (MANN) or neural network-based Genetical Algorithms.</p><h3 id=reinforcement-learning>Reinforcement Learning</h3><p>Reinforcement Learning (RL) has grown steadily, especially in fields like robotics. Usually, RL doesn&rsquo;t require as much data processing as Supervised Learning, where large datasets can be demanding for hardware and people alike. RL is more dynamic: agents aren&rsquo;t trained to replicate a specific behaviors/output but explore and &rsquo;exploit&rsquo; their environment to maximize a given reward.</p><p>Most of today&rsquo;s research is based on environments the agent can interact with during the training process, known as online learning. Usually, efficient training processes have multiple agent/environment pairs training together and sharing their experiences. Having an environment for agents to interact enables different actions from the actual historical state known as <strong>on-policy learning</strong>, and using only past experiences without an environment is <strong>off-policy learning</strong>.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/142404987-cc6f0654-d2bd-496a-b6a4-52da19b9f912.png><div style=font-size:.8rem;font-style:italic>Figure 2. AI training without interacting with the environment (real world nor simulation). Only gathered data is used for training.</div></div></div><p>Spice.ai is initially taking an off-policy approach, where an environment (either pre-made or given by the user) is not required. Despite limiting the exploration of agents, this aligns to an application-centric approach as:</p><ul><li>Creating a real-world model or environment can be difficult and expensive to create, arguably even impossible.</li><li>Off-policy learning is normally more efficient than on-policy (time/data and computation).</li></ul><p>The Spice.ai approach to time series AI can be described as &lsquo;Data-Driven&rsquo; Reinforcement Learning. This domain is very exciting, and we are building upon excellent research that is being published. The <a href=https://bair.berkeley.edu/>Berkeley Artificial Intelligence Research</a>&rsquo;s blog shows the potential of this field and many other research entities that have made great discoveries like <a href=https://deepmind.com/>DeepMind</a>, <a href=https://openai.com/>Open AI</a>, <a href=https://ai.facebook.com/>Facebook AI</a> and <a href=https://ai.google/>Google AI</a> (among many others). We are inspired and are building upon all the research in Reinforcement Learning to develop core Spice.ai technology.</p><p>If you are interested in Reinforcement Learning, we recommend following these blogs, and if you&rsquo;d like to partner with us on the mission of making it easier to build intelligent applications by leveraging RL, we invite you to discuss with us on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, reach out on <a href=https://twitter.com/spice_ai>Twitter</a> or <a href=mailto:hey@spice.ai>email us</a>.</p><p>Corentin</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.4-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.4.1-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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diff --git a/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/index.html b/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/index.html
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 Highlights in v0.4.1-alpha AI engine performance improvements Overall training performance has been improved up to 13% by removing a lock in the AI engine."><meta itemprop=datePublished content="2021-11-22T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="352"><meta itemprop=keywords content="performance,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.4.1-alpha"><meta name=twitter:description content="Announcing the release of Spice.ai v0.4.1-alpha! ✅
 This point release focuses on fixes and improvements to v0.4-alpha. Highlights include AI engine performance improvements, updates to the dashboard observations data grid, notification of new CLI versions, and several bug fixes.
 A special acknowledgment to @Adm28, who added the CLI upgrade detection and prompt, which notifies users of new CLI versions and prompts to upgrade.
-Highlights in v0.4.1-alpha AI engine performance improvements Overall training performance has been improved up to 13% by removing a lock in the AI engine."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v041-alpha>Highlights in v0.4.1-alpha</a><ul><li><a href=#ai-engine-performance-improvements>AI engine performance improvements</a></li><li><a href=#dashboard-observations-datagrid>Dashboard Observations Datagrid</a></li><li><a href=#cli-version-detection-and-upgrade-prompt>CLI version detection and upgrade prompt</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.4.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Highlights in v0.4.1-alpha AI engine performance improvements Overall training performance has been improved up to 13% by removing a lock in the AI engine."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v041-alpha>Highlights in v0.4.1-alpha</a><ul><li><a href=#ai-engine-performance-improvements>AI engine performance improvements</a></li><li><a href=#dashboard-observations-datagrid>Dashboard Observations Datagrid</a></li><li><a href=#cli-version-detection-and-upgrade-prompt>CLI version detection and upgrade prompt</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.4.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-11-22 class=text-muted>Monday, November 22, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li></ul></div></header><p>Announcing the release of Spice.ai v0.4.1-alpha! ✅</p><p>This point release focuses on fixes and improvements to v0.4-alpha. Highlights include AI engine performance improvements, updates to the dashboard observations data grid, notification of new CLI versions, and several bug fixes.</p><p>A special acknowledgment to <a href=https://github.com/Adm28>@Adm28</a>, who added the CLI upgrade detection and prompt, which notifies users of new CLI versions and prompts to upgrade.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:400px src=https://user-images.githubusercontent.com/80174/142827883-c3791f8b-82dc-4e66-80d7-899268396f32.png></div></div><h2 id=highlights-in-v041-alpha>Highlights in v0.4.1-alpha</h2><h3 id=ai-engine-performance-improvements>AI engine performance improvements</h3><p>Overall training performance has been improved up to 13% by removing a lock in the AI engine.</p><p>In versions before v0.4.1-alpha, performance was especially impacted when streaming new data during a training run.</p><h3 id=dashboard-observations-datagrid>Dashboard Observations Datagrid</h3><p>The dashboard observations datagrid now automatically resizes to the window width, and headers are easier to read, with automatic grouping into dataspaces. In addition, column widths are also resizable.</p><h3 id=cli-version-detection-and-upgrade-prompt>CLI version detection and upgrade prompt</h3><p>When it is run, the Spice.ai CLI will now automatically check for new CLI versions once a day maximum.</p><p>If it detects a new version, it will print a notification to the console on <code>spice version</code>, <code>spice run</code> or <code>spice add</code> commands prompting the user to upgrade using the new <code>spice upgrade</code> command.</p><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> automatic resizing of the observations datagrid.</li><li><strong>Adds</strong> header group by dataspace to the observations datagrid.</li><li><strong>Adds</strong> CLI version detection and prompt for upgrade on version, run, and add commands.</li><li><strong>Adds</strong> Support for parsing hex-encoded times and measurements. Use the <code>time_format</code> of <code>hex</code> or prefix with <code>0x</code>.</li><li><strong>Updates</strong> AI engine with improved training performance.</li><li><strong>Updates</strong> Go and NPM dependencies.</li><li><strong>Fixes</strong> detection of Spicepods in the <code>Spicepods</code> directory, and a resulting error when loading a non-Spicepod file.</li><li><strong>Fixes</strong> a potential &ldquo;zip slip&rdquo; security issue.</li><li><strong>Fixes</strong> an issue where the AI engine may not gracefully shutdown.</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li><li><a href=https://github.com/spiceai/quickstarts/blob/trunk/README.md>Quickstarts</a> and <a href=https://github.com/spiceai/samples/blob/trunk/README.md>Samples</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved. We will also be starting a community call series soon!</p><ul><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ aria-label="Previous - Spice.ai's approach to Time-Series AI" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ aria-label="Next - Spicepods: From Zero To Hero" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 As a refresher, a Spicepod consists of:"><meta property="og:title" content="Spicepods: From Zero To Hero"><meta property="og:description" content="In my previous post, Teaching Apps how to Learn with Spicepods, I introduced Spicepods as packages of configuration that describe an application&rsquo;s data-driven goals and how it should learn from data. To leverage Spice.ai in your application, you can author a Spicepod from scratch or build upon one fetched from the spicerack.org registry. In this post, we&rsquo;ll walk through the creation and authoring of a Spicepod step-by-step from scratch.
 As a refresher, a Spicepod consists of:"><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/12/02/spicepods-from-zero-to-hero/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-12-02T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="Spicepods: From Zero To Hero"><meta itemprop=description content="In my previous post, Teaching Apps how to Learn with Spicepods, I introduced Spicepods as packages of configuration that describe an application&rsquo;s data-driven goals and how it should learn from data. To leverage Spice.ai in your application, you can author a Spicepod from scratch or build upon one fetched from the spicerack.org registry. In this post, we&rsquo;ll walk through the creation and authoring of a Spicepod step-by-step from scratch.
 As a refresher, a Spicepod consists of:"><meta itemprop=datePublished content="2021-12-02T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="1485"><meta itemprop=keywords content="spicepod,agile ml,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spicepods: From Zero To Hero"><meta name=twitter:description content="In my previous post, Teaching Apps how to Learn with Spicepods, I introduced Spicepods as packages of configuration that describe an application&rsquo;s data-driven goals and how it should learn from data. To leverage Spice.ai in your application, you can author a Spicepod from scratch or build upon one fetched from the spicerack.org registry. In this post, we&rsquo;ll walk through the creation and authoring of a Spicepod step-by-step from scratch.
-As a refresher, a Spicepod consists of:"><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div 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without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span class=td-sidebar-nav-active-item>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#fast-iterations>Fast iterations</a></li><li><a href=#creating-a-spicepod>Creating a Spicepod</a></li><li><a href=#authoring-a-spicepod-manifest>Authoring a Spicepod manifest</a></li><li><a href=#adding-a-dataspace>Adding a dataspace</a></li><li><a href=#adding-actions>Adding actions</a></li><li><a href=#adding-rewards>Adding rewards</a></li><li><a href=#putting-it-all-together>Putting it all together</a></li><li><a href=#summary>Summary</a><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spicepods: From Zero To Hero</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
+As a refresher, a Spicepod consists of:"><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span class=td-sidebar-nav-active-item>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#fast-iterations>Fast iterations</a></li><li><a href=#creating-a-spicepod>Creating a Spicepod</a></li><li><a href=#authoring-a-spicepod-manifest>Authoring a Spicepod manifest</a></li><li><a href=#adding-a-dataspace>Adding a dataspace</a></li><li><a href=#adding-actions>Adding actions</a></li><li><a href=#adding-rewards>Adding rewards</a></li><li><a href=#putting-it-all-together>Putting it all together</a></li><li><a href=#summary>Summary</a><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spicepods: From Zero To Hero</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
 <time datetime=2021-12-02 class=text-muted>Thursday, December 02, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span></a></li></ul></div></header><p>In my previous post, <a href=https://blog.spiceai.org/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/>Teaching Apps how to Learn with Spicepods</a>, I introduced Spicepods as packages of configuration that describe an application&rsquo;s data-driven goals and how it should learn from data. To leverage Spice.ai in your application, you can author a Spicepod from scratch or build upon one fetched from the spicerack.org registry. In this post, we&rsquo;ll walk through the creation and authoring of a Spicepod step-by-step from scratch.</p><p>As a refresher, a Spicepod consists of:</p><ul><li>A required YAML manifest that describes how the pod should learn from data</li><li>Optional seed data</li><li>Learned model/state</li><li>Performance telemetry and metrics</li></ul><p>We&rsquo;ll create the Spicepod for the <a href=https://github.com/spiceai/quickstarts/tree/trunk/serverops/README.md>ServerOps Quickstart</a>, an application that learns when to optimally run server maintenance operations based upon the CPU-usage patterns of a server machine.</p><p>We&rsquo;ll also use the Spice CLI, which you can install by following the <a href=https://docs.spiceai.org/getting-started/>Getting Started guide</a> or <a href="https://www.youtube.com/watch?v=DKBLjuAz_lI">Getting Started YouTube video</a>.</p><h2 id=fast-iterations>Fast iterations</h2><p>Modern web development workflows often include a file watcher to hot-reload so you can iteratively see the effect of your change with a live preview.</p><p>Spice.ai takes inspiration and enables a similar Spicepod manifest authoring experience. If you first start the Spice.ai runtime in your application root before creating your Spicepod, it will watch for changes and apply them continuously so that you can develop in a fast, iterative workflow.</p><p>You would normally do this by opening two terminal windows side-by-side, one that runs the runtime using the command <code>spice run</code> and one where you enter CLI commands. In addition, developers would open the Spice.ai dashboard located at <a href=http://localhost:8000>http://localhost:8000</a> to preview changes they make.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 1. Spice.ai's modern development workflow" src=https://user-images.githubusercontent.com/80174/144368808-1b1ce9dc-e296-42ff-a65d-44b8aa97605f.png></div></div><h2 id=creating-a-spicepod>Creating a Spicepod</h2><p>The easiest way to create a Spicepod is to use the Spice.ai CLI command: <code>spice init &lt;Spicepod name></code>. We&rsquo;ll make one in the ServerOps Quickstart application called <code>serverops</code>.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 2. Creating a Spicepod." src=https://user-images.githubusercontent.com/80174/144368947-2698d7e2-e451-4961-a289-d84f4f328eae.png></div></div><p>The CLI saves the Spicepod manifest file in the <code>spicepods</code> directory of your application. You can see it created a new serverops.yaml file, which should be included in your application and be committed to your source repository. Let&rsquo;s take a look at it.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 3. Spicepod manifest." src=https://user-images.githubusercontent.com/80174/144369087-59022f3d-84cc-4f8f-bceb-c60351ac69b7.png></div></div><p>The initialized manifest file is very simple. It contains a name and three main sections being:</p><ul><li>dataspaces</li><li>actions</li><li>training</li></ul><p>We&rsquo;ll walk through each of these in detail, and as a Spicepod author, you can always reference the documentation for the <a href=https://docs.spiceai.org/reference/pod/>Spicepod manifest syntax</a>.</p><h2 id=authoring-a-spicepod-manifest>Authoring a Spicepod manifest</h2><p>You author and edit Spicepod manifest files in your favorite text editor with a combination of Spice.ai CLI helper commands. We eventually plan to have a VS Code extension and dashboard/portal editing abilities to make this even easier.</p><h2 id=adding-a-dataspace>Adding a dataspace</h2><p>To build an intelligent, data-driven application, we must first start with data.</p><p>A Spice.ai <strong>dataspace</strong> is a logical grouping of data with definitions of how that data should be loaded and processed, usually from a single source. A combination of its data source and its name identifies it, for example, nasdaq/msft or twitter/tweets. Read more about Dataspaces in the <a href=https://docs.spiceai.org/concepts/dataspaces/>Core Concepts</a> documentation.</p><p>Let&rsquo;s add a dataspace to the Spicepod manifest to load CPU metric data from a CSV file. This file is a snapshot of data from <a href=https://www.influxdata.com/products/influxdb/>InfluxDB</a>, a time-series database we like.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 4. Adding a dataspace." src=https://user-images.githubusercontent.com/80174/144369723-4336a4d5-1637-42c8-94aa-369531d6d1f7.png></div></div><p>We can see this dataspace is identified by its source <code>hostmetrics</code> and name <code>cpu</code>. It includes a <code>data</code> section with a file data connector, the path to the file, and a data processor to know how to process it. In addition, it defines a single measurement <code>usage_idle</code> under the measurements section, which is a measurement of CPU load. In Spice.ai, measurements are the core primitive the AI engine uses to learn and is always numerical data. Spice.ai includes a growing library of community contributable data connectors and data processors you can consist of in your Spicepod to access data. You can also contribute your own.</p><p>Finally, because the data is a snapshot of live data loaded from a file, we must set a Spicepod <code>epoch_time</code> that defines the data&rsquo;s start Unix time.</p><p>Now we have a dataspace, called <code>hostmetrics/cpu</code>, that loads CSV data from a file and processes the data into a <code>usage_idle</code> measurement. The file connector might be swapped out with the InfluxDB connector in a production application to stream real-time CPU metrics into Spice.ai. And in addition, applications can always send real-time data to the Spice.ai runtime through its API with a simple HTTP POST (and in the future, using Web Sockets and gRPC).</p><h2 id=adding-actions>Adding actions</h2><p>Now that the Spicepod has data, let&rsquo;s define some data-driven actions so the ServerOps application can learn when is the best time to take them. We&rsquo;ll add three actions using the CLI helper command, <code>spice action add</code>.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 5. Adding actions." src=https://user-images.githubusercontent.com/80174/144369840-1dcea686-9661-408a-a8a4-c62e3d84093f.png></div></div><p>And in the manifest:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 6. Actions added to the manifest" src=https://user-images.githubusercontent.com/80174/144371117-5eb816aa-e088-4160-8f33-9dabf1a5bb7c.png></div></div><h2 id=adding-rewards>Adding rewards</h2><p>The Spicepod now has data and possible actions, so we can now define how it should learn when to take them. Similar to how humans learn, we can set rewards or punishments for actions taken based on their effect and the data. Let&rsquo;s add scaffold rewards for all actions using the <code>spice rewards add</code> command.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 7. Adding rewards" src=https://user-images.githubusercontent.com/80174/144371214-86803184-5100-45cb-a592-ac3114176dba.png></div></div><p>We now have rewards set for each action. The rewards are uniform (all the same), meaning the Spicepod is rewarded the same for each action. Higher rewards are better, so if we change <code>perform_maintenance</code> to 2, the Spicepod will learn to perform maintenance more often than the other actions. Of course, instead of setting these arbitrarily, we want to learn from data, and we can do that by referencing the state of data at each time-step in the time-series data as the AI engine trains.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px alt="Figure 8. Rewards added to the manifest" src=https://user-images.githubusercontent.com/80174/144371299-70b40d99-85e1-4ab8-b1e1-f4f40aa27fc7.png></div></div><p>The rewards themselves are just code. Currently, we currently support Python code, either inline or in a .py <a href=https://docs.spiceai.org/concepts/rewards/external/>external code file</a> and we plan to support several other languages. The reward code can access the time-step state through the <code>prev_state</code> and <code>new_state</code> variables and the dataspace name. For the full documentation, see <a href=https://docs.spiceai.org/concepts/rewards/>Rewards</a>.</p><p>Let&rsquo;s add this reward code to perform_maintenance, which will reward performing maintenance when there is low CPU usage.</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>cpu_usage_prev</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#0000cf;font-weight:700>100</span> <span style=color:#ce5c00;font-weight:700>-</span> <span style=color:#000>prev_state</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>hostmetrics_cpu_usage_idle</span>
 </span></span><span style=display:flex><span><span style=color:#000>cpu_usage_new</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#0000cf;font-weight:700>100</span> <span style=color:#ce5c00;font-weight:700>-</span> <span style=color:#000>new_state</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>hostmetrics_cpu_usage_idle</span>
 </span></span><span style=display:flex><span><span style=color:#000>cpu_usage_delta</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#000>cpu_usage_prev</span> <span style=color:#ce5c00;font-weight:700>-</span> <span style=color:#000>cpu_usage_new</span>
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@@ -3,7 +3,7 @@
 This data handling is often challenging! For example, to learn from Bitcoin price data, the prices are better if normalized to a range between -1 and 1."><meta property="og:title" content="AI needs AI-ready data"><meta property="og:description" content="A significant challenge when developing an app powered by AI is providing the machine learning (ML) engine with data in a format that it can use to learn. To do that, you need to normalize the numerical data, one-hot encode categorical data, and decide what to do with incomplete data - among other things.
 This data handling is often challenging! For example, to learn from Bitcoin price data, the prices are better if normalized to a range between -1 and 1."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/12/05/ai-needs-ai-ready-data/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-12-05T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="AI needs AI-ready data"><meta itemprop=description content="A significant challenge when developing an app powered by AI is providing the machine learning (ML) engine with data in a format that it can use to learn. To do that, you need to normalize the numerical data, one-hot encode categorical data, and decide what to do with incomplete data - among other things.
 This data handling is often challenging! For example, to learn from Bitcoin price data, the prices are better if normalized to a range between -1 and 1."><meta itemprop=datePublished content="2021-12-05T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="908"><meta itemprop=keywords content="numpy,pandas,spicepod,tensors,"><meta name=twitter:card content="summary"><meta name=twitter:title content="AI needs AI-ready data"><meta name=twitter:description content="A significant challenge when developing an app powered by AI is providing the machine learning (ML) engine with data in a format that it can use to learn. To do that, you need to normalize the numerical data, one-hot encode categorical data, and decide what to do with incomplete data - among other things.
-This data handling is often challenging! 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AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span class=td-sidebar-nav-active-item>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#what-is-ai-ready-data>What is AI-ready data?</a></li><li><a href=#building-intelligent-apps>Building intelligent apps</a></li><li><a href=#spiceai-helps-developers-build-apps-with-real-time-ml>Spice.ai helps developers build apps with real-time ML</a></li><li><a href=#summary>Summary</a><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>AI needs AI-ready data</h1><div class="td-byline mb-4">By <b>Phillip LeBlanc (<a href=https://twitter.com/leblancphill>@leblancphill</a>)</b> |
+This data handling is often challenging! For example, to learn from Bitcoin price data, the prices are better if normalized to a range between -1 and 1."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span class=td-sidebar-nav-active-item>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#what-is-ai-ready-data>What is AI-ready data?</a></li><li><a href=#building-intelligent-apps>Building intelligent apps</a></li><li><a href=#spiceai-helps-developers-build-apps-with-real-time-ml>Spice.ai helps developers build apps with real-time ML</a></li><li><a href=#summary>Summary</a><ul><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a 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Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ 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Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>AI needs AI-ready data</h1><div class="td-byline mb-4">By <b>Phillip LeBlanc (<a href=https://twitter.com/leblancphill>@leblancphill</a>)</b> |
 <time datetime=2021-12-05 class=text-muted>Sunday, December 05, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span></a></li></ul></div></header><p>A significant challenge when developing an app powered by AI is providing the machine learning (ML) engine with data in a format that it can use to learn. To do that, you need to normalize the numerical data, one-hot encode categorical data, and decide what to do with incomplete data - among other things.</p><p>This data handling is often challenging! For example, to learn from Bitcoin price data, the prices are better if normalized to a range between -1 and 1. Being close to 0 is also a problem because of the lack of precision in floating-point representations (usually under 1e-5).</p><p>As a developer, if you are new to AI and machine learning, a great talk that explains the basics is <a href="https://www.youtube.com/watch?v=VwVg9jCtqaU">Machine Learning Zero to Hero</a>. Spice.ai makes the process of getting the data into an AI-ready format easy by doing it for you!</p><h2 id=what-is-ai-ready-data>What is AI-ready data?</h2><p>You write code with if statements and functions, but your machine only understands 1s and 0s. When you write code, you leverage tools, like a compiler, to translate that human-readable code into a machine-readable format.</p><p>Similarly, data for AI needs to be translated or &ldquo;compiled&rdquo; to be understood by the ML engine. You may have heard of <a href=https://www.tensorflow.org/guide/tensor>tensors</a> before; they are simply another word for a multi-dimensional array and they are the language of ML engines. All inputs to and all outputs from the engine are in tensors. You could use the following techniques when converting (or &ldquo;compiling&rdquo;) source data to a tensor.</p><ol><li><strong>Normalization/standardization of the numerical input data.</strong> Many of the inputs and outputs in machine learning are interpreted as probability distributions. Much of the math that powers machine learning, such as softmax, tanh, sigmoid, etc., is meant to work in the [-1, 1] range.</li></ol><div style=display:flex;justify-content:center;padding:5px><div style=display:grid><img style=max-width:563px;margin:auto alt="Normalizing raw data" src=https://user-images.githubusercontent.com/879445/144733722-46baa2f7-5e94-4113-9770-735987d6a390.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 1. Normalizing Bitcoin price data.</div></div></div><ol start=2><li><strong>Conversion of categorical data into numerical data.</strong> For categorical data (i.e., colors such as &ldquo;red,&rdquo; &ldquo;blue,&rdquo; or &ldquo;green&rdquo;), you can achieve this through a technique called <a href=https://www.educative.io/blog/one-hot-encoding>&ldquo;One Hot Encoding.&rdquo;</a> In one hot encoding, each possible value in the category appears as a column. The values in the column are assigned a binary value of 1 or 0 depending on whether the value exists or not.</li></ol><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:300px;margin:auto src=https://user-images.githubusercontent.com/879445/144733213-bd162dc0-7ac9-4bbb-9115-1dc46d2084cf.png><div style=font-size:.8rem;font-style:italic>Figure 2. A visualization of one-hot encoding</div></div></div><ol start=3><li>Several advanced techniques exist for &ldquo;compiling&rdquo; this source data - this process is known in the AI world as &ldquo;feature engineering.&rdquo; <a href=https://developers.google.com/machine-learning/crash-course/representation/feature-engineering>This article</a> goes into more detail on feature engineering techniques if you are interested in learning more.</li></ol><p>There are excellent tools like <a href=https://pandas.pydata.org/>Pandas</a>, <a href=https://numpy.org/>Numpy</a>, <a href=https://scipy.org/>scipy</a>, and others that make the process of data transformation easier. However, most of these tools are Python libraries and frameworks - which means having to learn Python if you don&rsquo;t know it already. Plus, when building intelligent apps (instead of just doing pure data analysis), this all needs to work on real-time data in production.</p><h2 id=building-intelligent-apps>Building intelligent apps</h2><p>The tools mentioned above are not designed for building real-time apps. They are often designed for analytics/data science.</p><p>In your app, you will need to do this data compilation in real-time - and you can&rsquo;t rely on a local script to help process your data.
 It becomes trickier if the team responsible for the initial training of the machine learning model is not the team responsible for deploying it out into production.</p><p>How data is loaded and processed in a static dataset is likely very different from how the data is loaded and processed in real-time as your app is live. The result often is two separate codebases that are maintained by different teams that are both responsible for doing the same thing! Ensuring that those codebases stay consistent and evolve together is another challenge to tackle.</p><h2 id=spiceai-helps-developers-build-apps-with-real-time-ml>Spice.ai helps developers build apps with real-time ML</h2><p>Spice.ai handles the &ldquo;compilation&rdquo; of data for you.</p><p>You specify the data that your ML should learn from in a <a href=https://blog.spiceai.org/posts/2021/12/02/spicepods-from-zero-to-hero/>Spicepod</a>. The Spice.ai runtime handles the logistics of gathering the data and compiling it into an AI-ready format.</p><p>It does this by using many techniques described earlier, such as normalization and one-hot encoding. And because we&rsquo;re continuing to evolve Spice.ai, our data compilation will only get better over time.</p><p>In addition, the design of the Spice.ai runtime naturally ensures that the data used for both the training and real-time cases are consistent. Spice.ai uses the same data-components and runtime logic to produce the data. And not only that, you can take this a step further and share your Spicepod with someone else, and they would be able to use the same AI-ready data for their applications.</p><h2 id=summary>Summary</h2><p>Spice.ai handles the process of compiling your data into an AI-ready format in a way that is consistent both during the training and real-time stages of the ML engine. A Spicepod defines which data to get and where to get it. Sharing this Spicepod allows someone else to use the same AI-ready data format in their application.</p><h3 id=learn-more-and-contribute>Learn more and contribute</h3><p>Building intelligent apps that leverage AI is still way too hard, even for advanced developers. Our mission is to make this as easy as creating a modern web page. If the vision resonates with you, join us!</p><p>Our <a href=https://github.com/spiceai/spiceai/blob/trunk/docs/ROADMAP.md>Spice.ai Roadmap</a> is public, and now that we have launched, the project and work are open for collaboration.</p><p>If you are interested in partnering, we&rsquo;d love to talk. Try out <a href=https://spiceai.org>Spice.ai</a>, <a href=mailto:hey@spice.ai>email us</a> &ldquo;hey,&rdquo; get in touch on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, or reach out on <a href=https://twitter.com/spice_ai>Twitter</a>.</p><p>We are just getting started! 🚀</p><p>Phillip</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ aria-label="Previous - Spicepods: From Zero To Hero" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.5-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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diff --git a/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/index.html b/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/index.html
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@@ -11,7 +11,7 @@
 Highlights in v0.5-alpha Soft Actor-Critic (Discrete) (SAC) Learning Algorithm The addition of the Soft Actor-Critic (Discrete) (SAC) learning algorithm is a significant improvement to the power of the AI engine."><meta itemprop=datePublished content="2021-12-06T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="418"><meta itemprop=keywords content="upgrade,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.5-alpha"><meta name=twitter:description content="We are excited to announce the release of Spice.ai v0.5-alpha! 🥇
 Highlights include a new learning algorithm called &ldquo;Soft Actor-Critic&rdquo; (SAC), fixes to the behavior of spice upgrade, and a more consistent authoring experience for reward functions.
 If you are new to Spice.ai, check out the getting started guide and star spiceai/spiceai on GitHub.
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class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v05-alpha>Highlights in v0.5-alpha</a><ul><li><a href=#soft-actor-critic-discrete-sac-learning-algorithm>Soft Actor-Critic (Discrete) (SAC) Learning Algorithm</a></li><li><a href=#consistent-reward-authoring-experience>Consistent reward authoring experience</a></li><li><a href=#improved-spice-upgrade-behavior>Improved spice upgrade behavior</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.5-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Highlights in v0.5-alpha Soft Actor-Critic (Discrete) (SAC) Learning Algorithm The addition of the Soft Actor-Critic (Discrete) (SAC) learning algorithm is a significant improvement to the power of the AI engine."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v05-alpha>Highlights in v0.5-alpha</a><ul><li><a href=#soft-actor-critic-discrete-sac-learning-algorithm>Soft Actor-Critic (Discrete) (SAC) Learning Algorithm</a></li><li><a href=#consistent-reward-authoring-experience>Consistent reward authoring experience</a></li><li><a href=#improved-spice-upgrade-behavior>Improved spice upgrade behavior</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.5-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-12-06 class=text-muted>Monday, December 06, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header><p>We are excited to announce the release of Spice.ai v0.5-alpha! 🥇</p><p>Highlights include a new learning algorithm called &ldquo;Soft Actor-Critic&rdquo; (SAC), fixes to the behavior of <code>spice upgrade</code>, and a more consistent authoring experience for reward functions.</p><p>If you are new to Spice.ai, check out the <a href=https://docs.spiceai.org/getting-started/>getting started guide</a> and star <a href=https://github.com/spiceai/spiceai>spiceai/spiceai</a> on GitHub.</p><h2 id=highlights-in-v05-alpha>Highlights in v0.5-alpha</h2><h3 id=soft-actor-critic-discrete-sac-learning-algorithm>Soft Actor-Critic (Discrete) (SAC) Learning Algorithm</h3><p>The addition of the Soft Actor-Critic (Discrete) (SAC) learning algorithm is a significant improvement to the power of the AI engine. It is not set as the default algorithm yet, so to start using it pass the <code>--learning-algorithm sacd</code> parameter to <code>spice train</code>. We&rsquo;d love to get your feedback on how its working!</p><h3 id=consistent-reward-authoring-experience>Consistent reward authoring experience</h3><p>With the addition of the reward function files that allow you to edit your reward function in a Python file, the behavior of starting a new training session by editing the reward function code was lost. With this release, that behavior is restored.</p><p>In addition, there is a breaking change to the variables used to access the observation state and interpretations. This change was made to better reflect the purpose of the variables and make them easier to work with in Python</p><div class=table-wide style=display:grid;justify-content:center;margin:50px><table><thead><tr><th>Previous (Type)</th><th>New (Type)</th></tr></thead><tbody><tr><td><code>prev_state</code> (SimpleNamespace)</td><td><code>current_state</code> (dict)</td></tr><tr><td><code>prev_state.interpretations</code> (list)</td><td><code>current_state_interpretations</code> (list)</td></tr><tr><td><code>new_state</code> (SimpleNamespace)</td><td><code>next_state</code> (dict)</td></tr><tr><td><code>new_state.interpretations</code> (list)</td><td><code>next_state_interpretations</code> (list)</td></tr></tbody></table></div><h3 id=improved-spice-upgrade-behavior>Improved spice upgrade behavior</h3><p>The Spice.ai CLI will no longer recommend &ldquo;upgrading&rdquo; to an older version. An issue was also fixed where trying to upgrade the Spice.ai CLI using <code>spice upgrade</code> on Linux would return an error.</p><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> a new learning algorithm called &ldquo;Soft-Actor Critic&rdquo; (SAC).</li><li><strong>Updates</strong> the reward function parameters for the YAML code blocks from <code>prev_state</code> and <code>new_state</code> to <code>current_state</code> and <code>next_state</code> to be consistent with the reward function files.</li><li><strong>Fixes</strong> an issue where editing a reward functions file would not automatically trigger training.</li><li><strong>Fixes</strong> the normalization of values for the Deep-Q Learning algorithm to handle larger values.</li><li><strong>Fixes</strong> an issue where the Spice.ai CLI would not upgrade on Linux with the <code>spice upgrade</code> command.</li><li><strong>Fixes</strong> an issue where the Spice.ai CLI would recommend an &ldquo;upgrade&rdquo; to an older version.</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li><li><a href=https://github.com/spiceai/quickstarts/blob/trunk/README.md>Quickstarts</a> and <a href=https://github.com/spiceai/samples/blob/trunk/README.md>Samples</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved. We will also be starting a community call series soon!</p><ul><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ aria-label="Previous - AI needs AI-ready data" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ aria-label="Next - Understanding Q-learning: How a Reward Is All You Need" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 Supervised learning works by tweaking all the parameters (weights in neural networks) to fit the desired outputs, expecting that given enough input/label pairs the AI will find common rules that generalize for any input."><meta property="og:title" content="Understanding Q-learning: How a Reward Is All You Need"><meta property="og:description" content="There are two general ways to train an AI to match a given expectation: we can either give it the expected outputs (commonly named labels) for differents inputs; we call this supervised learning. Or we can provide a reward for each output as a score: this is reinforcement learning (RL).
 Supervised learning works by tweaking all the parameters (weights in neural networks) to fit the desired outputs, expecting that given enough input/label pairs the AI will find common rules that generalize for any input."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-12-15T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="Understanding Q-learning: How a Reward Is All You Need"><meta itemprop=description content="There are two general ways to train an AI to match a given expectation: we can either give it the expected outputs (commonly named labels) for differents inputs; we call this supervised learning. Or we can provide a reward for each output as a score: this is reinforcement learning (RL).
 Supervised learning works by tweaking all the parameters (weights in neural networks) to fit the desired outputs, expecting that given enough input/label pairs the AI will find common rules that generalize for any input."><meta itemprop=datePublished content="2021-12-15T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="1886"><meta itemprop=keywords content="q-learning,td-learning,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Understanding Q-learning: How a Reward Is All You Need"><meta name=twitter:description content="There are two general ways to train an AI to match a given expectation: we can either give it the expected outputs (commonly named labels) for differents inputs; we call this supervised learning. Or we can provide a reward for each output as a score: this is reinforcement learning (RL).
-Supervised learning works by tweaking all the parameters (weights in neural networks) to fit the desired outputs, expecting that given enough input/label pairs the AI will find common rules that generalize for any input."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" 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class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a 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the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" 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v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span class=td-sidebar-nav-active-item>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#q-learning>Q-learning</a><ul><li><a href=#q-table>Q-Table</a></li><li><a href=#deep-q-learning>Deep Q-Learning</a></li></ul></li><li><a href=#temporal-difference-td-learning>Temporal difference: TD-Learning</a><ul><li><a href=#introducing-policies>Introducing policies</a></li><li><a href=#relation-with-q-function>Relation with Q function</a></li><li><a href=#td-0>TD-0</a></li><li><a href=#td-lambda>TD-lambda</a></li></ul></li><li><a href=#q-learning-algorithm>Q-Learning algorithm</a></li><li><a href=#conclusion>Conclusion</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Understanding Q-learning: How a Reward Is All You Need</h1><div class="td-byline mb-4">By <b>Corentin Risselin</b> |
+Supervised learning works by tweaking all the parameters (weights in neural networks) to fit the desired outputs, expecting that given enough input/label pairs the AI will find common rules that generalize for any input."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span class=td-sidebar-nav-active-item>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#q-learning>Q-learning</a><ul><li><a href=#q-table>Q-Table</a></li><li><a href=#deep-q-learning>Deep Q-Learning</a></li></ul></li><li><a href=#temporal-difference-td-learning>Temporal difference: TD-Learning</a><ul><li><a href=#introducing-policies>Introducing policies</a></li><li><a href=#relation-with-q-function>Relation with Q function</a></li><li><a href=#td-0>TD-0</a></li><li><a href=#td-lambda>TD-lambda</a></li></ul></li><li><a href=#q-learning-algorithm>Q-Learning algorithm</a></li><li><a href=#conclusion>Conclusion</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span 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class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Understanding Q-learning: How a Reward Is All You Need</h1><div class="td-byline mb-4">By <b>Corentin Risselin</b> |
 <time datetime=2021-12-15 class=text-muted>Wednesday, December 15, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span></a></li></ul></div></header><p>There are two general ways to train an AI to match a given expectation: we can either give it the expected outputs (commonly named labels) for differents inputs; we call this supervised learning. Or we can provide a reward for each output as a score: this is reinforcement learning (RL).</p><p>Supervised learning works by tweaking all the parameters (weights in neural networks) to fit the desired outputs, expecting that given enough input/label pairs the AI will find common rules that generalize for any input.</p><p>Reinforcement learning&rsquo;s reward is often provided from a simple function that can score any output: we don&rsquo;t know what specific output would be best, but we can recognize how good the result is. In this latter statement there are two underlying concepts we will address in this post:</p><ul><li>Can we only tell if the output is good in a binary way, or do we have to quantify the output to train our AI?</li><li>Do we have to give a reward for every AI&rsquo;s output? Can we give a reward only at specific times?</li></ul><p>Those questions are already mostly answered, and many algorithms deal with those topics. Our journey here will be to understand how we tackle those questions and end up with a beautiful formula that is at the core of modern approaches of RL:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/q_formula.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 1. Q estimation at the heart of many RL algorithm, also known as the Bellman equation.</div></div></div><h2 id=q-learning>Q-learning</h2><p>The vast majority, if not all, of modern RL algorithms are based on the principles of Q-learning: the idea is to evaluate a &lsquo;reward expectation&rsquo; for each possible action. If we can have a good evaluation, we could maximize the reward by choosing actions with the maximum evaluated rewards. The function giving this expected reward is named Q. For now, we will assume we can have a reward for any action.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/q_function.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 2. Definition of the Q function.</div></div></div><p>The <code>t</code> indices show that the state and action aren&rsquo;t constant and will vary, usually with time/action taken. On the other hand, the <code>Q</code> function and the reward function <code>r</code> are unique functions that ideally return the &rsquo;expected reward&rsquo; for any (state, action) pairs.</p><p>For now, we will assume we can have a reward that gives an objective and perfect evaluation of each state/action.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/145569847-4be91c13-3ffb-4ad8-83c4-fb841e9d2c96.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 1. Example of reward given for different actions at a specific state. Here a simple 2D map with a goal.</div></div></div><h3 id=q-table>Q-Table</h3><p>We know that actions&rsquo; outcomes (rewards) will vary depending on the current state we are in, otherwise the problem would be trivial to solve. If the states that are relevant to our actions can be numbered, a simple way would be to build a table with all the possible states/action pairs. There are different ways to build such a table depending on how we can interact with our environment. Eventually, we would have a good &lsquo;map&rsquo; to guide us to do the best actions.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/145569842-298103e3-e7ed-412f-8229-66c745d29807.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 2. Example of Q-table: we can build an exhaustive table for all the possible (state, action) pairs</div></div></div><h3 id=deep-q-learning>Deep Q-Learning</h3><p>When the number of variables of the environment relevant to our actions/rewards becomes too large, the number of possible states grows quickly. It doesn&rsquo;t take a lot of possible parameters to make the Q-table approach unfeasible. Neural networks are known to work very nicely and efficiently in high dimensionality (with many input variables). They also generalize well, so the idea in Deep Q-Learning is to use a neural network to predict the different Q values for each action given a state.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/145569840-369d4eb0-48c6-44d8-bc5e-bfabdd7713a4.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 3. A neural network can predict Q values from state information</div></div></div><p>In this case, we do not need to give the state/action pairs but only the state, as the neural network would exhaustively return all the Q values associated with each action. Outputting all actions&rsquo; Q value is a common method as the general cases have a complex environment but a smaller number of possible actions.</p><p>This method works very well. It is similar to supervised learning with states as inputs and rewards as labels. We assumed so far that we had a reward for each action, and we chose the next action with the best reward (called a greedy policy). In many cases this is not enough: even if an action would yield the best reward at a given state, this may affect the next state so that we wouldn&rsquo;t optimize the reward in the long term. Also, if we can&rsquo;t have a reward for each action, we usually give 0 as a reward. We will not be able to choose the right action if they affect later states despite not yielding different rewards at the current state.</p><p>The sparsity of rewards or the long-term calculation of total reward (non-greedy policies) leads us to diverge from supervised learning and learn potential future rewards.</p><h2 id=temporal-difference-td-learning>Temporal difference: TD-Learning</h2><p>TD-learning is a clever way to account for potential future value without knowing them yet. TD is a model-free class of algorithms: it does not simulate future states. The main idea is to consider all the rewards of a sequence of actions to give a better value than just the reward of the next action.</p><p>We can, for instance, sum all the future rewards:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/145569849-f528b7df-a240-41d6-b850-fde58334cac5.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 4. Cumulating future rewards to assign values to each state.</div></div></div><p>Mathematically this can be written as:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/value_naive_function.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 3.</div></div></div><p>This is named TD(0): the simplest form of TD method, accumulating all the rewards.</p><h3 id=introducing-policies>Introducing policies</h3><p>We could try different trajectories (sequence of actions) and retrospectively get the final reward for each action, but this has 2 drawbacks: the environment is usually too vast, and the sequence of actions might not even have a definite end. Also, such exhaustive methods might not be very efficient. Instead, we can evaluate the &lsquo;value&rsquo; of the next state overall, like the maximum of all its possible rewards (direct reward), and add this value to the reward of a given action.</p><p>If a state can have different branches, we can select the best one, and this would be our policy, the way we choose actions. This simple form of taking the maximum is called the &lsquo;greedy&rsquo; policy.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/145569828-f9505a88-1556-4c88-ba43-834daa60e594.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 5. With a greedy policy the associated values to state come from the maximum value of the next state. Here despite the lower branch giving only half the top reward directly the overall value is greater.</div></div></div><p>This can be written down as:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/value_policy_function.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 4.</div></div></div><p>The expected value notation is defined as:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/expected_value.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 5.</div></div></div><p>For a greedy policy the probabilities <code>p</code> would all be set to 0 but the one associated with the highest return to 1 (in case of equality between n actions, we would attribute &lsquo;1/n&rsquo; as probabilities to get the same expected value).</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/expected_greedy_value.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 6.</div></div></div><h3 id=relation-with-q-function>Relation with Q function</h3><p>The expected reward can be replaced by the Q function we used earlier, which now can be denominated to be specific to our chosen policy (named π):</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/value_q_relation.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 7.</div></div></div><h3 id=td-0>TD-0</h3><p>We previously discussed the problem of not being able to go through all the states exhaustively and that the evaluation of the Q value from a neural network could help. We want to use the TD method to have a better value estimation that will consider potential future rewards.</p><p>The TD(0) method is elegant as we can, in fact, only use the next state&rsquo;s expected value instead of all future ones. The idea is that with successive evaluations, we build a chain of dependencies as each states&rsquo; value depends on the next one.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/td_0_value.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 8.</div></div></div><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/145569853-335f65d9-aa16-44c6-9e97-287db5862628.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 6. Iterative propagation of state values following TD(0) method.</div></div></div><p>We can see that the greedy policy would work even with null rewards in the trajectory. We can explicit our greedy policy, going back to use Q value instead of the state value V:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/td_0_q.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 9.</div></div></div><h3 id=td-lambda>TD-lambda</h3><p>We need to fix a problem: if a trajectory grows too long or never ends, a state value can potentially grow indefinitely. To counter that, we can add a <strong>discount factor</strong> (originally named lambda, usually refer as gamma in Q-learning) for the next state&rsquo;s value:</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;min-height:100px;margin:auto src=/svg/q_learning/td_lambda_q.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 10.</div></div></div><p>Notice that we simplify the reward notation for clarity.</p><p>To avoid exploding values, this discount has to be between 0 and 1 (strictly below 1). We can think about it as giving more importance to the direct reward than the future ones. As the contribution to the latter reward decrease, the chain of action can grow without the calculated value growing. If the reward has an upper limit, the value will also be bounded.</p><p>The sparsity of rewards is also solved: giving only a positive reward after many non-rewarding steps will create smooth values for the intermediate states. Any reward, positive or negative, will diffuse its value to the neighbor states.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/19952490/145569835-ff21b42f-21d0-4eb3-a451-9b9aa5a76f78.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 7. The TD(0) value propagation can allow for a smooth value distribution over the state that will help building efficient behaviour.</div></div></div><h2 id=q-learning-algorithm>Q-Learning algorithm</h2><p>Finally, as we train a neural network to estimate the Q function, we need to update its target with successive iteration. We cannot fully trust the estimator (a neural network here) to give the correct value, so we introduce a learning rate to update the target smoothly.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:800px;min-height:160px;margin:auto src=/svg/q_learning/final_formula.svg><div style=font-size:.8rem;font-style:italic;text-align:center>Equation 11. Fully explained Bellman equation.</div></div></div><p>That is it! We now understand all the parts of this formula. Over multiple training steps with different sates, the training should find a good average Q function. While training, the estimator uses its own output to train itself (commonly referred to as bootstrapping): it is like it is chasing itself. Bootstrapping can lead to instability in the training process. There are many additional methods to help against such instability.</p><p>From giving rewards, sparse or not, binary or fine-grained, we have a smooth space of values for all our states/actions so the AI can follow a greedy policy to the best outcome.</p><p>This way of training is not a silver bullet and there is no guarantee that the AI will find a correlation from the information given as state to the returned reward.</p><h2 id=conclusion>Conclusion</h2><p>We can see how our rewards are used to train AI&rsquo;s policies using Q-learning. By understanding the many iterations required and the bootstrapping issues, we can help our AI by carefully giving relevant state information and reward:</p><ul><li>There needs to be a correlation between the state information and the reward: the simpler the relationship, the easier/faster the AI will find it.</li><li>Sparse and binary rewards make the training problem long and arduous. Giving more information through the reward can tremendously increase the speed/accuracy of the learned Q-estimator.</li><li>The longer the chain of actions, the more complex the Q-value will be to estimate.</li></ul><p>We didn&rsquo;t see how the AI&rsquo;s algorithm can explore different actions given an environment here. Spice.ai&rsquo;s technology focuses exclusively on off-policy training where we only have past data and cannot interact with the environment. RL is a vast topic and currently quickly growing. Robotics is a fantastic field of application; many other areas are yet to be explored with such a technology. We hope to push forward the technology and its field of application with our platform.</p><p>If you&rsquo;d like to partner with us on the mission of making new applications by leveraging RL, we invite you to discuss with us on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, reach out on <a href=https://twitter.com/spice_ai>Twitter</a> or <a href=mailto:hey@spice.ai>email us</a>.</p><p>I hope you enjoy this post and learn new things.</p><p>Corentin</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.5-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.5.1-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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diff --git a/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/index.html b/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/index.html
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 This minor release builds upon v0.5-alpha adding the ability to start training from the dashboard plus support for monitoring training runs with TensorBoard.
 Highlights in v0.5.1-alpha Start training from dashboard A &ldquo;Start Training&rdquo; button has been added to the pod page on the dashboard so that you can easily start training runs from that context.
 Training runs can now be started by:
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class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v051-alpha>Highlights in v0.5.1-alpha</a><ul><li><a href=#start-training-from-dashboard>Start training from dashboard</a></li><li><a href=#tensorboard-monitoring>TensorBoard monitoring</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a><ul><li><a href=#dependency-updates>Dependency updates</a></li></ul></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.5.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Modifications to the Spicepod YAML file."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v051-alpha>Highlights in v0.5.1-alpha</a><ul><li><a href=#start-training-from-dashboard>Start training from dashboard</a></li><li><a href=#tensorboard-monitoring>TensorBoard monitoring</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a><ul><li><a href=#dependency-updates>Dependency updates</a></li></ul></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.5.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2021-12-28 class=text-muted>Tuesday, December 28, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span></a></li></ul></div></header><p>Announcing the release of Spice.ai v0.5.1-alpha! 📈</p><p>This minor release builds upon v0.5-alpha adding the ability to start training from the dashboard plus support for monitoring training runs with <a href=https://www.tensorflow.org/tensorboard/>TensorBoard</a>.</p><h2 id=highlights-in-v051-alpha>Highlights in v0.5.1-alpha</h2><h3 id=start-training-from-dashboard>Start training from dashboard</h3><p>A &ldquo;Start Training&rdquo; button has been added to the pod page on the dashboard so that you can easily start training runs from that context.</p><p>Training runs can now be started by:</p><ul><li>Modifications to the Spicepod YAML file.</li><li>The <a href=https://docs.spiceai.org/cli/reference/#train>spice train <pod name></a>command.</li><li>The &ldquo;Start Training&rdquo; dashboard button.</li><li>POST <a href=https://docs.spiceai.org/api/>API calls</a> to <code>/api/v0.1/pods/{pod name}/train</code></li></ul><div style=display:grid;justify-content:center;margin:50px><video controls width=800 src=https://user-images.githubusercontent.com/80174/146122241-f8073266-ead6-4628-8563-93e98d74e9f0.mov></video></div><h3 id=tensorboard-monitoring>TensorBoard monitoring</h3><p><a href=https://www.tensorflow.org/tensorboard/>TensorBoard</a> monitoring is now supported when using DQL (default) or the new SACD <a href=https://docs.spiceai.org/deep-learning-ai/>learning algorithms</a> that was <a href=https://github.com/spiceai/spiceai/releases/tag/v0.5-alpha>announced in v0.5-alpha</a>.</p><p>When enabled, TensorBoard logs will automatically be collected and a &ldquo;Open TensorBoard&rdquo; button will be shown on the pod page in the dashboard.</p><p>Logging can be enabled at the pod level with the <a href=https://docs.spiceai.org/reference/pod/#paramstraining_loggers>training_loggers pod param</a> or per training run with the CLI <code>--training-loggers</code> argument.</p><div style=display:grid;justify-content:center;margin:50px><video controls width=800 src=https://user-images.githubusercontent.com/80174/146382503-2bb2570b-5111-4de0-9b80-a1dc4a5dcc35.mov></video></div><p>Support for VPG will be added in v0.6-alpha. The design allows for additional loggers to be added in the future. Let us know what you&rsquo;d like to see!</p><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> a start training button on the dashboard pod page.</li><li><strong>Adds</strong> TensorBoard logging and monitoring when using DQL and SACD learning algorithms.</li></ul><h3 id=dependency-updates>Dependency updates</h3><ul><li><strong>Updates</strong> to Tailwind 3.0.6</li><li><strong>Updates</strong> to Glide Data Grid 3.2.1</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li><li><a href=https://github.com/spiceai/quickstarts/blob/trunk/README.md>Quickstarts</a> and <a href=https://github.com/spiceai/samples/blob/trunk/README.md>Samples</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved. We will also be starting a community call series soon!</p><ul><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ aria-label="Previous - Understanding Q-learning: How a Reward Is All You Need" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ aria-label="Next - A New Class of Applications That Learn and Adapt" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>A New Class of Applications That Learn and Adapt | Spice.ai blog</title>
-<meta name=description content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&amp;rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&amp;rsquo;s logic. You can think of the component that does this as a &amp;ldquo;decision engine.&amp;rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><meta property="og:title" content="A New Class of Applications That Learn and Adapt"><meta property="og:description" content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&rsquo;s logic. You can think of the component that does this as a &ldquo;decision engine.&rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-12-30T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="A New Class of Applications That Learn and Adapt"><meta itemprop=description content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&rsquo;s logic. You can think of the component that does this as a &ldquo;decision engine.&rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><meta itemprop=datePublished content="2021-12-30T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="806"><meta itemprop=keywords content="expert systems,decision engines,"><meta name=twitter:card content="summary"><meta name=twitter:title content="A New Class of Applications That Learn and Adapt"><meta name=twitter:description content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&rsquo;s logic. You can think of the component that does this as a &ldquo;decision engine.&rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span class=td-sidebar-nav-active-item>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#history-of-decision-engines>History of decision engines</a></li><li><a href=#use-cases-of-decision-making-applications>Use cases of decision-making applications</a><ul><li><a href=#reduce-energy-costs-by-optimizing-air-conditioning>Reduce energy costs by optimizing air conditioning</a></li><li><a href=#food-delivery-order-dispatching>Food delivery order dispatching</a></li><li><a href=#routing-stock-or-crypto-trades-to-the-best-exchange>Routing stock or crypto trades to the best exchange</a></li></ul></li><li><a href=#summary>Summary</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>A New Class of Applications That Learn and Adapt</h1><div class="td-byline mb-4">By <b>Phillip LeBlanc (<a href=https://twitter.com/leblancphill>@leblancphill</a>)</b> |
+<meta name=description content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&amp;rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&amp;rsquo;s logic. You can think of the component that does this as a &amp;ldquo;decision engine.&amp;rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><meta property="og:title" content="A New Class of Applications That Learn and Adapt"><meta property="og:description" content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&rsquo;s logic. You can think of the component that does this as a &ldquo;decision engine.&rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2021-12-30T00:00:00+00:00"><meta property="article:modified_time" content="2022-04-18T19:44:42+09:00"><meta itemprop=name content="A New Class of Applications That Learn and Adapt"><meta itemprop=description content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&rsquo;s logic. You can think of the component that does this as a &ldquo;decision engine.&rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><meta itemprop=datePublished content="2021-12-30T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="806"><meta itemprop=keywords content="expert systems,decision engines,"><meta name=twitter:card content="summary"><meta name=twitter:title content="A New Class of Applications That Learn and Adapt"><meta name=twitter:description content="A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&rsquo;s goals. In the post Making apps that learn and adapt, Luke described how developers integrate this ability to learn and adapt as a core part of the application&rsquo;s logic. You can think of the component that does this as a &ldquo;decision engine.&rdquo; This post will explore a brief history of decision engines and use-cases for this application class."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li 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td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span class=td-sidebar-nav-active-item>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#history-of-decision-engines>History of decision engines</a></li><li><a href=#use-cases-of-decision-making-applications>Use cases of decision-making applications</a><ul><li><a href=#reduce-energy-costs-by-optimizing-air-conditioning>Reduce energy costs by optimizing air conditioning</a></li><li><a href=#food-delivery-order-dispatching>Food delivery order dispatching</a></li><li><a href=#routing-stock-or-crypto-trades-to-the-best-exchange>Routing stock or crypto trades to the best exchange</a></li></ul></li><li><a href=#summary>Summary</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>A New Class of Applications That Learn and Adapt</h1><div class="td-byline mb-4">By <b>Phillip LeBlanc (<a href=https://twitter.com/leblancphill>@leblancphill</a>)</b> |
 <time datetime=2021-12-30 class=text-muted>Thursday, December 30, 2021</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span></a></li></ul></div></header><p>A new class of applications that learn and adapt is becoming possible through machine learning (ML). These applications learn from data and make decisions to achieve the application&rsquo;s goals. In the post <a href=https://blog.spiceai.org/posts/2021/11/05/making-apps-that-learn-and-adapt/>Making apps that learn and adapt</a>, Luke described how developers integrate this ability to learn and adapt as a core part of the application&rsquo;s logic. You can think of the component that does this as a &ldquo;decision engine.&rdquo; This post will explore a brief history of decision engines and use-cases for this application class.</p><h2 id=history-of-decision-engines>History of decision engines</h2><p>The idea to make intelligent decision-making applications is not new. Developers first created these applications around the 1970s<sup id=fnref:1><a href=#fn:1 class=footnote-ref role=doc-noteref>1</a></sup>, and they are some of the earliest examples of using artificial intelligence to solve real-world problems.</p><p>The first applications used a class of decision engines called &ldquo;<a href=https://en.wikipedia.org/wiki/Expert_system>expert systems</a>.&rdquo; A distinguishing trait of expert systems is that they encode human expertise in rules for decision-making. Domain experts created combinations of rules that powered decision-making capabilities.</p><p>Some uses of expert systems include:</p><ul><li><a href=https://ieeexplore.ieee.org/document/9549566>Fault diagnosis</a></li><li><a href=https://www.gregstanleyandassociates.com/whitepapers/IFAC91objectPaper.pdf>&ldquo;Smart&rdquo; operator and troubleshooting manual</a></li><li><a href=https://www.gregstanleyandassociates.com/whitepapers/IFAC91objectPaper.pdf>Recovery from extreme conditions</a></li><li><a href=https://www.gregstanleyandassociates.com/whitepapers/IFAC91objectPaper.pdf>Emergency shutdown</a></li></ul><p>However, the resources required to build expert systems make employing them infeasible for many applications<sup id=fnref:2><a href=#fn:2 class=footnote-ref role=doc-noteref>2</a></sup>. They often need a significant time and resource investment to capture and encode expertise into complex rule sets. These systems also do not automatically learn from experience, relying on experts to write more rules to improve decision-making.</p><p>With the advent of modern deep-learning techniques and the ability to access significantly more data, it is now possible for the computer, not only the developer, to learn and encode the rules to power a decision engine and improve them over time. The vision for Spice.ai is to make it easy for developers to build this new class of applications. So what are some use-cases for these applications?</p><h2 id=use-cases-of-decision-making-applications>Use cases of decision-making applications</h2><h3 id=reduce-energy-costs-by-optimizing-air-conditioning>Reduce energy costs by optimizing air conditioning</h3><p><strong>Today</strong>: The air conditioning system for an office building runs on a fixed schedule and is set to a fixed temperature in business hours, only adjusting using in-room sensor data, if at all. This behavior potentially over cools at business close as the outside temperature lowers and the building starts vacating.</p><p><strong>With Spice.ai</strong>: Using Spice.ai, the application combines time-series data from multiple data sources, including the time of day and day of the week, building/room occupancy, and outside temperature, energy consumption, and pricing. The A/C controller application learns how to adjust the air conditioning system as the room naturally cools towards the end of the day. As the occupancy decreases, the decision engine is rewarded for maintaining the desired temperature and minimizing energy consumption/cost.</p><h3 id=food-delivery-order-dispatching>Food delivery order dispatching</h3><p><strong>Today:</strong> Customers order food delivery with a mobile app. When the order is ready to be picked up from the restaurant, the order is dispatched to a delivery driver by a simple heuristic that chooses the nearest available driver. As the app gets more popular with customers and the number of restaurants, drivers, and customers increases, the heuristic needs to be constantly tuned or supplemented with human operators to handle the demand.</p><p><strong>With Spice.ai</strong>: The application learns which driver to dispatch to minimize delivery time and maximize customer star ratings. It considers several factors from data, including patterns in both the restaurant and driver&rsquo;s order histories. As the number of users, drivers, and customers increases over time, the app adapts to keep up with the changing patterns and demands of the business.</p><h3 id=routing-stock-or-crypto-trades-to-the-best-exchange>Routing stock or crypto trades to the best exchange</h3><p><strong>Today:</strong> When trading stocks through a broker like Fidelity or TD Ameritrade, your broker will likely route your order to an exchange like the NYSE. And in the emerging world of crypto, you can place your trade or swap directly on a decentralized exchange (DEX) like <a href=https://uniswap.org>Uniswap</a> or <a href=https://pancakeswap.finance/>Pancake Swap</a>. In both cases, the routing of orders is likely to be either a form of traditional expert system based upon rules or even manually routed.</p><p><strong>With Spice.ai:</strong> A smart order routing application learns from data such as pending transactions, time of day, day of the week, transaction size, and the recent history of transactions. It finds patterns to determine the most optimal route or exchange to execute the transaction and get you the best trade.</p><h2 id=summary>Summary</h2><p>A new class of applications that can learn and adapt are made possible by integrating AI-powered decision engines. Spice.ai is a decision engine that makes it easy for developers to build these applications.</p><p>If you&rsquo;d like to partner with us in creating this new generation of intelligent decision-making applications, we invite you to join us on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, reach out on <a href=https://twitter.com/spice_ai>Twitter</a> or <a href=mailto:hey@spice.ai>email</a> us.</p><p>Phillip</p><div class=footnotes role=doc-endnotes><hr><ol><li id=fn:1><p>Russell, Stuart; Norvig, Peter (1995). <a href=http://aima.cs.berkeley.edu/>Artificial Intelligence: A Modern Approach</a>. Simon & Schuster. pp. 22–23. ISBN 978-0-13-103805-9.&#160;<a href=#fnref:1 class=footnote-backref role=doc-backlink>&#8617;&#xfe0e;</a></p></li><li id=fn:2><p>Kendal, S. L., & Creen, M. (2007). <a href=https://www.worldcat.org/title/introduction-to-knowledge-engineering/oclc/70987401>An introduction to knowledge engineering</a>. London: Springer. ISBN 978-1-84628-475-5&#160;<a href=#fnref:2 class=footnote-backref role=doc-backlink>&#8617;&#xfe0e;</a></p></li></ol></div><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.5.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ aria-label="Next - What Data Informs AI-driven Decision Making?" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span class=td-sidebar-nav-active-item>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#the-three-classes-of-data-for-informed-decision-making>The three classes of data for informed decision making</a></li><li><a href=#the-waterfall-approach-to-data-engineering>The waterfall approach to data engineering</a></li><li><a href=#the-agile-approach>The agile approach</a></li><li><a href=#summary>Summary</a></li><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>What Data Informs AI-driven Decision Making?</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
+While ML has many different applications, one way to think about ML in a real-time application that can adapt is as a decision engine."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" 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class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#the-three-classes-of-data-for-informed-decision-making>The three classes of data for informed decision making</a></li><li><a href=#the-waterfall-approach-to-data-engineering>The waterfall approach to data engineering</a></li><li><a href=#the-agile-approach>The agile approach</a></li><li><a href=#summary>Summary</a></li><li><a href=#learn-more-and-contribute>Learn more and contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>What Data Informs AI-driven Decision Making?</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
 <time datetime=2022-01-04 class=text-muted>Tuesday, January 04, 2022</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span></a></li></ul></div></header><p>AI unlocks a new generation of intelligent <a href=https://blog.spiceai.org/posts/2021/11/05/making-apps-that-learn-and-adapt/>applications that learn and adapt</a> from data. These applications use machine learning (ML) to out-perform traditionally developed software. However, the data engineering required to leverage ML is a significant challenge for many product teams. In this post, we&rsquo;ll explore the three classes of data you need to build next-generation applications and how Spice.ai handles runtime data engineering for you.</p><p>While ML has many different applications, one way to think about ML in a real-time application that can adapt is as a decision engine. Phillip discussed decision engines and their potential uses in <a href=https://blog.spiceai.org/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/>A New Class of Applications That Learn and Adapt</a>. This decision engine learns and informs the application how to operate. Of course, applications can and do make decisions without ML, but a developer normally has to code that logic. And the intelligence of that code is fixed, whereas ML enables a machine to constantly find the appropriate logic and evolve the code as it learns. For ML to do this, it needs three classes of data.</p><h3 id=the-three-classes-of-data-for-informed-decision-making>The three classes of data for informed decision making</h3><p>We don&rsquo;t want any decision, though. We want high-quality, informed decisions. If you consider making higher quality, informed decisions over time, you need three classes of information. These classes are historical information, real-time or present information, and the results of your decisions.</p><p>Especially recently, stock or crypto trading is something many of us can relate to. To make high-quality, informed investing decisions, you first need general historical information on the price, security, financials, industry, previous trades, etc. You study this information and learn what might make a good investment or trade.</p><p>Second, you need a real-time updated stream of data as it happens to make a decision. If you were stock trading, this information might be the stock price on the day or hour you want to make the trade. You need to apply what you learned from historical data to the current information to decide what trade to place.</p><p>Finally, if we&rsquo;re going to make better decisions over time, we need to capture and learn from the results of those decisions. Whether you make a great or poor trade, you want to incorporate that experience into your historical learning.</p><div style=display:flex;justify-content:center;padding:5px;margin-bottom:20px><div style=display:grid><img style=max-width:600px;margin:auto alt="Three data classes." src=https://user-images.githubusercontent.com/80174/147721731-d7f6a414-1b8c-44cb-83ef-9cca0bc65b61.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 1. The three data classes.</div></div></div><p>Using all three data classes together results in higher quality decisions over time. Broad data across these classes are useful, and we could make some nice trades with that. Still, we can make an even higher quality trading decision with personal context. For example, we may want to consider the individual tax consequences or risk level of the trade for our situation. So each of these classes also comes with global or local variants. We combine global information, like what worked well for everyone, and local experience, what worked well for us and our situation, to make the best, overall informed decision.</p><h3 id=the-waterfall-approach-to-data-engineering>The waterfall approach to data engineering</h3><p>Consider how you would capture these three data classes and make them available to both the application and ML in the trading example. This data engineering can be a pretty big challenge.</p><p>First, you need a way to gather and consume historical information, like stock prices, and keep that updated over time. You need to handle streaming constantly updated real-time data to make runtime decisions on how to operate. You need to capture and match the decisions you make and feed that back into learning. And finally, you need a way to provide personal or local context, like holding off on sell trades until next year, to stay within a tax threshold, or identifying a pattern you like to trade. If all this wasn&rsquo;t enough, as we learned from Phillip&rsquo;s <a href=https://blog.spiceai.org/posts/2021/12/05/ai-needs-ai-ready-data/>AI needs AI-ready data</a> post, all three data classes need to be in a format that ML can use.</p><div style=display:flex;justify-content:center;padding:5px;margin-bottom:20px><div style=display:grid><img style=max-width:600px;margin:auto alt="Traditional app and data integration." src=https://user-images.githubusercontent.com/80174/147722263-26333f5e-2da0-4c8c-a042-0c88c37d59be.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 2. Traditional app and data integration.</div></div></div><p>If you can afford a data or ML team, they may do much of this for you. However, this model starts to look quite waterfall-like and is not suited well to applications that want to learn and adapt in real-time. Like a waterfall approach, you would provide requirements to your data team, and they would do the data engineering required to provide you with the first two classes of data, historical and real-time. They may give you ML-ready data or train an ML model for you. However, there is often a large latency to apply that data or model in your application and a long turn-around time if it does not meet your requirements. In addition, to capture the third class of data, you would need to capture and send the results of the decisions your application made as a result of using those models back to the data team to incorporate in future learning. This latency through the data, decision-making, learning, and adaptation process is often infeasible for a real-world app.</p><p>And, if you can&rsquo;t afford a data team, you have to figure out how to do all that yourself.</p><h3 id=the-agile-approach>The agile approach</h3><p>Modern software engineering practices have favored agile methodologies to reduce time to learn and adapt applications to customer and business needs. Spice.ai takes inspiration from agile methods to provide developers with a fast, iterative development cycle.</p><p>Spice.ai provides mechanisms for making all three classes of data available to both the application and the decision engine. Developers author Spicepods declaring how data should be captured, consumed, and made ML-ready so that all three classes are consistent and ML available.</p><p>The Spice.ai runtime exposes developer-friendly APIs and data connectors for capturing and consuming data and annotating that data with personal context. The runtime generates AI-ready data for you and makes it available directly for ML. These APIs also make it easy to capture application decisions and incorporate the resulting learning.</p><p>The Spice.ai approach short circuits the traditional waterfall-like data process by keeping as much data as possible application local instead of round-tripping through an external pipeline or team, especially valuable for real-time data. The application can learn and adapt faster by reducing the latency of decision consequences to learning.</p><p>Spice.ai enables personalized learning from personal context and experiences through the interpretations mechanism. Interpretations allow an application to provide additional information or an &ldquo;interpretation&rdquo; of a time range as input to learning. The trading example could be as simple as labeling a time range as a good time to buy or providing additional contextual information such as tax considerations, etc. Developers can also use interpretations to record the results of decisions with more context than what might be available in the observation space. You can read more about Interpretations in the <a href=https://docs.spiceai.org/concepts/interpretations/>Spice.ai docs</a>.</p><p>While Spice.ai focuses on ensuring consistent ML-ready data is available, it does not replace traditional data systems or teams. They still have their place, especially for large historical datasets, and Spice.ai can consume data produced by them. Where possible, especially for application and real-time data, Spice.ai keeps runtime data local to create a virtuous cycle of data from the application to the decision engine and back again, enabling faster and more agile learning and adaption.</p><div style=display:flex;justify-content:center;padding:5px;margin-bottom:20px><div style=display:grid><img style=max-width:600px;margin:auto alt="App with Spice.ai." src=https://user-images.githubusercontent.com/80174/147721797-707d29b2-f93e-42be-809a-921349049895.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 3. App with Spice.ai.</div></div></div><h3 id=summary>Summary</h3><p>In summary, to build an intelligent application driven from AI recommended decisions, a significant amount of data engineering can be required to learn, make decisions, and incorporate the results. The Spice.ai runtime enables you as a developer to focus on consuming those decisions and tuning how the AI engine should learn rather than the runtime data engineering.</p><p>The potential of the next generation of intelligent applications to improve the quality of our lives is very exciting. Using AI to help applications make better decisions, whether that be AI-assisted investing, improving the energy efficiency of our homes and buildings, or supporting us in deciding on the most appropriate medical treatment, is very promising.</p><h3 id=learn-more-and-contribute>Learn more and contribute</h3><p>Even for advanced developers, building intelligent apps that leverage AI is still way too hard. Our mission is to make this as easy as creating a modern web page. If that vision resonates with you, join us!</p><p>If you want to get involved, we&rsquo;d love to talk. Try out <a href=https://spiceai.org>Spice.ai</a>, <a href=mailto:hey@spice.ai>email us</a> &ldquo;hey,&rdquo; get in touch on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, or reach out on <a href=https://twitter.com/spice_ai>Twitter</a>.</p><p>Luke</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ aria-label="Previous - A New Class of Applications That Learn and Adapt" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2022/01/12/adding-soft-actor-critic/ aria-label="Next - Adding Soft Actor-Critic" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 The previous article Understanding Q-learning: How a Reward Is All You Need is not necessary but can be helpful to understand this article.
 What is Soft Actor-Critic Actor-Critic Deepmind first introduced the actor-critic approach in deep learning in a 2016 paper."><meta itemprop=datePublished content="2022-01-12T00:00:00+00:00"><meta itemprop=dateModified content="2022-04-18T19:44:42+09:00"><meta itemprop=wordCount content="994"><meta itemprop=keywords content="actor-critic,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Adding Soft Actor-Critic"><meta name=twitter:description content="Last month in the v0.5-alpha version, a new learning algorithm was added to Spice.ai: Soft Actor-Critic. This is a very popular algorithm in the Reinforcement Learning field. Let&rsquo;s see what it is and why this is an interesting addition.
 The previous article Understanding Q-learning: How a Reward Is All You Need is not necessary but can be helpful to understand this article.
-What is Soft Actor-Critic Actor-Critic Deepmind first introduced the actor-critic approach in deep learning in a 2016 paper."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a 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title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span class=td-sidebar-nav-active-item>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#what-is-soft-actor-critic>What is Soft Actor-Critic</a><ul><li><a href=#actor-critic>Actor-Critic</a></li><li><a href=#soft-actor-critic>Soft Actor-Critic</a></li></ul></li><li><a href=#adding-choices-to-spiceai-learning-algorithms>Adding choices to Spice.AI learning algorithms</a></li><li><a href=#implementation-in-the-source-code>Implementation in the source code</a></li><li><a href=#conclusion>Conclusion</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span 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class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Adding Soft Actor-Critic</h1><div class="td-byline mb-4">By <b>Corentin Risselin</b> |
+What is Soft Actor-Critic Actor-Critic Deepmind first introduced the actor-critic approach in deep learning in a 2016 paper."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span class=td-sidebar-nav-active-item>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#what-is-soft-actor-critic>What is Soft Actor-Critic</a><ul><li><a href=#actor-critic>Actor-Critic</a></li><li><a href=#soft-actor-critic>Soft Actor-Critic</a></li></ul></li><li><a href=#adding-choices-to-spiceai-learning-algorithms>Adding choices to Spice.AI learning algorithms</a></li><li><a href=#implementation-in-the-source-code>Implementation in the source code</a></li><li><a href=#conclusion>Conclusion</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span 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data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Adding Soft Actor-Critic</h1><div class="td-byline mb-4">By <b>Corentin Risselin</b> |
 <time datetime=2022-01-12 class=text-muted>Wednesday, January 12, 2022</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span></a></li></ul></div></header><p>Last month in the v0.5-alpha version, a new learning algorithm was added to Spice.ai: Soft Actor-Critic. This is a very popular algorithm in the Reinforcement Learning field. Let&rsquo;s see what it is and why this is an interesting addition.</p><p>The previous article <a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/>Understanding Q-learning: How a Reward Is All You Need</a> is not necessary but can be helpful to understand this article.</p><h2 id=what-is-soft-actor-critic>What is Soft Actor-Critic</h2><h3 id=actor-critic>Actor-Critic</h3><p>Deepmind first introduced the actor-critic approach in deep learning in a <a href=https://arxiv.org/abs/1602.01783>2016 paper</a>. We can think of this approach as having 2 tasks:</p><ul><li>Choosing actions to take: giving probabilities for each possible action (the policy)</li><li>Evaluating values for each action: the estimated reward from those actions (the Q-values)</li></ul><p>Those tasks will be made by 2 different neural networks or a single network that branches out in 2 heads. The actor is the part that outputs the policy, while the critic outputs the values.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:300px;margin:auto alt="Actor-Critic Diagram" src=https://user-images.githubusercontent.com/19952490/148524970-e5fab55c-7364-4cb9-870c-7f5b8b58cc6f.png><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 1. Actor-Critic struture</div></div></div><p>In most cases, this model was proven to perform very well, better than Deep Q-Learning. The actor is trained to prefer actions associated with the best values from the critic. The critic is trained to correctly estimate rewards (current and future ones) of the actions.</p><p>Both will improve over time though we have to keep in mind that the critic is unlikely to evaluate all possible actions in the environment as it will only see actions from states that the actor is likely to take (the policy).</p><p>This bias of the system toward its policy is important: the algorithm is meant to train <em>on-policy</em>. The duo actor-critic works together: trying to train it with inputs and outputs from another system (humans or even itself in past iterations of its own training) will not work.</p><p>Multiple improvements were made to limit the bias of the actor-critic approach but the necessity to train on-policy remains. This is very limiting as being able to train from any experience can be very valuable for time and data efficiency.</p><h3 id=soft-actor-critic>Soft Actor-Critic</h3><p>Soft Actor-Critic allows an Actor-Critic network to train off-policy. It was introduced in <a href=https://arxiv.org/abs/1801.01290>a paper</a> in 2018 and included multiple additions to improve its parent algorithm. The main difference is the introduction of the entropy of the actor outputs during the training phase.</p><p>The entropy measures the chaos/order of a system (or uncertainty). If a system always acts the same way, the entropy is minimal. Here the actor&rsquo;s entropy is maximum if all possible actions have the same weight (same probability) and minimum if the actor always chose only a single action with 100% confidence.</p><p>During the training phase, the actor is trained to maintain the entropy of its outputs at a specific value.</p><p>The introduction of the entropy changes the goal of the training not only to find the bests output but to keep exploring the other actions. The critic part will be trained on all actions, even if they may occur only in rare cases.</p><p>There are other essential parts, such as having 2 critics and being able to output continuous values, but the entropy is the crucial difference in this algorithm&rsquo;s training and potential.</p><h2 id=adding-choices-to-spiceai-learning-algorithms>Adding choices to Spice.AI learning algorithms</h2><p>As we saw above, the Actor-Critic algorithm is known to outperform Deep Q-Learning in most cases. If we also want to leverage previous data (off-policy training), Soft Actor-Critic is a natural choice. This approach is heavier despite better theoretical results, making it more suitable for complex tasks. For simpler tasks, Deep Q-Learning will still be an appealing option for its speed of training and its capability to quickly convergence to a good solution.</p><p>We can think of Soft Actor-Critic as a complex machine designed to take actions while keeping a variety of possibilities. Sometimes several options seem equally rewarding: a simpler algorithm would take what it evaluates as the best one even though the margin is small and the precision of its evaluation shouldn&rsquo;t be enough. This tendency to quickly convergence to a solution has its benefits and inconveniences.</p><h2 id=implementation-in-the-source-code>Implementation in the source code</h2><p>Adding new algorithms is essential to Spice.ai, so the procedure was designed to be straightforward.</p><p>Looking a the <a href=https://github.com/spiceai/spiceai>source code</a>, the code related to training agents is in the <code>ai/src</code> folder. This part of the code uses the python language as most modern AI libraries are distributed in this language.</p><p>In this folder, every agent is in the <code>algorithms</code> folder, and each has its subfolder. There is an <code>agent_interface</code> file that defines the main class that the different agents should inherit from and a <code>factory</code> script responsible for creating instances of an agent from a given algorithm name.</p><p>Adding a new agent is simple:</p><ul><li>making a new folder in the <code>algorithms</code></li><li>adding a json file describing the <code>algorithm_id</code>, <code>name</code>, and <code>docs_link</code> (see other json as an example) in the folder</li><li>adding a new python file with a class that would inherit from the <code>SpiceAIAgent</code> defined in the <code>agent_interface</code> script</li><li>adding a line in the <code>factory</code> script to instantiate the new implementation when its name is called.</li></ul><p>For the new agent, inheriting from the main <code>SpiceAIAgent</code> class, 5 functions need to be implemented:</p><ul><li><strong>add_experience</strong>: storing inputs and outputs (used during the training)</li><li><strong>act</strong>: returning the action to be taken from a given input</li><li><strong>save</strong>: saving the agent to a given a path</li><li><strong>load</strong>: restoring the agent from a given path</li><li><strong>learn</strong>: train iteration (from the accumulated experiences)</li></ul><h2 id=conclusion>Conclusion</h2><p>Soft Actor-Critic is a fascinating algorithm that performs well in complex environments. We now <a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/>support Soft Actor Critic</a> in Spice.ai, which is another step forward in constantly improving the performance of the AI engine. Additionally, we&rsquo;ll continue improving existing algorithms and adding newer ones over time. We designed the platform for ease of implementation and experimentation so if you&rsquo;d like to try building your own agent, you can get the source code on <a href=https://github.com/spiceai/spiceai>Github</a> and contribute to the platform. Say hi on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, reach out on <a href=https://twitter.com/spice_ai>Twitter</a> or <a href=mailto:hey@spice.ai>email us</a>.</p><p>I hope you enjoy this post and something new.</p><p>Corentin</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ aria-label="Previous - What Data Informs AI-driven Decision Making?" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.6-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v06-alpha>Highlights in v0.6-alpha</a><ul><li><a href=#massive-improvement-in-data-loading-performance-and-dataset-scale>Massive improvement in data loading performance and dataset scale</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.6-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Spice.ai now scales to datasets 10-100 larger enabling new classes of uses cases and applications! 🚀 We&rsquo;ve completely rebuilt Spice.ai&rsquo;s data processing and transport upon Apache Arrow, a high-performance platform that uses an in-memory columnar format. Spice.ai joins other major projects including Apache Spark, pandas, and InfluxDB in being powered by Apache Arrow. This also paves the way for high-performance data connections to the Spice."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v06-alpha>Highlights in v0.6-alpha</a><ul><li><a href=#massive-improvement-in-data-loading-performance-and-dataset-scale>Massive improvement in data loading performance and dataset scale</a></li></ul></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.6-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2022-02-08 class=text-muted>Tuesday, February 08, 2022</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li></ul></div></header><p>Announcing the release of Spice.ai v0.6-alpha! 🏹</p><p>Spice.ai now scales to datasets 10-100 larger enabling new classes of uses cases and applications! 🚀 We&rsquo;ve completely rebuilt Spice.ai&rsquo;s data processing and transport upon <a href=https://arrow.apache.org/>Apache Arrow</a>, a high-performance platform that uses an in-memory columnar format. Spice.ai joins other major projects including Apache Spark, pandas, and InfluxDB in being powered by Apache Arrow. This also paves the way for high-performance data connections to the Spice.ai runtime using Apache Arrow Flight and import/export of data using <a href=https://parquet.apache.org/>Apache Parquet</a>. We&rsquo;re incredibly excited about the potential this architecture has for building intelligent applications on top of a high-performance transport between application data sources the Spice.ai AI engine.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><a href=https://arrow.apache.org/ target=_blank><img style=max-width:350px width=350 src=https://user-images.githubusercontent.com/80174/153089981-cd4fcf9e-53d4-4063-ae96-1354c8c6af6b.png></a></div></div><h2 id=highlights-in-v06-alpha>Highlights in v0.6-alpha</h2><h3 id=massive-improvement-in-data-loading-performance-and-dataset-scale>Massive improvement in data loading performance and dataset scale</h3><p>From <a href=https://github.com/spiceai/data-components-contrib/tree/trunk/dataconnectors>data connectors</a>, to <a href=https://docs.spiceai.org/api/>REST API</a>, to AI engine, we&rsquo;ve now rebuilt Spice.ai&rsquo;s data processing and transport on the Apache Arrow project. Specifically, using the <a href=https://github.com/apache/arrow/tree/master/go>Apache Arrow for Go</a> implementation. Many thanks to <a href=https://github.com/zeroshade>Matt Topol</a> for his contributions to the project and guidance on using it.</p><p>This release includes a change to the Spice.ai runtime to AI Engine transport from sending text CSV over gGPC to Apache Arrow Records over IPC (Unix sockets).</p><p>This is a breaking change to the <a href=https://github.com/spiceai/data-components-contrib/tree/trunk/dataprocessors#contribution-guide>Data Processor interface</a>, as it now uses <code>arrow.Record</code> instead of <code>Observation</code>.</p><h4 id=benchmarking-v06>Benchmarking v0.6</h4><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:600px width=600 src=https://user-images.githubusercontent.com/80174/153138709-f9ac4a33-5553-4a98-bea9-68e47650cba0.png></div></div><p>Before v0.6, Spice.ai would not scale into the 100s of 1000s of rows.</p><div class=table-wide style=display:grid;justify-content:center;margin:50px><table><thead><tr><th>Format</th><th>Row Number</th><th>Data Size</th><th>Process Time</th><th>Load Time</th><th>Transport time</th><th>Memory Usage</th></tr></thead><tbody><tr><td>csv</td><td>2,000</td><td>163.15KiB</td><td>3.0005s</td><td>0.0000s</td><td>0.0100s</td><td>423.754MiB</td></tr><tr><td>csv</td><td>20,000</td><td>1.61MiB</td><td>2.9765s</td><td>0.0000s</td><td>0.0938s</td><td>479.644MiB</td></tr><tr><td>csv</td><td>200,000</td><td>16.31MiB</td><td>0.2778s</td><td>0.0000s</td><td>NA (error)</td><td>0.000MiB</td></tr><tr><td>csv</td><td>2,000,000</td><td>164.97MiB</td><td>0.2573s</td><td>0.0050s</td><td>NA (error)</td><td>0.000MiB</td></tr><tr><td>json</td><td>2,000</td><td>301.79KiB</td><td>3.0261s</td><td>0.0000s</td><td>0.0282s</td><td>422.135MiB</td></tr><tr><td>json</td><td>20,000</td><td>2.97MiB</td><td>2.9020s</td><td>0.0000s</td><td>0.2541s</td><td>459.138MiB</td></tr><tr><td>json</td><td>200,000</td><td>29.85MiB</td><td>0.2782s</td><td>0.0010s</td><td>NA (error)</td><td>0.000MiB</td></tr><tr><td>json</td><td>2,000,000</td><td>300.39MiB</td><td>0.3353s</td><td>0.0080s</td><td>NA (error)</td><td>0.000MiB</td></tr></tbody></table></div><p>After building on Arrow, Spice.ai now easily scales beyond millions of rows.</p><div class=table-wide style=display:grid;justify-content:center;margin:50px><table><thead><tr><th>Format</th><th>Row Number</th><th>Data Size</th><th>Process Time</th><th>Load Time</th><th>Transport time</th><th>Memory Usage</th></tr></thead><tbody><tr><td>csv</td><td>2,000</td><td>163.14KiB</td><td>2.8281s</td><td>0.0000s</td><td>0.0194s</td><td>439.580MiB</td></tr><tr><td>csv</td><td>20,000</td><td>1.61MiB</td><td>2.7297s</td><td>0.0000s</td><td>0.0658s</td><td>461.836MiB</td></tr><tr><td>csv</td><td>200,000</td><td>16.30MiB</td><td>2.8072s</td><td>0.0020s</td><td>0.4830s</td><td>639.763MiB</td></tr><tr><td>csv</td><td>2,000,000</td><td>164.97MiB</td><td>2.8707s</td><td>0.0400s</td><td>4.2680s</td><td>1897.738MiB</td></tr><tr><td>json</td><td>2,000</td><td>301.80KiB</td><td>2.7275s</td><td>0.0000s</td><td>0.0367s</td><td>436.238MiB</td></tr><tr><td>json</td><td>20,000</td><td>2.97MiB</td><td>2.8284s</td><td>0.0000s</td><td>0.2334s</td><td>473.550MiB</td></tr><tr><td>json</td><td>200,000</td><td>29.85MiB</td><td>2.8862s</td><td>0.0100s</td><td>1.7725s</td><td>824.089MiB</td></tr><tr><td>json</td><td>2,000,000</td><td>300.39MiB</td><td>2.7437s</td><td>0.0920s</td><td>16.5743s</td><td>4044.118MiB</td></tr></tbody></table></div><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> Apache Arrow data processing and transport.</li><li><strong>Fixes</strong> <a href=https://docs.spiceai.org/training/monitoring/>TensorBoard logging</a> and monitoring when using GitHub Codespaces and Docker.</li><li><strong>Adds</strong> Polling <a href=https://github.com/spiceai/data-components-contrib/blob/trunk/dataconnectors/http/README.md>HTTP Data Connector</a></li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li><li><a href=https://github.com/spiceai/quickstarts/blob/trunk/README.md>Quickstarts</a> and <a href=https://github.com/spiceai/samples/blob/trunk/README.md>Samples</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved. We will also be starting a community call series soon!</p><ul><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2022/01/12/adding-soft-actor-critic/ aria-label="Previous - Adding Soft Actor-Critic" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.6.1-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 Building upon the Apache Arrow support in v0.6-alpha, Spice.ai now includes new Apache Arrow data processor and Apache Arrow Flight data connector components! Together, these create a high-performance bulk-data transport directly into the Spice.ai ML engine. Coupled with big data systems from the Apache Arrow ecosystem like Hive, Drill, Spark, Snowflake, and BigQuery, it&amp;rsquo;s now easier than ever to combine big data with Spice."><meta property="og:title" content="Announcing the release of Spice.ai v0.6.1-alpha"><meta property="og:description" content="Announcing the release of Spice.ai v0.6.1-alpha! 🌶
 Building upon the Apache Arrow support in v0.6-alpha, Spice.ai now includes new Apache Arrow data processor and Apache Arrow Flight data connector components! Together, these create a high-performance bulk-data transport directly into the Spice.ai ML engine. Coupled with big data systems from the Apache Arrow ecosystem like Hive, Drill, Spark, Snowflake, and BigQuery, it&rsquo;s now easier than ever to combine big data with Spice."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2022-04-21T00:00:00+00:00"><meta property="article:modified_time" content="2024-05-14T08:45:49-07:00"><meta itemprop=name content="Announcing the release of Spice.ai v0.6.1-alpha"><meta itemprop=description content="Announcing the release of Spice.ai v0.6.1-alpha! 🌶
 Building upon the Apache Arrow support in v0.6-alpha, Spice.ai now includes new Apache Arrow data processor and Apache Arrow Flight data connector components! Together, these create a high-performance bulk-data transport directly into the Spice.ai ML engine. Coupled with big data systems from the Apache Arrow ecosystem like Hive, Drill, Spark, Snowflake, and BigQuery, it&rsquo;s now easier than ever to combine big data with Spice."><meta itemprop=datePublished content="2022-04-21T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="248"><meta itemprop=keywords content="arrow,performance,data connectors,data processors,spice.xyz,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.6.1-alpha"><meta name=twitter:description content="Announcing the release of Spice.ai v0.6.1-alpha! 🌶
-Building upon the Apache Arrow support in v0.6-alpha, Spice.ai now includes new Apache Arrow data processor and Apache Arrow Flight data connector components! Together, these create a high-performance bulk-data transport directly into the Spice.ai ML engine. Coupled with big data systems from the Apache Arrow ecosystem like Hive, Drill, Spark, Snowflake, and BigQuery, it&rsquo;s now easier than ever to combine big data with Spice."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a 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tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#new-in-this-release>New in this release</a><ul><li><a href=#dependency-updates>Dependency updates</a></li></ul></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.6.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Building upon the Apache Arrow support in v0.6-alpha, Spice.ai now includes new Apache Arrow data processor and Apache Arrow Flight data connector components! Together, these create a high-performance bulk-data transport directly into the Spice.ai ML engine. Coupled with big data systems from the Apache Arrow ecosystem like Hive, Drill, Spark, Snowflake, and BigQuery, it&rsquo;s now easier than ever to combine big data with Spice."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#new-in-this-release>New in this release</a><ul><li><a href=#dependency-updates>Dependency updates</a></li></ul></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.6.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2022-04-21 class=text-muted>Thursday, April 21, 2022</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span></a></li></ul></div></header><p>Announcing the release of Spice.ai v0.6.1-alpha! 🌶</p><p>Building upon the <a href=https://blog.spiceai.org/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/>Apache Arrow support in v0.6-alpha</a>, Spice.ai now includes new <a href=https://github.com/spiceai/data-components-contrib/tree/trunk/dataprocessors/arrow#readme>Apache Arrow data processor</a> and <a href=https://github.com/spiceai/data-components-contrib/tree/trunk/dataconnectors/flight#readme>Apache Arrow Flight data connector</a> components! Together, these create a high-performance bulk-data transport directly into the Spice.ai ML engine. Coupled with big data systems from the <a href=https://arrow.apache.org/>Apache Arrow</a> ecosystem like Hive, Drill, Spark, Snowflake, and BigQuery, it&rsquo;s now easier than ever to combine big data with Spice.ai.</p><p>And we&rsquo;re also excited to announce the release of <a href=https://spice.xyz>Spice.xyz</a>! 🎉</p><p><a href=https://spice.xyz>Spice.xyz</a> is data and AI infrastructure for web3. It’s web3 data made easy. Insanely fast and purpose designed for applications and ML.</p><p>Spice.xyz delivers data in <a href=https://arrow.apache.org/>Apache Arrow</a> format, over high-performance <a href=https://arrow.apache.org/blog/2019/10/13/introducing-arrow-flight/>Apache Arrow Flight APIs</a> to your application, notebook, ML pipeline, and of course through these new data components, to the Spice.ai runtime.</p><p>Read the announcement post at <a href=https://medium.com/spice-ai/announcing-spice-xyz-94323159cd2b>blog.spice.ai</a>.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:flex;flex-direction:column><img style=max-width:400px width=400 src=https://miro.medium.com/max/1400/1*-SXXeycmH0haRsG3Wv3u6w.png></div></div><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> <a href=https://github.com/spiceai/data-components-contrib/tree/trunk/dataprocessors/arrow#readme>Apache Arrow Data Processor</a></li><li><strong>Adds</strong> <a href=https://github.com/spiceai/data-components-contrib/tree/trunk/dataconnectors/flight#readme>Apache Arrow Flight Data Connector</a></li></ul><p>Now built with <a href=https://go.dev/blog/go1.18>Go 1.18</a>.</p><h3 id=dependency-updates>Dependency updates</h3><ul><li><strong>Updates</strong> to React 18</li><li><strong>Updates</strong> to CRA 5</li><li><strong>Updates</strong> to Glide DataGrid 4</li><li><strong>Updates</strong> to SWR 1.2</li><li><strong>Updates</strong> to TypeScript 4.6</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li><li><a href=https://github.com/spiceai/quickstarts/blob/trunk/README.md>Quickstarts</a> and <a href=https://github.com/spiceai/samples/blob/trunk/README.md>Samples</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved. We will also be starting a community call series soon!</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.6-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ aria-label="Next - Building on Apache Arrow and Flight" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 In Spice.ai OSS v0.6.1 we announced a new big data system integration… our own, Spice."><meta property="og:title" content="Building on Apache Arrow and Flight"><meta property="og:description" content="In February, we announced Spice.ai OSS v0.6 with its data processing and transport completely rebuilt upon Apache Flight. This enables Spice.ai OSS to scale to datasets 10-100 times larger and brings Spice.ai into the Apache Arrow ecosystem paving the way for integrations with many popular projects, like Apache Parquet, pandas and big data systems like Hive, Drill, Spark, Snowflake, BigQuery, and many more.
 In Spice.ai OSS v0.6.1 we announced a new big data system integration… our own, Spice."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2022/05/10/building-on-apache-arrow-and-flight/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2022-05-10T00:00:00+00:00"><meta property="article:modified_time" content="2022-05-10T18:08:44+09:00"><meta itemprop=name content="Building on Apache Arrow and Flight"><meta itemprop=description content="In February, we announced Spice.ai OSS v0.6 with its data processing and transport completely rebuilt upon Apache Flight. This enables Spice.ai OSS to scale to datasets 10-100 times larger and brings Spice.ai into the Apache Arrow ecosystem paving the way for integrations with many popular projects, like Apache Parquet, pandas and big data systems like Hive, Drill, Spark, Snowflake, BigQuery, and many more.
 In Spice.ai OSS v0.6.1 we announced a new big data system integration… our own, Spice."><meta itemprop=datePublished content="2022-05-10T00:00:00+00:00"><meta itemprop=dateModified content="2022-05-10T18:08:44+09:00"><meta itemprop=wordCount content="768"><meta itemprop=keywords content="agile ml arrow flight SQL,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Building on Apache Arrow and Flight"><meta name=twitter:description content="In February, we announced Spice.ai OSS v0.6 with its data processing and transport completely rebuilt upon Apache Flight. This enables Spice.ai OSS to scale to datasets 10-100 times larger and brings Spice.ai into the Apache Arrow ecosystem paving the way for integrations with many popular projects, like Apache Parquet, pandas and big data systems like Hive, Drill, Spark, Snowflake, BigQuery, and many more.
-In Spice.ai OSS v0.6.1 we announced a new big data system integration… our own, Spice."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span class=td-sidebar-nav-active-item>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#integration-with-spicexyz>Integration with Spice.xyz</a></li><li><a href=#apache-arrow-and-flight-core>Apache Arrow and Flight Core</a></li><li><a href=#exciting-new-use-cases>Exciting New Use Cases</a></li><li><a href=#whats-next>What&rsquo;s Next</a></li><li><a href=#learn-more-and-contribute>Learn More and Contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Building on Apache Arrow and Flight</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
+In Spice.ai OSS v0.6.1 we announced a new big data system integration… our own, Spice."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span class=td-sidebar-nav-active-item>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#integration-with-spicexyz>Integration with Spice.xyz</a></li><li><a href=#apache-arrow-and-flight-core>Apache Arrow and Flight Core</a></li><li><a href=#exciting-new-use-cases>Exciting New Use Cases</a></li><li><a href=#whats-next>What&rsquo;s Next</a></li><li><a href=#learn-more-and-contribute>Learn More and Contribute</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Building on Apache Arrow and Flight</h1><div class="td-byline mb-4">By <b>Luke Kim (<a href=https://twitter.com/0xLukeKim>@0xLukeKim</a>)</b> |
 <time datetime=2022-05-10 class=text-muted>Tuesday, May 10, 2022</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span></a></li></ul></div></header><p>In February, we announced <a href=https://blog.spiceai.org/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/>Spice.ai OSS v0.6</a> with its data processing and transport completely rebuilt upon Apache <a href=https://arrow.apache.org/blog/2019/10/13/introducing-arrow-flight/>Flight</a>. This enables <a href=https://spiceai.org>Spice.ai OSS</a> to scale to datasets 10-100 times larger and brings Spice.ai into the <a href=https://arrow.apache.org/>Apache Arrow ecosystem</a> paving the way for integrations with many <a href=https://arrow.apache.org/powered_by/>popular projects</a>, like <a href=https://parquet.apache.org/>Apache Parquet</a>, <a href=https://pandas.pydata.org/>pandas</a> and big data systems like Hive, Drill, Spark, Snowflake, BigQuery, and many more.</p><p>In <a href=https://blog.spiceai.org/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/>Spice.ai OSS v0.6.1</a> we announced a new big data system integration… our own, <a href=https://spice.xyz>Spice.xyz</a>!</p><div style=display:flex;justify-content:center;padding:10px><div style=display:flex;flex-direction:column;text-align:center><img style=max-width:600px;margin:auto src=https://user-images.githubusercontent.com/80174/167584679-115c26ff-74ea-48b7-9c26-4bd4feae2afa.jpg><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 1. Spice.xyz - Data and AI infrastructure for web3</div></div></div><h3 id=integration-with-spicexyz>Integration with Spice.xyz</h3><p><a href=https://spice.xyz>Spice.xyz</a> is data and AI infrastructure for web3.</p><p>It’s web3 data made easy. Insanely fast and purpose designed for applications and ML.</p><p>Spice.xyz delivers data in <a href=https://arrow.apache.org/>Apache Arrow</a> format, over high-performance <a href=https://arrow.apache.org/blog/2019/10/13/introducing-arrow-flight/>Apache Arrow Flight APIs</a> to your application, notebook, ML pipeline, and of course, to the Spice.ai runtime.</p><p>With <a href=https://blog.spiceai.org/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/>Spice.ai OSS v0.6.1</a>, a new <a href=https://https://github.com/spiceai/data-components-contrib/tree/trunk/dataconnectors/arrow-flight>Apache Arrow Flight data connector</a> was made available, creating a high-performance bulk-data transport directly into the Spice.ai ML engine. Coupled with Spice.xyz, developers can quickly and easily build web3 data-driven applications that learn and adapt using Spice.ai.</p><p>To read the announcement post for <a href=https://spice.xyz>Spice.xyz</a>, visit <a href=https://medium.com/spice-ai/announcing-spice-xyz-94323159cd2b>blog.spice.xyz</a>.</p><h3 id=apache-arrow-and-flight-core>Apache Arrow and Flight Core</h3><p><a href=https://arrow.apache.org/>Apache Arrow</a> is a specification for an in-memory columnar data format that’s very efficient for analytics operations. Arrow’s zero-copy read semantics coupled with the <a href=https://arrow.apache.org/blog/2019/10/13/introducing-arrow-flight/>Flight</a> client-server framework mean extremely fast and efficient data transport and access without serialization overhead. This enables high-performance bulk-data scenarios, critical for data-driven applications and ML. These properties enable an open-architecture based on Apache Arrow, Flight, and Parquet.</p><p>Paul Dix, CTO of InfluxData wrote a fantastic post on the <a href=https://www.influxdata.com/blog/apache-arrow-parquet-flight-and-their-ecosystem-are-a-game-changer-for-olap/>Arrow ecosystem</a> and why the <a href=https://www.influxdata.com/blog/announcing-influxdb-iox/>future core of InfluxDB is built with Arrow</a>. Sam Crowder also wrote <a href="https://cloudconstructed.substack.com/p/a-recent-history-of-batch-data?s=r">A (Recent) History of Batch Data</a> showing how Arrow is a cornerstone of modern data architecture.</p><p>Joining projects like InfluxDB, the core of both <a href=https://spiceai.org>Spice.ai OSS</a> and <a href=https://spice.xyz>Spice.xyz</a> are built with a foundation of Arrow and Flight. This means they benefit from the same high-performance data operations, they work great with each other and other projects in the ecosystem.</p><h3 id=exciting-new-use-cases>Exciting New Use Cases</h3><p>Betting on Arrow in Spice.ai enables exciting new applications because <a href=https://blog.spiceai.org/posts/2021/12/05/ai-needs-ai-ready-data/>AI needs AI-ready data</a>.</p><p>Previously it was difficult to efficiently get bulk data from a provider like Spice.xyz to the Spice.ai engine, but now it&rsquo;s just a matter of configuring the connection through <a href=https://github.com/spiceai/data-components-contrib/blob/trunk/dataconnectors/flight/README.md>a few lines of YAML</a>.</p><p>Imagine creating an application to trade NFTs. With Spice.xyz, developers can query Ethereum for data relating to NFT trading activity. That data is then delivered with the high-performance Arrow format to the Spice.ai runtime. The application’s Spicepod could learn how to value NFTs based upon it’s trading history and the communities it’s owners have been engaged in. And this could be all done in real-time, something not feasible before.</p><p>In addition, using the Arrow Flight connector, other exciting applications are enabled across a ton of domains, like IoT, financial applications, security monitoring, and many more.</p><h3 id=whats-next>What&rsquo;s Next</h3><p>To get somewhere you need a goal or destination, a vehicle to get there, and fuel for that vehicle.</p><p>When it comes to intelligent, AI-driven applications, <a href=https://spice.xyz>Spice.xyz</a> now provides the Spice.ai vehicle with a massive pipeline of web3 data fuel.</p><p>The next step is to make it easier for developers to define the destination for the vehicle. Upcoming on the <a href=https://github.com/spiceai/spiceai/blob/trunk/docs/ROADMAP.md>Spice.ai OSS roadmap</a> is the ability for developers to define goals for how the decision-engine should learn. Like learning to maximize measurement “A” or optimizing to a target of “B”.</p><p>For example, in web3, this might be to build a client that can learn and adapt to optimize Ethereum Gas Fee prices for token swaps. The goal would be to minimize the gas fee, a problem we experienced first-hand when we built <a href=https://defly.ai>defly.ai</a>. Today you have to encode that goal into your <a href=https://docs.spiceai.org/concepts/rewards/>reward function</a>, but our plan is to help do that for you, and all you have to do is tell us the end goal.</p><p>Goal-oriented learning applies to many domains, whether it be minimizing fees in crypto or maximizing engagement on a social platform. And personally, we’re excited about the eventual ability to apply Spice.ai and just say “minimize my taxes” :-)</p><h3 id=learn-more-and-contribute>Learn More and Contribute</h3><p>Even for advanced developers, building intelligent apps that leverage AI is still way too hard. Our mission is to make this as easy as creating a modern web page. If that vision resonates with you, join us!</p><p>If you’d like to get involved, we’d love to talk. Try out <a href=http://Spice.ai>Spice.ai OSS</a>, <a href=https://spice.xyz>Spice.xyz</a>, <a href="mailto:hey@spiceai.io?subject=hey">email us “hey,”</a> get in touch on <a href=https://discord.gg/kZnTfneP5u>Discord</a>, or reach out on <a href=https://twitter.com/spiceaihq>Twitter</a>.</p><p>Luke</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.6.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.7-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 Highlights in v0.7-alpha DataFusion SQL Query Engine: Spice v0."><meta itemprop=datePublished content="2024-02-23T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="247"><meta itemprop=keywords content="arrow,rust,datafusion,duckdb,otel,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.7-alpha"><meta name=twitter:description content="Announcing the release of Spice v0.7-alpha! 🏹
 Spice v0.7-alpha is an all new implementation of Spice written in Rust. The Spice v0.7 runtime provides developers with a unified SQL query interface to locally accelerate and query data tables sourced from any database, data warehouse, or data lake.
 Learn more and get started in minutes with the updated Quickstart in the repository README!
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class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v07-alpha>Highlights in v0.7-alpha</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.7-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Highlights in v0.7-alpha DataFusion SQL Query Engine: Spice v0."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v07-alpha>Highlights in v0.7-alpha</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.7-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-02-23 class=text-muted>Friday, February 23, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span></a></li></ul></div></header><p>Announcing the release of Spice v0.7-alpha! 🏹</p><p>Spice v0.7-alpha is an all new implementation of Spice written in Rust. The Spice v0.7 runtime provides developers with a unified SQL query interface to locally accelerate and query data tables sourced from any database, data warehouse, or data lake.</p><p>Learn more and get started in minutes with the updated Quickstart in the repository <a href=https://github.com/spiceai/spiceai/blob/trunk/README.md>README</a>!</p><h2 id=highlights-in-v07-alpha>Highlights in v0.7-alpha</h2><p><a href=https://github.com/apache/arrow-datafusion>DataFusion SQL Query Engine</a>: Spice v0.7 leverages the Apache DataFusion query engine to provide very fast, high quality SQL query across one or more local or remote data sources.</p><p>Data tables can be locally accelerated using Apache Arrow in-memory or by <a href=https://duckdb.org/>DuckDB</a>.</p><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> runtime rewritten in Rust for high-performance.</li><li><strong>Adds</strong> Apache DataFusion SQL query engine.</li><li><strong>Adds</strong> The Spice.ai platform as a data source.</li><li><strong>Adds</strong> Dremio as a data source.</li><li><strong>Adds</strong> OpenTelemetry (OTEL) collector.</li><li><strong>Adds</strong> local data table acceleration.</li><li><strong>Adds</strong> DuckDB file or in-memory as a data table acceleration engine.</li><li><strong>Adds</strong> In-memory Apache Arrow as a data table acceleration engine.</li><li><strong>Removes</strong> the built-in AI training engine; now cloud-based and provided by the Spice.ai platform.</li><li><strong>Removes</strong> the built-in dashboard and web-interface; now cloud-based and provided by the Spice.ai platform.</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ aria-label="Previous - Building on Apache Arrow and Flight" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.8-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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diff --git a/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/index.html b/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/index.html
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@@ -15,7 +15,7 @@
 This is a minor release that builds on the new Rust-based runtime, adding stability and a preview of new features for the first major release.
 Highlights in v0.8-alpha Secrets management: Spice 0.8 runtime can now configure and retrieve secrets from local environment variables and in a Kubernetes cluster.
 Data tables can be locally accelerated using PostgreSQL
-New in this release Adds Secrets management in local environment variables and Kubernetes clusters."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank 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class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v08-alpha>Highlights in v0.8-alpha</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.8-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+New in this release Adds Secrets management in local environment variables and Kubernetes clusters."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v08-alpha>Highlights in v0.8-alpha</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.8-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-03-08 class=text-muted>Friday, March 08, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span></a></li></ul></div></header><p>Announcing the release of Spice v0.8-alpha! 🏹</p><p>This is a minor release that builds on the new Rust-based runtime, adding stability and a preview of new features for the first major release.</p><h2 id=highlights-in-v08-alpha>Highlights in v0.8-alpha</h2><p>Secrets management: Spice 0.8 runtime can now configure and retrieve secrets from local environment variables and in a Kubernetes cluster.</p><p>Data tables can be locally accelerated using <a href=https://www.postgresql.org/>PostgreSQL</a></p><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> Secrets management in local environment variables and Kubernetes clusters.</li><li><strong>Adds</strong> (Preview) PostgreSQL as a data table acceleration engine.</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.7-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.9-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 The v0.9 release adds several data connectors including the Spice data connector for the ability to connect to other Spice instances. Improved observability for the Spice runtime has been added with the new /metrics endpoint for monitoring deployed instances.
 Highlights in v0.9-alpha Arrow Flight SQL endpoint: The Arrow Flight endpoint now supports Flight SQL, including JDBC, ODBC, and ADBC enabling database clients like DBeaver or BI applications like Tableau to connect to and query the Spice runtime."><meta itemprop=datePublished content="2024-03-15T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="338"><meta itemprop=keywords content="secrets,postgresql,flight-sql,datalake,observability,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.9-alpha"><meta name=twitter:description content="Announcing the release of Spice v0.9-alpha! 🧙‍♂️
 The v0.9 release adds several data connectors including the Spice data connector for the ability to connect to other Spice instances. Improved observability for the Spice runtime has been added with the new /metrics endpoint for monitoring deployed instances.
-Highlights in v0.9-alpha Arrow Flight SQL endpoint: The Arrow Flight endpoint now supports Flight SQL, including JDBC, ODBC, and ADBC enabling database clients like DBeaver or BI applications like Tableau to connect to and query the Spice runtime."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll 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blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a 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the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 active 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id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v09-alpha>Highlights in v0.9-alpha</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.9-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Highlights in v0.9-alpha Arrow Flight SQL endpoint: The Arrow Flight endpoint now supports Flight SQL, including JDBC, ODBC, and ADBC enabling database clients like DBeaver or BI applications like Tableau to connect to and query the Spice runtime."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v09-alpha>Highlights in v0.9-alpha</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.9-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-03-15 class=text-muted>Friday, March 15, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span></a></li></ul></div></header><p>Announcing the release of Spice v0.9-alpha! 🧙‍♂️</p><p>The v0.9 release adds several data connectors including the Spice data connector for the ability to connect to other Spice instances. Improved observability for the Spice runtime has been added with the new <code>/metrics</code> endpoint for monitoring deployed instances.</p><h2 id=highlights-in-v09-alpha>Highlights in v0.9-alpha</h2><p><strong>Arrow Flight SQL endpoint</strong>: The Arrow Flight endpoint now supports Flight SQL, including JDBC, ODBC, and ADBC enabling database clients like DBeaver or BI applications like Tableau to connect to and query the Spice runtime.</p><p><strong>Spice.ai data connector</strong>: Use other Spice runtime instances as data connectors for federated SQL query across Spice deployments and for chaining Spice runtimes.</p><p><strong>Keyring secret store</strong>: Use the operating system native credential store, like macOS keychain for storing secrets used by the Spice runtime.</p><p><strong>PostgreSQL data connector</strong>: <a href=https://www.postgresql.org/>PostgreSQL</a> can now be used as both a data store for acceleration and as a connector for federated SQL query.</p><p><strong>Databricks data connector</strong>: <a href=https://www.databricks.com>Databricks</a> as a connector for federated SQL query across Delta Lake tables.</p><p><strong>S3 data connector</strong>: <a href=https://aws.amazon.com/s3/>S3</a> as a connector for federated SQL query across Parquet files stored in S3.</p><p><strong>Metrics endpoint</strong>: Added new <code>/metrics</code> endpoint for Spice runtime observability and monitoring with the following metrics:</p><pre tabindex=0><code>- spiced_runtime_http_server_start counter
 - spiced_runtime_flight_server_start counter
 - datasets_count gauge
diff --git a/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/index.html b/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/index.html
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 The v0.9.1 release focused on stability, bug fixes, and usability by adding spice CLI commands for listing Spicepods (spice pods), Models (spice models), Datasets (spice datasets), and improved status (spice status) details. In addition, the Arrow Flight SQL (flightsql) data connector and SQLite (sqlite) data store were added.
 Highlights in v0.9.1-alpha FlightSQL data connector: Arrow Flight SQL can now be used as a connector for federated SQL query."><meta itemprop=datePublished content="2024-03-25T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="261"><meta itemprop=keywords content="sqlite,flight-sql,datalake,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.9.1-alpha"><meta name=twitter:description content="Announcing the release of Spice v0.9.1-alpha! 🧙‍♂️
 The v0.9.1 release focused on stability, bug fixes, and usability by adding spice CLI commands for listing Spicepods (spice pods), Models (spice models), Datasets (spice datasets), and improved status (spice status) details. In addition, the Arrow Flight SQL (flightsql) data connector and SQLite (sqlite) data store were added.
-Highlights in v0.9.1-alpha FlightSQL data connector: Arrow Flight SQL can now be used as a connector for federated SQL query."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v091-alpha>Highlights in v0.9.1-alpha</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.9.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Highlights in v0.9.1-alpha FlightSQL data connector: Arrow Flight SQL can now be used as a connector for federated SQL query."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v091-alpha>Highlights in v0.9.1-alpha</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.9.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-03-25 class=text-muted>Monday, March 25, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li></ul></div></header><p>Announcing the release of Spice v0.9.1-alpha! 🧙‍♂️</p><p>The v0.9.1 release focused on stability, bug fixes, and usability by adding <code>spice</code> CLI commands for listing Spicepods (<code>spice pods</code>), Models (<code>spice models</code>), Datasets (<code>spice datasets</code>), and improved status (<code>spice status</code>) details. In addition, the Arrow Flight SQL (<code>flightsql</code>) data connector and SQLite (<code>sqlite</code>) data store were added.</p><h2 id=highlights-in-v091-alpha>Highlights in v0.9.1-alpha</h2><p><strong>FlightSQL data connector</strong>: <a href=https://arrow.apache.org/docs/format/FlightSql.html>Arrow Flight SQL</a> can now be used as a connector for federated SQL query.</p><p><strong>SQLite data backend</strong>: <a href=https://www.sqlite.org/>SQLite</a> can now be used as a data store for acceleration.</p><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@mitchdevenport</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> FlightSQL data connector (<code>flightsql</code>).</li><li><strong>Adds</strong> SQLite data store, supports both in-memory and file based (<code>sqlite</code>).</li><li><strong>Adds</strong> support for date, varchar, bpchar, and primitive list types for the PostgreSQL data connector and data store.</li><li><strong>Adds</strong> <code>spice pods</code>, <code>spice status</code>, <code>spice datasets</code>, and <code>spice models</code> CLI commands.</li><li><strong>Adds</strong> <code>GET /v1/spicepods</code> API for listing loaded Spicepods.</li><li><strong>Adds</strong> <code>spiced</code> Docker CI build and release.</li><li><strong>Adds</strong> E2E tests for release installation and local acceleration.</li><li><strong>Adds</strong> E2E tests and instructions to run basic TPC-H benchmark tests.</li><li><strong>Adds</strong> <code>linux/arm64</code> binary build.</li><li><strong>Fixes</strong> <code>spice sql</code> REPL panics when query result is too large. (<a href=https://github.com/spiceai/spiceai/pull/875>https://github.com/spiceai/spiceai/pull/875</a>)</li><li><strong>Fixes</strong> <code>--access-secret</code> in <code>spice s3 login</code>. (<a href=https://github.com/spiceai/spiceai/pull/894>https://github.com/spiceai/spiceai/pull/894</a>)</li><li><strong>Fixes</strong> version check upgrade logic.</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.9-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.10-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 Highlights in v0.10-alpha Public Bucket Support for S3 Data Connector: The S3 Data Connector now supports public buckets in addition to buckets requiring an access id and key.
 JDBC-Client Connectivity: Improved connectivity for JDBC clients, like Tableau.
 User Experience Improvements:
-Friendlier error messages across the board to make debugging and development better."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank 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class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v010-alpha>Highlights in v0.10-alpha</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.10-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Friendlier error messages across the board to make debugging and development better."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v010-alpha>Highlights in v0.10-alpha</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.10-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-03-27 class=text-muted>Wednesday, March 27, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span></a></li></ul></div></header><p>Announcing the release of Spice v0.10-alpha! 🧙‍♂️</p><p>The Spice.ai v0.10-alpha release focused on additions and updates to improve stability, usability, and the overall Spice developer experience.</p><h2 id=highlights-in-v010-alpha>Highlights in v0.10-alpha</h2><p><strong>Public Bucket Support for S3 Data Connector</strong>: The S3 Data Connector now supports public buckets in addition to buckets requiring an access id and key.</p><p><strong>JDBC-Client Connectivity</strong>: Improved connectivity for JDBC clients, like Tableau.</p><p><strong>User Experience Improvements</strong>:</p><ul><li>Friendlier error messages across the board to make debugging and development better.</li><li>Added a <code>spice login postgres</code> command, streamlining the process for connecting to PostgreSQL databases.</li><li>Added PostgreSQL connection verification and connection string support, enhancing usability for PostgreSQL users.</li></ul><p><strong>Grafana Dashboard</strong>: Improving the ability to monitor Spice deployments, a standard Grafana dashboard is now available.</p><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@mitchdevenport</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Fixes</strong> Gracefully handle Arrow Flight DoExchange connection resets</li><li><strong>Adds</strong> Grafana Dashboard</li><li><strong>Adds</strong> Flight SQL CommandGetTableTypes Command support (improves JDBC-client connectivity)</li><li><strong>Adds</strong> Friendlier error messages</li><li><strong>Adds</strong> <code>spice login postgres</code> command</li><li><strong>Adds</strong> PostgreSQL connection verification</li><li><strong>Adds</strong> PostgreSQL connection string support</li><li><strong>Adds</strong> Linux aarch64 build</li><li><strong>Updates</strong> Improves <code>spice status</code> with dataset metrics</li><li><strong>Updates</strong> CLI REPL improved <code>show tables</code> output</li><li><strong>Updates</strong> CLI REPL limit output to 500 rows</li><li><strong>Updates</strong> Improved README.md with architecture diagram updates</li><li><strong>Updates</strong> Improved CI run time.</li><li><strong>Updates</strong> Use macOS hosted Actions runner</li></ul><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.9.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ aria-label="Next - Adding Spice - The Next Generation of Spice.ai OSS" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 In September, 2021, we introduced Spice.ai OSS as a runtime for building AI-driven applications using time-series data.
 We quickly ran into a big problems in making these applications work&mldr; data, the fuel for intelligent software, was painfully difficult to access, operationalize, and use, not only in machine learning, but also in web frontends, backend applications, dashboards, data pipelines, and notebooks."><meta itemprop=datePublished content="2024-03-28T00:00:00+00:00"><meta itemprop=dateModified content="2024-03-29T12:18:25+09:00"><meta itemprop=wordCount content="610"><meta itemprop=keywords content="spiceai,data,infra,oss,rust,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Adding Spice - The Next Generation of Spice.ai OSS"><meta name=twitter:description content="TL;DR: We&rsquo;ve rebuilt Spice.ai OSS from the ground up in Rust, as a unified SQL query interface and portable runtime to locally materialize, accelerate, and query datasets sourced from any database, data warehouse or data lake. Learn more at github.com/spiceai/spiceai.
 In September, 2021, we introduced Spice.ai OSS as a runtime for building AI-driven applications using time-series data.
-We quickly ran into a big problems in making these applications work&mldr; data, the fuel for intelligent software, was painfully difficult to access, operationalize, and use, not only in machine learning, but also in web frontends, backend applications, dashboards, data pipelines, and notebooks."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span class=td-sidebar-nav-active-item>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" 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release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#before-spice>Before Spice</a></li><li><a href=#with-spice>With Spice</a></li><li><a href=#use-cases>Use-Cases</a></li><li><a href=#community-built>Community Built</a></li><li><a href=#getting-started>Getting Started</a></li><li><a href=#conclusion>Conclusion</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Adding Spice - The Next Generation of Spice.ai OSS</h1><div class="td-byline mb-4">By <b>Phillip LeBlanc (<a href=https://x.com/leblancphill>@leblancphill</a>)</b> |
+We quickly ran into a big problems in making these applications work&mldr; data, the fuel for intelligent software, was painfully difficult to access, operationalize, and use, not only in machine learning, but also in web frontends, backend applications, dashboards, data pipelines, and notebooks."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span class=td-sidebar-nav-active-item>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#before-spice>Before Spice</a></li><li><a href=#with-spice>With Spice</a></li><li><a href=#use-cases>Use-Cases</a></li><li><a href=#community-built>Community Built</a></li><li><a href=#getting-started>Getting Started</a></li><li><a href=#conclusion>Conclusion</a></li></ul></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Adding Spice - The Next Generation of Spice.ai OSS</h1><div class="td-byline mb-4">By <b>Phillip LeBlanc (<a href=https://x.com/leblancphill>@leblancphill</a>)</b> |
 <time datetime=2024-03-28 class=text-muted>Thursday, March 28, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span></a></li></ul></div></header><p><strong>TL;DR:</strong> We&rsquo;ve rebuilt <a href=https://github.com/spiceai/spiceai>Spice.ai OSS</a> from the ground up in Rust, as a unified SQL query interface and portable runtime to locally materialize, accelerate, and query datasets sourced from any database, data warehouse or data lake. Learn more at <a href=https://github.com/spiceai/spiceai>github.com/spiceai/spiceai</a>.</p><p>In September, 2021, we <a href=https://blog.spiceai.org/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/>introduced</a> Spice.ai OSS as a runtime for building AI-driven applications using time-series data.</p><p>We quickly ran into a big problems in making these applications work&mldr; data, the fuel for intelligent software, was painfully difficult to access, operationalize, and use, not only in machine learning, but also in web frontends, backend applications, dashboards, data pipelines, and notebooks. And we had to make hard tradeoffs between cost and query performance.</p><p>We felt this pain every day building 100TB+ scale data and AI systems for the <a href=https://spice.ai/>Spice.ai Cloud Platform</a>. So we took our learnings and infused them back into Spice.ai OSS with the capabilities we wished we had.</p><p>We rebuilt Spice.ai OSS from the ground up in Rust, as a unified SQL query interface and portable runtime to locally materialize, accelerate, and query data tables sourced from any database, data warehouse or data lake.</p><div style=display:flex;justify-content:center;padding:5px><div style=display:grid><img style=max-width:900px;margin:auto alt=OGP src=https://github.com/spiceai/spiceai/assets/80174/f71f227d-d7cd-418c-85b9-5c663a728491><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 1. Spice.ai OSS</div></div></div><p>Spice is a fast, lightweight (&lt; 150Mb), single-binary, designed to be deployed alongside your application, dashboard, and within your data or machine learning pipelines. Spice federates SQL query across databases (MySQL, PostgreSQL, etc.), data warehouses (Snowflake, BigQuery, etc.) and data lakes (S3, MinIO, Databricks, etc.) so you can easily use and combine data wherever it lives. Datasets, declaratively defined, can be materialized and accelerated using your engine of choice, including DuckDB, SQLite, PostgreSQL, and in-memory Apache Arrow records, for ultra-fast, low-latency query. Accelerated engines run in your infrastructure giving you flexibility and control over price and performance.</p><h3 id=before-spice>Before Spice</h3><div style=display:flex;justify-content:center;padding:5px><div style=display:grid><img style=max-width:750px;margin:auto alt="Before Spice" src=https://github.com/spiceai/spiceai/assets/80174/0550d682-cf3b-4b1b-a3bd-d8b3ad7d8caf><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 2. Before Spice, applications submit many queries to external data sources.</div></div></div><h3 id=with-spice>With Spice</h3><div style=display:flex;justify-content:center;padding:5px><div style=display:grid><img style=max-width:900px;margin:auto alt="After Spice" src=https://github.com/spiceai/spiceai/assets/80174/b57514fe-d53d-42de-b8f0-97ae313c5708><div style=font-size:.8rem;font-style:italic;text-align:center>Figure 3. With Spice, data is materialized and accelerated locally for fast, low-latency query.</div></div></div><h3 id=use-cases>Use-Cases</h3><p>The next-generation of Spice.ai OSS enables:</p><p><strong>Better applications.</strong> Accelerate and co-locate data with frontend and backend applications, for high concurrent queries, serving more users with faster page loads and data updates. <a href=https://github.com/spiceai/samples/tree/trunk/acceleration#local-materialization-and-acceleration-cqrs-sample>Try the CQRS sample app</a>.</p><p><strong>Snappy dashboards, analytics, and BI.</strong> Faster, more responsive dashboards without massive compute costs. Spice supports Arrow Flight SQL (JDBC/ODBC/ADBC) for connectivity with Tableau, Looker, PowerBI, and more. <a href=https://github.com/spiceai/samples/blob/trunk/sales-bi/README.md>Watch the Apache Superset with Spice demo.</a></p><p><strong>Faster data pipelines, machine learning training and inference.</strong> Co-locate datasets with pipelines where the data is needed to minimize data-movement and improve query performance. <a href=https://github.com/spiceai/demos/tree/trunk/smart-demo#spiceai-smart-demo>Predict hard drive failure with the SMART data demo.</a></p><p><strong>Easily query many data sources.</strong> Federated SQL query across databases, data warehouses, and data lakes using <a href=https://docs.spiceai.org/data-connectors>Data Connectors</a>.</p><h3 id=community-built>Community Built</h3><p>Spice is open-source, Apache 2.0 licensed, and is built using industry-leading technologies including Apache DataFusion, Arrow, and Arrow Flight SQL. We&rsquo;re launching with several built-in <a href=https://docs.spiceai.org/data-connectors>Data Connectors</a> and <a href=https://docs.spiceai.org/data-accelerators>Accelerators</a> and Spice is extensible so more will be added in each release. If you&rsquo;re interested in contributing, we&rsquo;d love to welcome you to the community!</p><h3 id=getting-started>Getting Started</h3><p>You can download and run Spice in less than 30 seconds by following the quickstart at <a href=https://github.com/spiceai/spiceai#quickstart>github.com/spiceai/spiceai</a>.</p><div style=display:flex;justify-content:center;padding:5px><iframe width=560 height=315 src="https://www.youtube.com/embed/AZyrecVWnEs?si=xKvMcNKvxNi_c8de" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy=strict-origin-when-cross-origin allowfullscreen></iframe></div><h3 id=conclusion>Conclusion</h3><p>Spice, rebuilt in Rust, introduces a unified SQL query interface, making it simpler and faster to build data-driven applications. The lightweight Spice runtime is easy to deploy and makes it possible to materialize and query data from any source quickly and cost-effectively. Applications can serve more users, dashboards and analytics can be snappier, and data and ML pipelines finish faster, without the heavy lifting of managing data.</p><p>For developers this translates to less time wrangling data and more time creating innovative applications and business value.</p><p>Check out and <a href=https://github.com/spiceai/spiceai>star the project on GitHub</a>!</p><p>Thank you,</p><p>Phillip</p><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.10-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.10.1-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 Improved Error messages Simplified error messages from Spice when propagating errors from Data Connectors and Accelerator Engines."><meta itemprop=datePublished content="2024-04-01T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="318"><meta itemprop=keywords content="postgresql,sqlite,helm,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.10.1-alpha"><meta name=twitter:description content="Announcing the release of Spice v0.10.1-alpha! 🔥
 The v0.10.1-alpha release focuses on stability, bug fixes, and usability by improving error messages when using SQLite data accelerators, improving the PostgreSQL support, and adding a basic Helm chart.
 Highlights in v0.10.1-alpha Improved PostgreSQL support for Data Connectors TLS is now supported with PostgreSQL Data Connectors and there is improved VARCHAR and BPCHAR conversions through Spice.
-Improved Error messages Simplified error messages from Spice when propagating errors from Data Connectors and Accelerator Engines."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v0101-alpha>Highlights in v0.10.1-alpha</a></li><li><a href=#kubernetes-helm-deployment>Kubernetes Helm Deployment</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.10.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+Improved Error messages Simplified error messages from Spice when propagating errors from Data Connectors and Accelerator Engines."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v0101-alpha>Highlights in v0.10.1-alpha</a></li><li><a href=#kubernetes-helm-deployment>Kubernetes Helm Deployment</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.10.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-04-01 class=text-muted>Monday, April 01, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header><p>Announcing the release of Spice v0.10.1-alpha! 🔥</p><p>The v0.10.1-alpha release focuses on stability, bug fixes, and usability by improving error messages when using SQLite data accelerators, improving the PostgreSQL support, and adding a basic Helm chart.</p><h2 id=highlights-in-v0101-alpha>Highlights in v0.10.1-alpha</h2><p><strong>Improved PostgreSQL support for Data Connectors</strong> TLS is now supported with PostgreSQL Data Connectors and there is improved VARCHAR and BPCHAR conversions through Spice.</p><p><strong>Improved Error messages</strong> Simplified error messages from Spice when propagating errors from Data Connectors and Accelerator Engines.</p><p><strong>Spice Pods Command</strong> The <code>spice pods</code> command can give you quick statistics about models, dependencies, and datasets that are loaded by the Spice runtime.</p><h2 id=kubernetes-helm-deployment>Kubernetes Helm Deployment</h2><p>Spice.ai can be deployed to Kubernetes using Helm. Here&rsquo;s a quick guide to get started:</p><p><strong>Step 1.</strong> (Optional) Start a local <a href=https://kind.sigs.k8s.io/><code>kind</code></a> cluster:</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-bash data-lang=bash><span style=display:flex><span>go install sigs.k8s.io/kind@v0.22.0
 </span></span><span style=display:flex><span>kind create cluster
 </span></span></code></pre></div><p><strong>Step 2.</strong> Install Spice in your Kubernetes cluster using Helm:</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-bash data-lang=bash><span style=display:flex><span>helm repo add spiceai https://helm.spiceai.org
diff --git a/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/index.html b/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/index.html
index df32907a..ed9edc66 100644
--- a/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/index.html
+++ b/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/index.html
@@ -15,7 +15,7 @@
 The v0.10.2-alpha release adds the MySQL data connector and makes external data connections more robust on initialization.
 Highlights in v0.10.2-alpha MySQL data connector: Connect to any MySQL server, including SSL support.
 Data connections verified at initialization: Verify endpoints and authorization for external data connections (e.g. databricks, spice.ai) at initialization.
-New Contributors @rthomas made their first contribution in https://github.com/spiceai/spiceai/pull/1022 @ahirner made their first contribution in https://github."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a 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tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title 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td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v0102-alpha>Highlights in v0.10.2-alpha</a></li><li><a href=#new-contributors>New Contributors</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.10.2-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-04-08 class=text-muted>Monday, April 08, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header><p>Announcing the release of Spice v0.10.2-alpha (Apr 9, 2024)! 🔥</p><p>The v0.10.2-alpha release adds the MySQL data connector and makes external data connections more robust on initialization.</p><h2 id=highlights-in-v0102-alpha>Highlights in v0.10.2-alpha</h2><ul><li><p><strong>MySQL data connector</strong>: Connect to any MySQL server, including SSL support.</p></li><li><p><strong>Data connections verified at initialization</strong>: Verify endpoints and authorization for external data connections (e.g. databricks, spice.ai) at initialization.</p></li></ul><h2 id=new-contributors>New Contributors</h2><ul><li>@rthomas made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1022>https://github.com/spiceai/spiceai/pull/1022</a></li><li>@ahirner made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1029>https://github.com/spiceai/spiceai/pull/1029</a></li><li>@gloomweaver made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1004>https://github.com/spiceai/spiceai/pull/1004</a></li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@y-f-u</li><li>@ewgenius</li><li>@sgrebnov</li><li>@lukekim</li><li>@digadeesh</li><li>@jeadie</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> MySQL data connector by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1004>https://github.com/spiceai/spiceai/pull/1004</a></li><li><strong>Fixes</strong> <code>show tables;</code> parsing in the Spice SQL repl.</li><li><strong>Adds</strong> data connector verification at initialization<ul><li>For Dremio by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1017>https://github.com/spiceai/spiceai/pull/1017</a></li><li>For Databricks by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1019>https://github.com/spiceai/spiceai/pull/1019</a></li><li>For Spice.ai by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1020>https://github.com/spiceai/spiceai/pull/1020</a></li></ul></li><li><strong>Fixes</strong> Ensures unit and doc tests compile and run by @rthomas in <a href=https://github.com/spiceai/spiceai/pull/1022>https://github.com/spiceai/spiceai/pull/1022</a></li><li><strong>Improves</strong> Helm chart + Grafana dashboard by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1030>https://github.com/spiceai/spiceai/pull/1030</a></li><li><strong>Fixes</strong> Makes data connectors optional features by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1029>https://github.com/spiceai/spiceai/pull/1029</a></li><li><strong>Fixes</strong> Fixes SpiceAI E2E for external contributors in Github actions by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1023>https://github.com/spiceai/spiceai/pull/1023</a></li><li><strong>Fixes</strong> remove hardcoded <code>lookback_size</code> (& improve SpiceAI&rsquo;s ModelSource) by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1016>https://github.com/spiceai/spiceai/pull/1016</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.10.1-alpha...v0.10.2-alpha>https://github.com/spiceai/spiceai/compare/v0.10.1-alpha...v0.10.2-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.10.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.11-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+New Contributors @rthomas made their first contribution in https://github.com/spiceai/spiceai/pull/1022 @ahirner made their first contribution in https://github."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a 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tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v0102-alpha>Highlights in v0.10.2-alpha</a></li><li><a href=#new-contributors>New Contributors</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ 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href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a 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data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.10.2-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-04-08 class=text-muted>Monday, April 08, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header><p>Announcing the release of Spice v0.10.2-alpha (Apr 9, 2024)! 🔥</p><p>The v0.10.2-alpha release adds the MySQL data connector and makes external data connections more robust on initialization.</p><h2 id=highlights-in-v0102-alpha>Highlights in v0.10.2-alpha</h2><ul><li><p><strong>MySQL data connector</strong>: Connect to any MySQL server, including SSL support.</p></li><li><p><strong>Data connections verified at initialization</strong>: Verify endpoints and authorization for external data connections (e.g. databricks, spice.ai) at initialization.</p></li></ul><h2 id=new-contributors>New Contributors</h2><ul><li>@rthomas made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1022>https://github.com/spiceai/spiceai/pull/1022</a></li><li>@ahirner made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1029>https://github.com/spiceai/spiceai/pull/1029</a></li><li>@gloomweaver made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1004>https://github.com/spiceai/spiceai/pull/1004</a></li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@y-f-u</li><li>@ewgenius</li><li>@sgrebnov</li><li>@lukekim</li><li>@digadeesh</li><li>@jeadie</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> MySQL data connector by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1004>https://github.com/spiceai/spiceai/pull/1004</a></li><li><strong>Fixes</strong> <code>show tables;</code> parsing in the Spice SQL repl.</li><li><strong>Adds</strong> data connector verification at initialization<ul><li>For Dremio by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1017>https://github.com/spiceai/spiceai/pull/1017</a></li><li>For Databricks by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1019>https://github.com/spiceai/spiceai/pull/1019</a></li><li>For Spice.ai by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1020>https://github.com/spiceai/spiceai/pull/1020</a></li></ul></li><li><strong>Fixes</strong> Ensures unit and doc tests compile and run by @rthomas in <a href=https://github.com/spiceai/spiceai/pull/1022>https://github.com/spiceai/spiceai/pull/1022</a></li><li><strong>Improves</strong> Helm chart + Grafana dashboard by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1030>https://github.com/spiceai/spiceai/pull/1030</a></li><li><strong>Fixes</strong> Makes data connectors optional features by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1029>https://github.com/spiceai/spiceai/pull/1029</a></li><li><strong>Fixes</strong> Fixes SpiceAI E2E for external contributors in Github actions by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1023>https://github.com/spiceai/spiceai/pull/1023</a></li><li><strong>Fixes</strong> remove hardcoded <code>lookback_size</code> (& improve SpiceAI&rsquo;s ModelSource) by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1016>https://github.com/spiceai/spiceai/pull/1016</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.10.1-alpha...v0.10.2-alpha>https://github.com/spiceai/spiceai/compare/v0.10.1-alpha...v0.10.2-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.10.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ aria-label="Next - Spice v0.11-alpha (April 15, 2024)" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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-<!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Announcing the release of Spice.ai v0.11-alpha | Spice.ai blog</title>
-<meta name=description content="Spice v0.11-alpha (Apr 15, 2024) The Spice v0.11-alpha release significantly improves the Databricks data connector with Databricks Connect (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.
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-Highlights in v0.11-alpha DuckDB data connector: Use DuckDB databases or connections as a data source."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank 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class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v011-alpha>Highlights in v0.11-alpha</a></li><li><a href=#new-contributors>New Contributors</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.11-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-04-15 class=text-muted>Monday, April 15, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header><h1 id=spice-v011-alpha-apr-15-2024>Spice v0.11-alpha (Apr 15, 2024)</h1><p>The Spice v0.11-alpha release significantly improves the Databricks data connector with <a href=https://docs.databricks.com/en/dev-tools/databricks-connect/index.html>Databricks Connect</a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.</p><h2 id=highlights-in-v011-alpha>Highlights in v0.11-alpha</h2><p><strong>DuckDB data connector</strong>: Use DuckDB databases or connections as a data source.</p><p><strong>AWS Secrets Manager Secret Store</strong>: Use AWS Secrets Managers as a secret store.</p><p><strong>Custom Refresh SQL</strong>: Specify a custom SQL query for dataset refresh using <code>refresh_sql</code>.</p><p><strong>Dataset Refresh API</strong>: Trigger a dataset refresh using the new CLI command <code>spice refresh</code> or via API.</p><p><strong>Expanded SSL support for Postgres</strong>: SSL mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with the default mode changed to <code>require</code>. Added <code>pg_sslrootcert</code> parameter for setting a custom root certificate and the <code>pg_insecure</code> parameter is no longer supported.</p><p><strong>Databricks Connect</strong>: Choose between using Spark Connect or Delta Lake when using the Databricks data connector for improved performance.</p><p><strong>Improved SSL support for Postgres</strong>: ssl mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with default mode changed to <code>require</code>.
-Added <code>pg_sslrootcert</code> parameter to allow setting custom root cert for postgres connector, <code>pg_insecure</code> parameter is no longer supported as redundant.</p><p><strong>Internal architecture refactor</strong>: The internal architecture of <code>spiced</code> was refactored to simplify the creation data components and to improve alignment with DataFusion concepts.</p><h2 id=new-contributors>New Contributors</h2><p>@edmondop&rsquo;s first contribution <a href=https://github.com/spiceai/spiceai/pull/1110>github.com/spiceai/spiceai/pull/1110</a>!</p><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@Sevenannn</li><li>@gloomweaver</li><li>@ahirner</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Fixes</strong> MySQL <code>NULL</code> values by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1067>https://github.com/spiceai/spiceai/pull/1067</a></li><li><strong>Fixes</strong> PostgreSQL <code>NULL</code> values for <code>NUMERIC</code> by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1068>https://github.com/spiceai/spiceai/pull/1068</a></li><li><strong>Adds</strong> Custom Refresh SQL support by @lukekim and @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1073>https://github.com/spiceai/spiceai/pull/1073</a></li><li><strong>Adds</strong> DuckDB data connector by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1085>https://github.com/spiceai/spiceai/pull/1085</a></li><li><strong>Adds</strong> AWS Secrets Manager secret store by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1063>https://github.com/spiceai/spiceai/pull/1063</a>, <a href=https://github.com/spiceai/spiceai/pull/1064>https://github.com/spiceai/spiceai/pull/1064</a></li><li><strong>Adds</strong> Dataset refresh API by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1075>https://github.com/spiceai/spiceai/pull/1075</a>, <a href=https://github.com/spiceai/spiceai/pull/1078>https://github.com/spiceai/spiceai/pull/1078</a>, <a href=https://github.com/spiceai/spiceai/pull/1083>https://github.com/spiceai/spiceai/pull/1083</a></li><li><strong>Adds</strong> <code>spice refresh</code> CLI command for dataset refresh by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1112>https://github.com/spiceai/spiceai/pull/1112</a></li><li><strong>Adds</strong> <code>TEXT</code> and <code>DECIMAL</code> types support and properly handling <code>NULL</code> for MySQL by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1067>https://github.com/spiceai/spiceai/pull/1067</a></li><li><strong>Adds</strong> MySQL <code>DATE</code> and <code>TINYINT</code> types support for MySQL by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1065>https://github.com/spiceai/spiceai/pull/1065</a></li><li><strong>Adds</strong> <code>ssl_rootcert_path</code> parameter for MySql data connector by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1079>https://github.com/spiceai/spiceai/pull/1079</a></li><li><strong>Adds</strong> <code>LargeUtf8</code> support and explicitly passing the schema to data accelerator <code>SqlTable</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1077>https://github.com/spiceai/spiceai/pull/1077</a></li><li><strong>Adds</strong> Ability to configure data retention for accelerated datasets by @y-f-u in <a href=https://github.com/spiceai/spiceai/issues/1086>https://github.com/spiceai/spiceai/issues/1086</a></li><li><strong>Adds</strong> Custom SSL certificates for PostgreSQL data connector by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1081>https://github.com/spiceai/spiceai/pull/1081</a></li><li><strong>Adds</strong> Conditional compile for Dremio by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1100>https://github.com/spiceai/spiceai/pull/1100</a></li><li><strong>Adds</strong> Ability for Databricks connector to use spark-connect-rs as the mechanism to execute queries against the Databricks by @edmondop in <a href=https://github.com/spiceai/spiceai/pull/1110>https://github.com/spiceai/spiceai/pull/1110</a></li><li><strong>Adds</strong> Ability to choose between Spark Connect and Delta Lake implementation for Databricks by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1115/files>https://github.com/spiceai/spiceai/pull/1115/files</a></li><li><strong>Updates</strong> Databricks login parameters by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1113>https://github.com/spiceai/spiceai/pull/1113</a></li><li><strong>Updates</strong> Architecture to simplify data components development by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1040>https://github.com/spiceai/spiceai/pull/1040</a></li><li><strong>Updates</strong> Improved readability of GitHub Actions test job names by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1071>https://github.com/spiceai/spiceai/pull/1071</a></li><li><strong>Updates</strong> Upgrade Arrow, DataFusion, Tonic dependencies by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1097>https://github.com/spiceai/spiceai/pull/1097</a></li><li><strong>Updates</strong> Handling non-string spicepod params by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1098>https://github.com/spiceai/spiceai/pull/1098</a></li><li><strong>Updates</strong> Optional features compile: duckdb, databricks by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1100>https://github.com/spiceai/spiceai/pull/1100</a></li><li><strong>Updates</strong> Helm version to 0.1.3 by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1120>https://github.com/spiceai/spiceai/pull/1120</a></li><li><strong>Removes</strong> <code>pg_insecure</code> parameter support from Postgres by ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1081>https://github.com/spiceai/spiceai/pull/1081</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.10.2-alpha...v0.11.0-alpha>https://github.com/spiceai/spiceai/compare/v0.10.2-alpha...v0.11.0-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. 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+<!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice v0.11-alpha (April 15, 2024) | Spice.ai blog</title>
+<meta name=description content="The Spice v0.11-alpha release significantly improves the Databricks data connector with Databricks Connect (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.
+Highlights in v0.11-alpha DuckDB data connector: Use DuckDB databases or connections as a data source.
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+AWS Secrets Manager Secret Store: Use AWS Secrets Managers as a secret store."><meta itemprop=datePublished content="2024-04-15T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-15T13:55:21-04:00"><meta itemprop=wordCount content="585"><meta itemprop=keywords content="databricks,spark,aws,secrets manager,postgres,mysql,sql,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice v0.11-alpha (April 15, 2024)"><meta name=twitter:description content="The Spice v0.11-alpha release significantly improves the Databricks data connector with Databricks Connect (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.
+Highlights in v0.11-alpha DuckDB data connector: Use DuckDB databases or connections as a data source.
+AWS Secrets Manager Secret Store: Use AWS Secrets Managers as a secret store."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank 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id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights-in-v011-alpha>Highlights in v0.11-alpha</a></li><li><a href=#new-contributors>New Contributors</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice v0.11-alpha (April 15, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-04-15 class=text-muted>Monday, April 15, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header><p>The Spice v0.11-alpha release significantly improves the Databricks data connector with <a href=https://docs.databricks.com/en/dev-tools/databricks-connect/index.html>Databricks Connect</a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.</p><h2 id=highlights-in-v011-alpha>Highlights in v0.11-alpha</h2><p><strong>DuckDB data connector</strong>: Use DuckDB databases or connections as a data source.</p><p><strong>AWS Secrets Manager Secret Store</strong>: Use AWS Secrets Managers as a secret store.</p><p><strong>Custom Refresh SQL</strong>: Specify a custom SQL query for dataset refresh using <code>refresh_sql</code>.</p><p><strong>Dataset Refresh API</strong>: Trigger a dataset refresh using the new CLI command <code>spice refresh</code> or via API.</p><p><strong>Expanded SSL support for Postgres</strong>: SSL mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with the default mode changed to <code>require</code>. Added <code>pg_sslrootcert</code> parameter for setting a custom root certificate and the <code>pg_insecure</code> parameter is no longer supported.</p><p><strong>Databricks Connect</strong>: Choose between using Spark Connect or Delta Lake when using the Databricks data connector for improved performance.</p><p><strong>Improved SSL support for Postgres</strong>: ssl mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with default mode changed to <code>require</code>.
+Added <code>pg_sslrootcert</code> parameter to allow setting custom root cert for postgres connector, <code>pg_insecure</code> parameter is no longer supported as redundant.</p><p><strong>Internal architecture refactor</strong>: The internal architecture of <code>spiced</code> was refactored to simplify the creation data components and to improve alignment with DataFusion concepts.</p><h2 id=new-contributors>New Contributors</h2><p>@edmondop&rsquo;s first contribution <a href=https://github.com/spiceai/spiceai/pull/1110>github.com/spiceai/spiceai/pull/1110</a>!</p><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@Sevenannn</li><li>@gloomweaver</li><li>@ahirner</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Fixes</strong> MySQL <code>NULL</code> values by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1067>https://github.com/spiceai/spiceai/pull/1067</a></li><li><strong>Fixes</strong> PostgreSQL <code>NULL</code> values for <code>NUMERIC</code> by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1068>https://github.com/spiceai/spiceai/pull/1068</a></li><li><strong>Adds</strong> Custom Refresh SQL support by @lukekim and @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1073>https://github.com/spiceai/spiceai/pull/1073</a></li><li><strong>Adds</strong> DuckDB data connector by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1085>https://github.com/spiceai/spiceai/pull/1085</a></li><li><strong>Adds</strong> AWS Secrets Manager secret store by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1063>https://github.com/spiceai/spiceai/pull/1063</a>, <a href=https://github.com/spiceai/spiceai/pull/1064>https://github.com/spiceai/spiceai/pull/1064</a></li><li><strong>Adds</strong> Dataset refresh API by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1075>https://github.com/spiceai/spiceai/pull/1075</a>, <a href=https://github.com/spiceai/spiceai/pull/1078>https://github.com/spiceai/spiceai/pull/1078</a>, <a href=https://github.com/spiceai/spiceai/pull/1083>https://github.com/spiceai/spiceai/pull/1083</a></li><li><strong>Adds</strong> <code>spice refresh</code> CLI command for dataset refresh by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1112>https://github.com/spiceai/spiceai/pull/1112</a></li><li><strong>Adds</strong> <code>TEXT</code> and <code>DECIMAL</code> types support and properly handling <code>NULL</code> for MySQL by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1067>https://github.com/spiceai/spiceai/pull/1067</a></li><li><strong>Adds</strong> MySQL <code>DATE</code> and <code>TINYINT</code> types support for MySQL by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1065>https://github.com/spiceai/spiceai/pull/1065</a></li><li><strong>Adds</strong> <code>ssl_rootcert_path</code> parameter for MySql data connector by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1079>https://github.com/spiceai/spiceai/pull/1079</a></li><li><strong>Adds</strong> <code>LargeUtf8</code> support and explicitly passing the schema to data accelerator <code>SqlTable</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1077>https://github.com/spiceai/spiceai/pull/1077</a></li><li><strong>Adds</strong> Ability to configure data retention for accelerated datasets by @y-f-u in <a href=https://github.com/spiceai/spiceai/issues/1086>https://github.com/spiceai/spiceai/issues/1086</a></li><li><strong>Adds</strong> Custom SSL certificates for PostgreSQL data connector by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1081>https://github.com/spiceai/spiceai/pull/1081</a></li><li><strong>Adds</strong> Conditional compile for Dremio by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1100>https://github.com/spiceai/spiceai/pull/1100</a></li><li><strong>Adds</strong> Ability for Databricks connector to use spark-connect-rs as the mechanism to execute queries against the Databricks by @edmondop in <a href=https://github.com/spiceai/spiceai/pull/1110>https://github.com/spiceai/spiceai/pull/1110</a></li><li><strong>Adds</strong> Ability to choose between Spark Connect and Delta Lake implementation for Databricks by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1115/files>https://github.com/spiceai/spiceai/pull/1115/files</a></li><li><strong>Updates</strong> Databricks login parameters by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1113>https://github.com/spiceai/spiceai/pull/1113</a></li><li><strong>Updates</strong> Architecture to simplify data components development by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1040>https://github.com/spiceai/spiceai/pull/1040</a></li><li><strong>Updates</strong> Improved readability of GitHub Actions test job names by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1071>https://github.com/spiceai/spiceai/pull/1071</a></li><li><strong>Updates</strong> Upgrade Arrow, DataFusion, Tonic dependencies by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1097>https://github.com/spiceai/spiceai/pull/1097</a></li><li><strong>Updates</strong> Handling non-string spicepod params by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1098>https://github.com/spiceai/spiceai/pull/1098</a></li><li><strong>Updates</strong> Optional features compile: duckdb, databricks by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1100>https://github.com/spiceai/spiceai/pull/1100</a></li><li><strong>Updates</strong> Helm version to 0.1.3 by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1120>https://github.com/spiceai/spiceai/pull/1120</a></li><li><strong>Removes</strong> <code>pg_insecure</code> parameter support from Postgres by ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1081>https://github.com/spiceai/spiceai/pull/1081</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.10.2-alpha...v0.11.0-alpha>https://github.com/spiceai/spiceai/compare/v0.10.2-alpha...v0.11.0-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.10.2-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ aria-label="Next - Spice v0.11.1-alpha (April 22, 2024)" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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-<!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Announcing the release of Spice.ai v0.11.1-alpha | Spice.ai blog</title>
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-Highlights Retention Policies for Accelerated Datasets: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.
-Windows Installation Support: Native Windows installation support, including upgrades."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank 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td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span 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class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.11.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-04-22 class=text-muted>Monday, April 22, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header><h1 id=spice-v0111-alpha-apr-22-2024>Spice v0.11.1-alpha (Apr 22, 2024)</h1><p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Retention Policies for Accelerated Datasets</strong>: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.</p></li><li><p><strong>Windows Installation Support</strong>: Native Windows installation support, including upgrades.</p></li><li><p><strong>Databricks Spark Connect Catalog and Schema Settings</strong>: Improved translation between DataFusion and Spark, providing better Spark Catalog support.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@Sevenannn</li><li>@gloomweaver</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li>PowerShell script to install Spice on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1128>https://github.com/spiceai/spiceai/pull/1128</a></li><li>Support catalog and schema in Databricks Spark Connect by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1137>https://github.com/spiceai/spiceai/pull/1137</a></li><li>Retention handlers by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1096>https://github.com/spiceai/spiceai/pull/1096</a></li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update CONTRIBUTING with new dependencies by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1121>https://github.com/spiceai/spiceai/pull/1121</a></li><li>Fix the Helm tag by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1122>https://github.com/spiceai/spiceai/pull/1122</a></li><li>Upgrade Spice version to 0.11.1 by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1123>https://github.com/spiceai/spiceai/pull/1123</a></li><li>Remove 0.11 from roadmap by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1124>https://github.com/spiceai/spiceai/pull/1124</a></li><li>Include <code>refresh_sql</code> and manual refresh to e2e tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1125>https://github.com/spiceai/spiceai/pull/1125</a></li><li>Respect executables file extension on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1130>https://github.com/spiceai/spiceai/pull/1130</a></li><li>Use quoted strings when performing federated SQL queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1129>https://github.com/spiceai/spiceai/pull/1129</a></li><li>Make Windows artifact names consistent with other platforms by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1132>https://github.com/spiceai/spiceai/pull/1132</a></li><li>Make Windows installation less verbose by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1138>https://github.com/spiceai/spiceai/pull/1138</a></li><li>Document Windows installation and add test by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1134>https://github.com/spiceai/spiceai/pull/1134</a></li><li>Use transaction for DuckDB Table Writer by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1135>https://github.com/spiceai/spiceai/pull/1135</a></li><li>Update Windows installation script url by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1143>https://github.com/spiceai/spiceai/pull/1143</a></li><li>Update roadmap Apr 18, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1142>https://github.com/spiceai/spiceai/pull/1142</a></li><li>Test connection when new connection pool created by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1126>https://github.com/spiceai/spiceai/pull/1126</a></li><li>Enable clippy::clone_on_ref_ptr by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1146>https://github.com/spiceai/spiceai/pull/1146</a></li><li>Allow only alphanumeric dataset names when using <code>spice dataset configure</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1140>https://github.com/spiceai/spiceai/pull/1140</a></li><li>Extend PR check to build with no default features, and each individual feature by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1156>https://github.com/spiceai/spiceai/pull/1156</a></li><li>Bump rustls from 0.21.10 to 0.21.11 by @dependabot in <a href=https://github.com/spiceai/spiceai/pull/1150>https://github.com/spiceai/spiceai/pull/1150</a></li><li>Serde rule for ISO8601 time format by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1151>https://github.com/spiceai/spiceai/pull/1151</a></li><li>Add static linking for vcruntime dependencies on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1152>https://github.com/spiceai/spiceai/pull/1152</a></li><li>Use clearer retention param key - retention_check_enabled instead by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1158>https://github.com/spiceai/spiceai/pull/1158</a></li><li><code>spice upgrade</code> on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1155>https://github.com/spiceai/spiceai/pull/1155</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha>https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.11-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.12-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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+<!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice v0.11.1-alpha (April 22, 2024) | Spice.ai blog</title>
+<meta name=description content="The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.
+Highlights Retention Policies for Accelerated Datasets: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.
+Windows Installation Support: Native Windows installation support, including upgrades.
+Databricks Spark Connect Catalog and Schema Settings: Improved translation between DataFusion and Spark, providing better Spark Catalog support."><meta property="og:title" content="Spice v0.11.1-alpha (April 22, 2024)"><meta property="og:description" content="The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.
+Highlights Retention Policies for Accelerated Datasets: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.
+Windows Installation Support: Native Windows installation support, including upgrades.
+Databricks Spark Connect Catalog and Schema Settings: Improved translation between DataFusion and Spark, providing better Spark Catalog support."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2024-04-22T00:00:00+00:00"><meta property="article:modified_time" content="2024-05-15T13:55:21-04:00"><meta itemprop=name content="Spice v0.11.1-alpha (April 22, 2024)"><meta itemprop=description content="The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.
+Highlights Retention Policies for Accelerated Datasets: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.
+Windows Installation Support: Native Windows installation support, including upgrades.
+Databricks Spark Connect Catalog and Schema Settings: Improved translation between DataFusion and Spark, providing better Spark Catalog support."><meta itemprop=datePublished content="2024-04-22T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-15T13:55:21-04:00"><meta itemprop=wordCount content="413"><meta itemprop=keywords content="databricks,spark,acceleration,windows,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice v0.11.1-alpha (April 22, 2024)"><meta name=twitter:description content="The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.
+Highlights Retention Policies for Accelerated Datasets: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.
+Windows Installation Support: Native Windows installation support, including upgrades.
+Databricks Spark Connect Catalog and Schema Settings: Improved translation between DataFusion and Spark, providing better Spark Catalog support."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span class=td-sidebar-nav-active-item>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-in-this-release>New in this release</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice v0.11.1-alpha (April 22, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-04-22 class=text-muted>Monday, April 22, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header><p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Retention Policies for Accelerated Datasets</strong>: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.</p></li><li><p><strong>Windows Installation Support</strong>: Native Windows installation support, including upgrades.</p></li><li><p><strong>Databricks Spark Connect Catalog and Schema Settings</strong>: Improved translation between DataFusion and Spark, providing better Spark Catalog support.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@Sevenannn</li><li>@gloomweaver</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li>PowerShell script to install Spice on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1128>https://github.com/spiceai/spiceai/pull/1128</a></li><li>Support catalog and schema in Databricks Spark Connect by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1137>https://github.com/spiceai/spiceai/pull/1137</a></li><li>Retention handlers by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1096>https://github.com/spiceai/spiceai/pull/1096</a></li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update CONTRIBUTING with new dependencies by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1121>https://github.com/spiceai/spiceai/pull/1121</a></li><li>Fix the Helm tag by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1122>https://github.com/spiceai/spiceai/pull/1122</a></li><li>Upgrade Spice version to 0.11.1 by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1123>https://github.com/spiceai/spiceai/pull/1123</a></li><li>Remove 0.11 from roadmap by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1124>https://github.com/spiceai/spiceai/pull/1124</a></li><li>Include <code>refresh_sql</code> and manual refresh to e2e tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1125>https://github.com/spiceai/spiceai/pull/1125</a></li><li>Respect executables file extension on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1130>https://github.com/spiceai/spiceai/pull/1130</a></li><li>Use quoted strings when performing federated SQL queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1129>https://github.com/spiceai/spiceai/pull/1129</a></li><li>Make Windows artifact names consistent with other platforms by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1132>https://github.com/spiceai/spiceai/pull/1132</a></li><li>Make Windows installation less verbose by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1138>https://github.com/spiceai/spiceai/pull/1138</a></li><li>Document Windows installation and add test by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1134>https://github.com/spiceai/spiceai/pull/1134</a></li><li>Use transaction for DuckDB Table Writer by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1135>https://github.com/spiceai/spiceai/pull/1135</a></li><li>Update Windows installation script url by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1143>https://github.com/spiceai/spiceai/pull/1143</a></li><li>Update roadmap Apr 18, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1142>https://github.com/spiceai/spiceai/pull/1142</a></li><li>Test connection when new connection pool created by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1126>https://github.com/spiceai/spiceai/pull/1126</a></li><li>Enable clippy::clone_on_ref_ptr by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1146>https://github.com/spiceai/spiceai/pull/1146</a></li><li>Allow only alphanumeric dataset names when using <code>spice dataset configure</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1140>https://github.com/spiceai/spiceai/pull/1140</a></li><li>Extend PR check to build with no default features, and each individual feature by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1156>https://github.com/spiceai/spiceai/pull/1156</a></li><li>Bump rustls from 0.21.10 to 0.21.11 by @dependabot in <a href=https://github.com/spiceai/spiceai/pull/1150>https://github.com/spiceai/spiceai/pull/1150</a></li><li>Serde rule for ISO8601 time format by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1151>https://github.com/spiceai/spiceai/pull/1151</a></li><li>Add static linking for vcruntime dependencies on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1152>https://github.com/spiceai/spiceai/pull/1152</a></li><li>Use clearer retention param key - retention_check_enabled instead by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1158>https://github.com/spiceai/spiceai/pull/1158</a></li><li><code>spice upgrade</code> on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1155>https://github.com/spiceai/spiceai/pull/1155</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha>https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ aria-label="Previous - Spice v0.11-alpha (April 15, 2024)" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ aria-label="Next - Spice v0.12-alpha (April 29, 2024)" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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-<!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Announcing the release of Spice.ai v0.12-alpha | Spice.ai blog</title>
-<meta name=description content="Spice v0.12-alpha (Apr 29, 2024) The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
-Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
-Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
-Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><meta property="og:title" content="Announcing the release of Spice.ai v0.12-alpha"><meta property="og:description" content="Spice v0.12-alpha (Apr 29, 2024) The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
-Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
-Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
-Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2024-04-29T00:00:00+00:00"><meta property="article:modified_time" content="2024-05-14T08:45:49-07:00"><meta itemprop=name content="Announcing the release of Spice.ai v0.12-alpha"><meta itemprop=description content="Spice v0.12-alpha (Apr 29, 2024) The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
-Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
-Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
-Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><meta itemprop=datePublished content="2024-04-29T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:45:49-07:00"><meta itemprop=wordCount content="679"><meta itemprop=keywords content="clickhouse,spark,odbc,sdk,spice.js,gospice,spice-rs,spicepy,accelerators,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Announcing the release of Spice.ai v0.12-alpha"><meta name=twitter:description content="Spice v0.12-alpha (Apr 29, 2024) The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
-Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
-Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
-Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#breaking-changes>Breaking Changes</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-contributors>New Contributors</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.12-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-04-29 class=text-muted>Monday, April 29, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header><h1 id=spice-v012-alpha-apr-29-2024>Spice v0.12-alpha (Apr 29, 2024)</h1><p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Clickhouse data connector</strong>: Use <a href=https://clickhouse.com>Clickhouse</a> as a data source with the <code>clickhouse:</code> scheme.</p></li><li><p><strong>Apache Spark Connect data connector</strong>: Use Apache <a href=https://spark.apache.org/spark-connect/>Spark Connect</a> connections as a data source using the <code>spark:</code> scheme.</p></li><li><p><strong>Refresh data window</strong>: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes.</p></li><li><p><strong>ODBC data connector</strong>: Use ODBC connections as a data source using the <code>odbc:</code> scheme. The ODBC data connector is currently optional and not included in default builds. It can be conditionally compiled using the <code>odbc</code> cargo feature when building from source.</p></li><li><p><strong>Spice Client SDK Support</strong>: The official Spice SDKs have been upgraded with support for Spice OSS.</p><ul><li><a href=https://github.com/spiceai/spice-rs/releases/tag/v2.0.0>spice-rs v2.0.0</a></li><li><a href=https://github.com/spiceai/spice.js/releases/tag/v2.0.0>spice.js v2.0.0</a></li><li><a href=https://github.com/spiceai/gospice/releases/tag/v6.0.0>gospice v6.0.0</a></li><li><a href=https://github.com/spiceai/spicepy/releases/tag/v2.0.0>spicepy v2.0.0</a></li></ul></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li><strong>Refresh interval:</strong> The <code>refresh_interval</code> acceleration setting and been changed to <code>refresh_check_interval</code> to make it clearer it is the check versus the data interval.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@gloomweaver</li><li>@edmondop</li><li>@mach-kernel</li></ul><h2 id=new-contributors>New Contributors</h2><ul><li>Thanks to @mach-kernel who made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a> by adding the ODBC data connector!</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update helm version by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1167>https://github.com/spiceai/spiceai/pull/1167</a></li><li>Handle and trace errors in secret stores by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1149>https://github.com/spiceai/spiceai/pull/1149</a></li><li>bump the release versions to 0.12.0 by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1171>https://github.com/spiceai/spiceai/pull/1171</a></li><li>Don&rsquo;t fail acknowledgments flow if no changes detected by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1170>https://github.com/spiceai/spiceai/pull/1170</a></li><li>Allow Spice CLI to control runtime installation on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1173>https://github.com/spiceai/spiceai/pull/1173</a></li><li>Allow <code>SELECT count(*)</code> for Sqlite Data Accelerator by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1166>https://github.com/spiceai/spiceai/pull/1166</a></li><li>add refresh_period param in acceleration by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1180>https://github.com/spiceai/spiceai/pull/1180</a></li><li>Properly support Spark Connect filter pushdown by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1186>https://github.com/spiceai/spiceai/pull/1186</a></li><li>Avoid rate-limiting on arduino/setup-protoc@v3 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1189>https://github.com/spiceai/spiceai/pull/1189</a></li><li>Clickhouse DataConnector base implementation by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1168>https://github.com/spiceai/spiceai/pull/1168</a></li><li>rename refresh_interval to refresh_check_interval by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1190>https://github.com/spiceai/spiceai/pull/1190</a></li><li>Fix timestamp & add support for Decimal to Databricks/Spark by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1194>https://github.com/spiceai/spiceai/pull/1194</a></li><li>Convert temporal column and refresh period to datafusion expr by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1187>https://github.com/spiceai/spiceai/pull/1187</a></li><li>Hot reload accelerated table on dataset update by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1195>https://github.com/spiceai/spiceai/pull/1195</a></li><li>Upgrade DataFusion to 37.1 & DuckDB to 10.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1200>https://github.com/spiceai/spiceai/pull/1200</a></li><li>Update version.txt for 0.11.2 release by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1199>https://github.com/spiceai/spiceai/pull/1199</a></li><li>Clickhouse E2E by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1193>https://github.com/spiceai/spiceai/pull/1193</a></li><li>Clickhouse: fix darwin ci pipeline by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1201>https://github.com/spiceai/spiceai/pull/1201</a></li><li>Add table_type to <code>show tables</code> in Spice SQL & update next version to <code>v0.12.0-alpha</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1206>https://github.com/spiceai/spiceai/pull/1206</a></li><li>print WARN if time_column does not exists in federated schema by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1207>https://github.com/spiceai/spiceai/pull/1207</a></li><li>Add FallbackOnZeroResultsScanExec for executing an input ExecutionPlan and optionally falling back to a TableProvider.scan() if the input has zero results by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1196>https://github.com/spiceai/spiceai/pull/1196</a></li><li>Clickhouse refactor connection code and set secure option by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1198>https://github.com/spiceai/spiceai/pull/1198</a></li><li>E2E: reusable Spice installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1205>https://github.com/spiceai/spiceai/pull/1205</a></li><li>Clickhouse block_to_arrow unit test by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1202>https://github.com/spiceai/spiceai/pull/1202</a></li><li>rename refresh_period to refresh_data_period by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1210>https://github.com/spiceai/spiceai/pull/1210</a></li><li>Refactor E2E tests: dataset verification and PostgreSQL installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1211>https://github.com/spiceai/spiceai/pull/1211</a></li><li>Add BI dashboard acceleration video to README.md by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1219>https://github.com/spiceai/spiceai/pull/1219</a></li><li>Improve clarity and consistency of output messages by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1214>https://github.com/spiceai/spiceai/pull/1214</a></li><li>Update ROADMAP Apr 29, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1220>https://github.com/spiceai/spiceai/pull/1220</a></li><li>Stand-alone Spark Connect: Isolate Spark Connect from Databricks Connect to make it reusable by @edmondop in <a href=https://github.com/spiceai/spiceai/pull/1213>https://github.com/spiceai/spiceai/pull/1213</a></li><li>Optimize build time in dev mode by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1215>https://github.com/spiceai/spiceai/pull/1215</a></li><li>Feature: Support ODBC reads using unixodbc by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a></li><li>Use non-fork deltalake by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1223>https://github.com/spiceai/spiceai/pull/1223</a></li><li>Support Date32 & Date64 in arrow_sql_gen by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1217>https://github.com/spiceai/spiceai/pull/1217</a></li><li>Update REPL output to be consistent with the latest Spice version by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1231>https://github.com/spiceai/spiceai/pull/1231</a></li><li>rename refresh_data_period to refresh_data_window by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1233>https://github.com/spiceai/spiceai/pull/1233</a></li><li>Update README.md to include ODBC, Spark Connect, and Clickhouse data connectors in support data connector matrix. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1234>https://github.com/spiceai/spiceai/pull/1234</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha>https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.11.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ aria-label="Next - Announcing the release of Spice.ai v0.12.1-alpha" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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+<!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice v0.12-alpha (April 29, 2024) | Spice.ai blog</title>
+<meta name=description content="The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
+Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
+Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
+Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><meta property="og:title" content="Spice v0.12-alpha (April 29, 2024)"><meta property="og:description" content="The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
+Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
+Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
+Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2024-04-29T00:00:00+00:00"><meta property="article:modified_time" content="2024-05-15T13:55:21-04:00"><meta itemprop=name content="Spice v0.12-alpha (April 29, 2024)"><meta itemprop=description content="The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
+Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
+Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
+Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><meta itemprop=datePublished content="2024-04-29T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-15T13:55:21-04:00"><meta itemprop=wordCount content="674"><meta itemprop=keywords content="clickhouse,spark,odbc,sdk,spice.js,gospice,spice-rs,spicepy,accelerators,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice v0.12-alpha (April 29, 2024)"><meta name=twitter:description content="The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
+Highlights Clickhouse data connector: Use Clickhouse as a data source with the clickhouse: scheme.
+Apache Spark Connect data connector: Use Apache Spark Connect connections as a data source using the spark: scheme.
+Refresh data window: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a 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id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#breaking-changes>Breaking Changes</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#new-contributors>New Contributors</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice v0.12-alpha (April 29, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-04-29 class=text-muted>Monday, April 29, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header><p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Clickhouse data connector</strong>: Use <a href=https://clickhouse.com>Clickhouse</a> as a data source with the <code>clickhouse:</code> scheme.</p></li><li><p><strong>Apache Spark Connect data connector</strong>: Use Apache <a href=https://spark.apache.org/spark-connect/>Spark Connect</a> connections as a data source using the <code>spark:</code> scheme.</p></li><li><p><strong>Refresh data window</strong>: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes.</p></li><li><p><strong>ODBC data connector</strong>: Use ODBC connections as a data source using the <code>odbc:</code> scheme. The ODBC data connector is currently optional and not included in default builds. It can be conditionally compiled using the <code>odbc</code> cargo feature when building from source.</p></li><li><p><strong>Spice Client SDK Support</strong>: The official Spice SDKs have been upgraded with support for Spice OSS.</p><ul><li><a href=https://github.com/spiceai/spice-rs/releases/tag/v2.0.0>spice-rs v2.0.0</a></li><li><a href=https://github.com/spiceai/spice.js/releases/tag/v2.0.0>spice.js v2.0.0</a></li><li><a href=https://github.com/spiceai/gospice/releases/tag/v6.0.0>gospice v6.0.0</a></li><li><a href=https://github.com/spiceai/spicepy/releases/tag/v2.0.0>spicepy v2.0.0</a></li></ul></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li><strong>Refresh interval:</strong> The <code>refresh_interval</code> acceleration setting and been changed to <code>refresh_check_interval</code> to make it clearer it is the check versus the data interval.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@gloomweaver</li><li>@edmondop</li><li>@mach-kernel</li></ul><h2 id=new-contributors>New Contributors</h2><ul><li>Thanks to @mach-kernel who made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a> by adding the ODBC data connector!</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update helm version by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1167>https://github.com/spiceai/spiceai/pull/1167</a></li><li>Handle and trace errors in secret stores by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1149>https://github.com/spiceai/spiceai/pull/1149</a></li><li>bump the release versions to 0.12.0 by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1171>https://github.com/spiceai/spiceai/pull/1171</a></li><li>Don&rsquo;t fail acknowledgments flow if no changes detected by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1170>https://github.com/spiceai/spiceai/pull/1170</a></li><li>Allow Spice CLI to control runtime installation on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1173>https://github.com/spiceai/spiceai/pull/1173</a></li><li>Allow <code>SELECT count(*)</code> for Sqlite Data Accelerator by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1166>https://github.com/spiceai/spiceai/pull/1166</a></li><li>add refresh_period param in acceleration by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1180>https://github.com/spiceai/spiceai/pull/1180</a></li><li>Properly support Spark Connect filter pushdown by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1186>https://github.com/spiceai/spiceai/pull/1186</a></li><li>Avoid rate-limiting on arduino/setup-protoc@v3 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1189>https://github.com/spiceai/spiceai/pull/1189</a></li><li>Clickhouse DataConnector base implementation by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1168>https://github.com/spiceai/spiceai/pull/1168</a></li><li>rename refresh_interval to refresh_check_interval by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1190>https://github.com/spiceai/spiceai/pull/1190</a></li><li>Fix timestamp & add support for Decimal to Databricks/Spark by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1194>https://github.com/spiceai/spiceai/pull/1194</a></li><li>Convert temporal column and refresh period to datafusion expr by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1187>https://github.com/spiceai/spiceai/pull/1187</a></li><li>Hot reload accelerated table on dataset update by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1195>https://github.com/spiceai/spiceai/pull/1195</a></li><li>Upgrade DataFusion to 37.1 & DuckDB to 10.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1200>https://github.com/spiceai/spiceai/pull/1200</a></li><li>Update version.txt for 0.11.2 release by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1199>https://github.com/spiceai/spiceai/pull/1199</a></li><li>Clickhouse E2E by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1193>https://github.com/spiceai/spiceai/pull/1193</a></li><li>Clickhouse: fix darwin ci pipeline by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1201>https://github.com/spiceai/spiceai/pull/1201</a></li><li>Add table_type to <code>show tables</code> in Spice SQL & update next version to <code>v0.12.0-alpha</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1206>https://github.com/spiceai/spiceai/pull/1206</a></li><li>print WARN if time_column does not exists in federated schema by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1207>https://github.com/spiceai/spiceai/pull/1207</a></li><li>Add FallbackOnZeroResultsScanExec for executing an input ExecutionPlan and optionally falling back to a TableProvider.scan() if the input has zero results by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1196>https://github.com/spiceai/spiceai/pull/1196</a></li><li>Clickhouse refactor connection code and set secure option by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1198>https://github.com/spiceai/spiceai/pull/1198</a></li><li>E2E: reusable Spice installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1205>https://github.com/spiceai/spiceai/pull/1205</a></li><li>Clickhouse block_to_arrow unit test by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1202>https://github.com/spiceai/spiceai/pull/1202</a></li><li>rename refresh_period to refresh_data_period by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1210>https://github.com/spiceai/spiceai/pull/1210</a></li><li>Refactor E2E tests: dataset verification and PostgreSQL installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1211>https://github.com/spiceai/spiceai/pull/1211</a></li><li>Add BI dashboard acceleration video to README.md by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1219>https://github.com/spiceai/spiceai/pull/1219</a></li><li>Improve clarity and consistency of output messages by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1214>https://github.com/spiceai/spiceai/pull/1214</a></li><li>Update ROADMAP Apr 29, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1220>https://github.com/spiceai/spiceai/pull/1220</a></li><li>Stand-alone Spark Connect: Isolate Spark Connect from Databricks Connect to make it reusable by @edmondop in <a href=https://github.com/spiceai/spiceai/pull/1213>https://github.com/spiceai/spiceai/pull/1213</a></li><li>Optimize build time in dev mode by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1215>https://github.com/spiceai/spiceai/pull/1215</a></li><li>Feature: Support ODBC reads using unixodbc by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a></li><li>Use non-fork deltalake by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1223>https://github.com/spiceai/spiceai/pull/1223</a></li><li>Support Date32 & Date64 in arrow_sql_gen by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1217>https://github.com/spiceai/spiceai/pull/1217</a></li><li>Update REPL output to be consistent with the latest Spice version by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1231>https://github.com/spiceai/spiceai/pull/1231</a></li><li>rename refresh_data_period to refresh_data_window by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1233>https://github.com/spiceai/spiceai/pull/1233</a></li><li>Update README.md to include ODBC, Spark Connect, and Clickhouse data connectors in support data connector matrix. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1234>https://github.com/spiceai/spiceai/pull/1234</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha>https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ aria-label="Previous - Spice v0.11.1-alpha (April 22, 2024)" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ aria-label="Next - Spice v0.12.1-alpha (May 6, 2024)" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span class=td-sidebar-nav-active-item>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Announcing the release of Spice.ai v0.12.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-05-06 class=text-muted>Monday, May 06, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header><h1 id=spice-v0121-alpha-may-6-2024>Spice v0.12.1-alpha (May 6, 2024)</h1><p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Snowflake Data Connector</strong>: Initial support for <a href=https://www.snowflake.com/>Snowflake</a> as a data source.</p></li><li><p><strong>Clickhouse Data Streaming</strong>: Enables data streaming by default, eliminating in-memory result collection.</p></li><li><p><strong>Read-only SQL Interface</strong>: Disables DML (INSERT/UPDATE/DELETE) and DDL (CREATE/ALTER TABLE) queries for improved data source security.</p></li><li><p><strong>Error Message Improvements</strong>: Improved the error messages for commonly encountered issues with data connectors.</p></li><li><p><strong>Accelerated Tables</strong>: Supports NULL values across all data types and fixes schema conversion errors for consistent type handling.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@ahirner</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@gloomweaver</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Add schema types check for query result by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1212>https://github.com/spiceai/spiceai/pull/1212</a></li><li>helm chart for v0.12.0-alpha by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1235>https://github.com/spiceai/spiceai/pull/1235</a></li><li>Update acknowledgements by @github-actions in <a href=https://github.com/spiceai/spiceai/pull/1232>https://github.com/spiceai/spiceai/pull/1232</a></li><li>Bump spiceai version to v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1239>https://github.com/spiceai/spiceai/pull/1239</a></li><li>Update ROADMAP.md - remove v0.12.0-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1241>https://github.com/spiceai/spiceai/pull/1241</a></li><li>Raise errors in InsertBuilder by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1242>https://github.com/spiceai/spiceai/pull/1242</a></li><li>Update endgame template by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1240>https://github.com/spiceai/spiceai/pull/1240</a></li><li>Add E2E tests for acceleration engines types support by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1218>https://github.com/spiceai/spiceai/pull/1218</a></li><li>Stream blocks to arrow by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1203>https://github.com/spiceai/spiceai/pull/1203</a></li><li>Update enhancement.md to include a checklist item have a release notes entry for each enhancement. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1245>https://github.com/spiceai/spiceai/pull/1245</a></li><li>arrow_sql_gen data column conversion by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1230>https://github.com/spiceai/spiceai/pull/1230</a></li><li>Implement the Localhost Data Connector & fix DoPut by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1266>https://github.com/spiceai/spiceai/pull/1266</a></li><li>Update postgres parameter check by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1244>https://github.com/spiceai/spiceai/pull/1244</a></li><li>Record batch casting to fix SQLite data type issues by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1261>https://github.com/spiceai/spiceai/pull/1261</a></li><li>typo fix on Decimal in postgres arrow_sql_gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1277>https://github.com/spiceai/spiceai/pull/1277</a></li><li>Move verify_schema to arrow_tools by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1284>https://github.com/spiceai/spiceai/pull/1284</a></li><li>Support UUID and TimestampTZ type for Postgres as Data Connector by @ahirner & @y-f-u <a href=https://github.com/spiceai/spiceai/pull/1276>https://github.com/spiceai/spiceai/pull/1276</a></li><li>Fix linter warnings by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1286>https://github.com/spiceai/spiceai/pull/1286</a></li><li>Add Snowflake data connector by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1278>https://github.com/spiceai/spiceai/pull/1278</a></li><li>Add Snowflake login support (username and password) by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1272>https://github.com/spiceai/spiceai/pull/1272</a></li><li>convert timestamp properly in sql gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1291>https://github.com/spiceai/spiceai/pull/1291</a></li><li>Add if not exists clause to create statement on when creating a table using duckdb acceleration. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1290>https://github.com/spiceai/spiceai/pull/1290</a></li><li>Disable DML & DDL queries in the public SQL interface by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1294>https://github.com/spiceai/spiceai/pull/1294</a></li><li>Refactor duckdb to properly set access_mode for connection by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1285>https://github.com/spiceai/spiceai/pull/1285</a></li><li>do not insert batch for sqlite and postgres if no records in the record batch by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1293>https://github.com/spiceai/spiceai/pull/1293</a></li><li>Postgres - add custom error message for invalid error table by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1295>https://github.com/spiceai/spiceai/pull/1295</a></li><li>SQLite/Accelerators handle null values by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1298>https://github.com/spiceai/spiceai/pull/1298</a></li><li>Add command to attach to running process by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1297>https://github.com/spiceai/spiceai/pull/1297</a></li><li>Use the <code>GITHUB_TOKEN</code> environment variable in the installation script, if available, to avoid rate limiting in CI workflows by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1302>https://github.com/spiceai/spiceai/pull/1302</a></li><li>Fix unsupported SSL mode options for PostgreSQL connection string by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1300>https://github.com/spiceai/spiceai/pull/1300</a></li><li>Add CLI cmd <code>spice login spark</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1303>https://github.com/spiceai/spiceai/pull/1303</a></li><li>Check only the latest published release to avoid installing pre-release versions by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1301>https://github.com/spiceai/spiceai/pull/1301</a></li><li>Postgres data connector - handle invalid host/port and username/password errors by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1292>https://github.com/spiceai/spiceai/pull/1292</a></li><li>Fix the panic on bad clickhouse connection by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1306>https://github.com/spiceai/spiceai/pull/1306</a></li><li>Improve Snowflake Data Connector by @sgrebnov <a href=https://github.com/spiceai/spiceai/pull/1296>https://github.com/spiceai/spiceai/pull/1296</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha>https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.12-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ aria-label="Next - Spice v0.12.2-alpha (May 13, 2024)" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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+<!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice v0.12.1-alpha (May 6, 2024) | Spice.ai blog</title>
+<meta name=description content="The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.
+Highlights Snowflake Data Connector: Initial support for Snowflake as a data source."><meta property="og:title" content="Spice v0.12.1-alpha (May 6, 2024)"><meta property="og:description" content="The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.
+Highlights Snowflake Data Connector: Initial support for Snowflake as a data source."><meta property="og:type" content="article"><meta property="og:url" content="/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/"><meta property="article:section" content="posts"><meta property="article:published_time" content="2024-05-06T00:00:00+00:00"><meta property="article:modified_time" content="2024-05-15T13:55:21-04:00"><meta itemprop=name content="Spice v0.12.1-alpha (May 6, 2024)"><meta itemprop=description content="The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.
+Highlights Snowflake Data Connector: Initial support for Snowflake as a data source."><meta itemprop=datePublished content="2024-05-06T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-15T13:55:21-04:00"><meta itemprop=wordCount content="601"><meta itemprop=keywords content="snowflake,clickhouse,SQL,tables,connector,schema,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice v0.12.1-alpha (May 6, 2024)"><meta name=twitter:description content="The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.
+Highlights Snowflake Data Connector: Initial support for Snowflake as a data source."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank 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class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span class=td-sidebar-nav-active-item>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is 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id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a 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td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" 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id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice v0.12.1-alpha (May 6, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-05-06 class=text-muted>Monday, May 06, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header><p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Snowflake Data Connector</strong>: Initial support for <a href=https://www.snowflake.com/>Snowflake</a> as a data source.</p></li><li><p><strong>Clickhouse Data Streaming</strong>: Enables data streaming by default, eliminating in-memory result collection.</p></li><li><p><strong>Read-only SQL Interface</strong>: Disables DML (INSERT/UPDATE/DELETE) and DDL (CREATE/ALTER TABLE) queries for improved data source security.</p></li><li><p><strong>Error Message Improvements</strong>: Improved the error messages for commonly encountered issues with data connectors.</p></li><li><p><strong>Accelerated Tables</strong>: Supports NULL values across all data types and fixes schema conversion errors for consistent type handling.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@ahirner</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@gloomweaver</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Add schema types check for query result by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1212>https://github.com/spiceai/spiceai/pull/1212</a></li><li>helm chart for v0.12.0-alpha by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1235>https://github.com/spiceai/spiceai/pull/1235</a></li><li>Update acknowledgements by @github-actions in <a href=https://github.com/spiceai/spiceai/pull/1232>https://github.com/spiceai/spiceai/pull/1232</a></li><li>Bump spiceai version to v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1239>https://github.com/spiceai/spiceai/pull/1239</a></li><li>Update ROADMAP.md - remove v0.12.0-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1241>https://github.com/spiceai/spiceai/pull/1241</a></li><li>Raise errors in InsertBuilder by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1242>https://github.com/spiceai/spiceai/pull/1242</a></li><li>Update endgame template by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1240>https://github.com/spiceai/spiceai/pull/1240</a></li><li>Add E2E tests for acceleration engines types support by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1218>https://github.com/spiceai/spiceai/pull/1218</a></li><li>Stream blocks to arrow by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1203>https://github.com/spiceai/spiceai/pull/1203</a></li><li>Update enhancement.md to include a checklist item have a release notes entry for each enhancement. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1245>https://github.com/spiceai/spiceai/pull/1245</a></li><li>arrow_sql_gen data column conversion by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1230>https://github.com/spiceai/spiceai/pull/1230</a></li><li>Implement the Localhost Data Connector & fix DoPut by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1266>https://github.com/spiceai/spiceai/pull/1266</a></li><li>Update postgres parameter check by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1244>https://github.com/spiceai/spiceai/pull/1244</a></li><li>Record batch casting to fix SQLite data type issues by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1261>https://github.com/spiceai/spiceai/pull/1261</a></li><li>typo fix on Decimal in postgres arrow_sql_gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1277>https://github.com/spiceai/spiceai/pull/1277</a></li><li>Move verify_schema to arrow_tools by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1284>https://github.com/spiceai/spiceai/pull/1284</a></li><li>Support UUID and TimestampTZ type for Postgres as Data Connector by @ahirner & @y-f-u <a href=https://github.com/spiceai/spiceai/pull/1276>https://github.com/spiceai/spiceai/pull/1276</a></li><li>Fix linter warnings by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1286>https://github.com/spiceai/spiceai/pull/1286</a></li><li>Add Snowflake data connector by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1278>https://github.com/spiceai/spiceai/pull/1278</a></li><li>Add Snowflake login support (username and password) by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1272>https://github.com/spiceai/spiceai/pull/1272</a></li><li>convert timestamp properly in sql gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1291>https://github.com/spiceai/spiceai/pull/1291</a></li><li>Add if not exists clause to create statement on when creating a table using duckdb acceleration. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1290>https://github.com/spiceai/spiceai/pull/1290</a></li><li>Disable DML & DDL queries in the public SQL interface by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1294>https://github.com/spiceai/spiceai/pull/1294</a></li><li>Refactor duckdb to properly set access_mode for connection by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1285>https://github.com/spiceai/spiceai/pull/1285</a></li><li>do not insert batch for sqlite and postgres if no records in the record batch by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1293>https://github.com/spiceai/spiceai/pull/1293</a></li><li>Postgres - add custom error message for invalid error table by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1295>https://github.com/spiceai/spiceai/pull/1295</a></li><li>SQLite/Accelerators handle null values by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1298>https://github.com/spiceai/spiceai/pull/1298</a></li><li>Add command to attach to running process by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1297>https://github.com/spiceai/spiceai/pull/1297</a></li><li>Use the <code>GITHUB_TOKEN</code> environment variable in the installation script, if available, to avoid rate limiting in CI workflows by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1302>https://github.com/spiceai/spiceai/pull/1302</a></li><li>Fix unsupported SSL mode options for PostgreSQL connection string by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1300>https://github.com/spiceai/spiceai/pull/1300</a></li><li>Add CLI cmd <code>spice login spark</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1303>https://github.com/spiceai/spiceai/pull/1303</a></li><li>Check only the latest published release to avoid installing pre-release versions by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1301>https://github.com/spiceai/spiceai/pull/1301</a></li><li>Postgres data connector - handle invalid host/port and username/password errors by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1292>https://github.com/spiceai/spiceai/pull/1292</a></li><li>Fix the panic on bad clickhouse connection by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1306>https://github.com/spiceai/spiceai/pull/1306</a></li><li>Improve Snowflake Data Connector by @sgrebnov <a href=https://github.com/spiceai/spiceai/pull/1296>https://github.com/spiceai/spiceai/pull/1296</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha>https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ aria-label="Previous - Spice v0.12-alpha (April 29, 2024)" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ aria-label="Next - Spice v0.12.2-alpha (May 13, 2024)" class="btn btn-primary">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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diff --git a/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/index.html b/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/index.html
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@@ -7,7 +7,7 @@
 Highlights Improved Connectivity Error Messages: Error messages provide clearer, actionable guidance for misconfigured settings or unreachable data connectors.
 Snowflake Data Connector Improvements: Enables data streaming by default and adds support for key-pair authentication in addition to passwords."><meta itemprop=datePublished content="2024-05-13T00:00:00+00:00"><meta itemprop=dateModified content="2024-05-14T08:48:27-07:00"><meta itemprop=wordCount content="589"><meta itemprop=keywords content="error messages,snowflake,odbc,data refresh,helm,"><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice v0.12.2-alpha (May 13, 2024)"><meta name=twitter:description content="The v0.12.2-alpha release introduces data streaming and key-pair authentication for the Snowflake data connector, enables general append mode data refreshes for time-series data, improves connectivity error messages, adds nested folders support for the S3 data connector, and exposes nodeSelector and affinity keys in the Helm chart for better Kubernetes management.
 Highlights Improved Connectivity Error Messages: Error messages provide clearer, actionable guidance for misconfigured settings or unreachable data connectors.
-Snowflake Data Connector Improvements: Enables data streaming by default and adds support for key-pair authentication in addition to passwords."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span class=td-sidebar-nav-active-item>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#breaking-changes>Breaking Changes</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice v0.12.2-alpha (May 13, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-05-13 class=text-muted>Monday, May 13, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header><p>The v0.12.2-alpha release introduces data streaming and key-pair authentication for the Snowflake data connector, enables general <code>append</code> mode data refreshes for time-series data, improves connectivity error messages, adds nested folders support for the S3 data connector, and exposes nodeSelector and affinity keys in the Helm chart for better Kubernetes management.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Improved Connectivity Error Messages</strong>: Error messages provide clearer, actionable guidance for misconfigured settings or unreachable data connectors.</p></li><li><p><strong>Snowflake Data Connector Improvements</strong>: Enables data streaming by default and adds support for <a href=https://docs.snowflake.com/en/user-guide/key-pair-auth>key-pair</a> authentication in addition to passwords.</p></li><li><p><strong>API for Refresh SQL Updates</strong>: Update dataset Refresh SQL via API.</p></li><li><p><strong>Append Data Refresh</strong>: Append mode data refreshes for time-series data are now supported for all data connectors. Specify a dataset <code>time_column</code> with <code>refresh_mode: append</code> to only fetch data more recent than the latest local data.</p></li><li><p><strong>Docker Image Update</strong>: The <code>spiceai/spiceai:latest</code> Docker image now includes the ODBC data connector. For a smaller footprint, use <code>spiceai/spiceai:latest-slim</code>.</p></li><li><p><strong>Helm Chart Improvements</strong>: <code>nodeSelector</code> and <code>affinity</code> keys are now supported in the Helm chart for improved Kubernetes deployment management.</p></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li>API to trigger accelerated dataset refreshes has changed from <code>POST /v1/datasets/:name/refresh</code> to <code>POST /v1/datasets/:name/acceleration/refresh</code> to be consistent with the <code>Spicepod.yaml</code> structure.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@mach-kernel</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li><li>@lukekim</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Fix list type support in spark connect by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1341>https://github.com/spiceai/spiceai/pull/1341</a></li><li>Add nested folder support in S3 Parquet connector by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1342>https://github.com/spiceai/spiceai/pull/1342</a></li><li>Improves S3 connector using DataFusion ListingTable table provider by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1326>https://github.com/spiceai/spiceai/pull/1326</a></li><li>Update ROADMAP May 6, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1315>https://github.com/spiceai/spiceai/pull/1315</a></li><li>List flightsql and snowflake as supported connectors in README.md by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1317>https://github.com/spiceai/spiceai/pull/1317</a></li><li>Helm chart for v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1323>https://github.com/spiceai/spiceai/pull/1323</a></li><li>Read sqlite_file param and use it as path by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1309>https://github.com/spiceai/spiceai/pull/1309</a></li><li>Compile spiced with <code>release</code> feature in docker image by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1324>https://github.com/spiceai/spiceai/pull/1324</a></li><li>Add support for Snowflake key-pair authentication by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1314>https://github.com/spiceai/spiceai/pull/1314</a></li><li>Wrap postgres errors in common DataConnectorError by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1327>https://github.com/spiceai/spiceai/pull/1327</a></li><li>Fix TPCH tests runner by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1330>https://github.com/spiceai/spiceai/pull/1330</a></li><li>Spice CLI support for Snowflake key-pair auth by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1325>https://github.com/spiceai/spiceai/pull/1325</a></li><li>sql_provider_datafusion: Support TimestampMicrosecond, Date32, Date64 by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1329>https://github.com/spiceai/spiceai/pull/1329</a></li><li>Resolve dangling reference for SQLite by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1312>https://github.com/spiceai/spiceai/pull/1312</a></li><li>Select columns from Spark Dataframe according to projected_schema by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1336>https://github.com/spiceai/spiceai/pull/1336</a></li><li>Expose nodeselector and affinity keys in Helm chart by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1338>https://github.com/spiceai/spiceai/pull/1338</a></li><li>Use streaming for Snowflake queries by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1337>https://github.com/spiceai/spiceai/pull/1337</a></li><li>Publish ODBC images by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1271>https://github.com/spiceai/spiceai/pull/1271</a></li><li>Include Postgres acceleration engine to types support tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1343>https://github.com/spiceai/spiceai/pull/1343</a></li><li>Refactor dataconnector providers getters to return common <code>DataConnectorResult</code> and <code>DataConnectorError</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1339>https://github.com/spiceai/spiceai/pull/1339</a></li><li>s3 csv support to validate the listing table extensibility by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1344>https://github.com/spiceai/spiceai/pull/1344</a></li><li>Move model code into separate, feature-flagged crate by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1335>https://github.com/spiceai/spiceai/pull/1335</a></li><li>Initial setup for federated queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1350>https://github.com/spiceai/spiceai/pull/1350</a></li><li>Refactor dbconnection errors, and catch invalid postgres table name case by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1353>https://github.com/spiceai/spiceai/pull/1353</a></li><li>Rename default datafusion catalog to &ldquo;spice&rdquo;, add internal &ldquo;spice.runtime&rdquo; schema by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1359>https://github.com/spiceai/spiceai/pull/1359</a></li><li>Add API to set Refresh SQL for accelerated table by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1356>https://github.com/spiceai/spiceai/pull/1356</a></li><li>Set next version to v0.12.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1367>https://github.com/spiceai/spiceai/pull/1367</a></li><li>Upgrade to DataFusion 38 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1368>https://github.com/spiceai/spiceai/pull/1368</a></li><li>Incremental append based on time column by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1360>https://github.com/spiceai/spiceai/pull/1360</a></li><li>Update README.md to include correct output when running show tables from quickstart by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1371>https://github.com/spiceai/spiceai/pull/1371</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha>https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ aria-label="Previous - Announcing the release of Spice.ai v0.12.1-alpha" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a class="btn btn-primary disabled">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+Snowflake Data Connector Improvements: Enables data streaming by default and adds support for key-pair authentication in addition to passwords."><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-page td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link 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id=m-posts><span>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child active-path" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 active td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span class=td-sidebar-nav-active-item>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a 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id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#highlights>Highlights</a></li><li><a href=#breaking-changes>Breaking Changes</a></li><li><a href=#contributors>Contributors</a></li><li><a href=#whats-changed>What&rsquo;s Changed</a></li><li><a href=#resources>Resources</a></li><li><a href=#community>Community</a></li></ul></nav></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><h1>Spice v0.12.2-alpha (May 13, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-05-13 class=text-muted>Monday, May 13, 2024</time></div><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header><p>The v0.12.2-alpha release introduces data streaming and key-pair authentication for the Snowflake data connector, enables general <code>append</code> mode data refreshes for time-series data, improves connectivity error messages, adds nested folders support for the S3 data connector, and exposes nodeSelector and affinity keys in the Helm chart for better Kubernetes management.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Improved Connectivity Error Messages</strong>: Error messages provide clearer, actionable guidance for misconfigured settings or unreachable data connectors.</p></li><li><p><strong>Snowflake Data Connector Improvements</strong>: Enables data streaming by default and adds support for <a href=https://docs.snowflake.com/en/user-guide/key-pair-auth>key-pair</a> authentication in addition to passwords.</p></li><li><p><strong>API for Refresh SQL Updates</strong>: Update dataset Refresh SQL via API.</p></li><li><p><strong>Append Data Refresh</strong>: Append mode data refreshes for time-series data are now supported for all data connectors. Specify a dataset <code>time_column</code> with <code>refresh_mode: append</code> to only fetch data more recent than the latest local data.</p></li><li><p><strong>Docker Image Update</strong>: The <code>spiceai/spiceai:latest</code> Docker image now includes the ODBC data connector. For a smaller footprint, use <code>spiceai/spiceai:latest-slim</code>.</p></li><li><p><strong>Helm Chart Improvements</strong>: <code>nodeSelector</code> and <code>affinity</code> keys are now supported in the Helm chart for improved Kubernetes deployment management.</p></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li>API to trigger accelerated dataset refreshes has changed from <code>POST /v1/datasets/:name/refresh</code> to <code>POST /v1/datasets/:name/acceleration/refresh</code> to be consistent with the <code>Spicepod.yaml</code> structure.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@mach-kernel</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li><li>@lukekim</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Fix list type support in spark connect by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1341>https://github.com/spiceai/spiceai/pull/1341</a></li><li>Add nested folder support in S3 Parquet connector by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1342>https://github.com/spiceai/spiceai/pull/1342</a></li><li>Improves S3 connector using DataFusion ListingTable table provider by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1326>https://github.com/spiceai/spiceai/pull/1326</a></li><li>Update ROADMAP May 6, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1315>https://github.com/spiceai/spiceai/pull/1315</a></li><li>List flightsql and snowflake as supported connectors in README.md by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1317>https://github.com/spiceai/spiceai/pull/1317</a></li><li>Helm chart for v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1323>https://github.com/spiceai/spiceai/pull/1323</a></li><li>Read sqlite_file param and use it as path by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1309>https://github.com/spiceai/spiceai/pull/1309</a></li><li>Compile spiced with <code>release</code> feature in docker image by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1324>https://github.com/spiceai/spiceai/pull/1324</a></li><li>Add support for Snowflake key-pair authentication by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1314>https://github.com/spiceai/spiceai/pull/1314</a></li><li>Wrap postgres errors in common DataConnectorError by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1327>https://github.com/spiceai/spiceai/pull/1327</a></li><li>Fix TPCH tests runner by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1330>https://github.com/spiceai/spiceai/pull/1330</a></li><li>Spice CLI support for Snowflake key-pair auth by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1325>https://github.com/spiceai/spiceai/pull/1325</a></li><li>sql_provider_datafusion: Support TimestampMicrosecond, Date32, Date64 by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1329>https://github.com/spiceai/spiceai/pull/1329</a></li><li>Resolve dangling reference for SQLite by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1312>https://github.com/spiceai/spiceai/pull/1312</a></li><li>Select columns from Spark Dataframe according to projected_schema by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1336>https://github.com/spiceai/spiceai/pull/1336</a></li><li>Expose nodeselector and affinity keys in Helm chart by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1338>https://github.com/spiceai/spiceai/pull/1338</a></li><li>Use streaming for Snowflake queries by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1337>https://github.com/spiceai/spiceai/pull/1337</a></li><li>Publish ODBC images by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1271>https://github.com/spiceai/spiceai/pull/1271</a></li><li>Include Postgres acceleration engine to types support tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1343>https://github.com/spiceai/spiceai/pull/1343</a></li><li>Refactor dataconnector providers getters to return common <code>DataConnectorResult</code> and <code>DataConnectorError</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1339>https://github.com/spiceai/spiceai/pull/1339</a></li><li>s3 csv support to validate the listing table extensibility by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1344>https://github.com/spiceai/spiceai/pull/1344</a></li><li>Move model code into separate, feature-flagged crate by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1335>https://github.com/spiceai/spiceai/pull/1335</a></li><li>Initial setup for federated queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1350>https://github.com/spiceai/spiceai/pull/1350</a></li><li>Refactor dbconnection errors, and catch invalid postgres table name case by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1353>https://github.com/spiceai/spiceai/pull/1353</a></li><li>Rename default datafusion catalog to &ldquo;spice&rdquo;, add internal &ldquo;spice.runtime&rdquo; schema by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1359>https://github.com/spiceai/spiceai/pull/1359</a></li><li>Add API to set Refresh SQL for accelerated table by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1356>https://github.com/spiceai/spiceai/pull/1356</a></li><li>Set next version to v0.12.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1367>https://github.com/spiceai/spiceai/pull/1367</a></li><li>Upgrade to DataFusion 38 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1368>https://github.com/spiceai/spiceai/pull/1368</a></li><li>Incremental append based on time column by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1360>https://github.com/spiceai/spiceai/pull/1360</a></li><li>Update README.md to include correct output when running show tables from quickstart by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1371>https://github.com/spiceai/spiceai/pull/1371</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha>https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul><ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5"><li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ aria-label="Previous - Spice v0.12.1-alpha (May 6, 2024)" class="btn btn-primary"><span class=me-1>←</span>Previous</a></li><li><a class="btn btn-primary disabled">Next<span class=ms-1>→</span></a></li></ul></div></main></div></div><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=canonical type=text/html href=/posts/><meta name=robots content="noindex, nofollow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice.ai blog | Spice.ai blog</title>
 <meta name=description content><meta property="og:title" content="Spice.ai blog"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/posts/"><meta itemprop=name content="Spice.ai blog"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai blog"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-section td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><div class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"></div><div class="d-none d-xl-block col-xl-2 td-toc d-print-none"></div><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-content><div class="pageinfo pageinfo-primary d-print-none"><p>This is the multi-page printable view of this section.
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/posts/>Return to the regular view of this page</a>.</p></div><h1 class=title>Spice.ai blog</h1><ul><li><a href=#pg-333f2ae4169e54f636aa4e9d380cfc60>Spice v0.12.2-alpha (May 13, 2024)</a></li><li><a href=#pg-9c171b35a5cdf2b0a99e7840fdf8ef69>Announcing the release of Spice.ai v0.12.1-alpha</a></li><li><a href=#pg-2cc1b86531b7b4bc60ab58b6a9e83fb0>Announcing the release of Spice.ai v0.12-alpha</a></li><li><a href=#pg-1c8245376cfa29c897eaf329644036fb>Announcing the release of Spice.ai v0.11.1-alpha</a></li><li><a href=#pg-51a7b5707c274008bd7805fa5952b37a>Announcing the release of Spice.ai v0.11-alpha</a></li><li><a href=#pg-b572a6a1cdef120772ca956f8becec36>Announcing the release of Spice.ai v0.10.2-alpha</a></li><li><a href=#pg-f075a1a5d6b26a27eb994d2e5c289931>Announcing the release of Spice.ai v0.10.1-alpha</a></li><li><a href=#pg-a15b3dadbf9eb82ddfcf1f5ded720b57>Adding Spice - The Next Generation of Spice.ai OSS</a></li><li><a href=#pg-7a0d68d705ec4dbee81f06e025030717>Announcing the release of Spice.ai v0.10-alpha</a></li><li><a href=#pg-5ec29e80d78c7a105ad3e3d17c084ec8>Announcing the release of Spice.ai v0.9.1-alpha</a></li><li><a href=#pg-a70b064978687beba7da2bb58094e86c>Announcing the release of Spice.ai v0.9-alpha</a></li><li><a href=#pg-1dd4d7fe179f0182b63bdbc408ecaac0>Announcing the release of Spice.ai v0.8-alpha</a></li><li><a href=#pg-dde870977d66ea99063627a4785671f6>Announcing the release of Spice.ai v0.7-alpha</a></li><li><a href=#pg-4d2623d9eb5442d10d1ab318ce8162ff>Building on Apache Arrow and Flight</a></li><li><a href=#pg-53f84763b8afb82b80b13f083b732263>Announcing the release of Spice.ai v0.6.1-alpha</a></li><li><a href=#pg-5dc91d410d86c9c17a47995c5fd22003>Announcing the release of Spice.ai v0.6-alpha</a></li><li><a href=#pg-9194daa44c5adffb7e98971a6107c138>Adding Soft Actor-Critic</a></li><li><a href=#pg-ae8fb18c8afa3eb131ca6817f407e8c7>What Data Informs AI-driven Decision Making?</a></li><li><a href=#pg-76db296a12cbc2a413d997a0f28adf0f>A New Class of Applications That Learn and Adapt</a></li><li><a href=#pg-c7cc8f0e12c0e54eeac7ce403638b845>Announcing the release of Spice.ai v0.5.1-alpha</a></li><li><a href=#pg-3ce6bdd9bf1754c10d5655d83fec25bc>Understanding Q-learning: How a Reward Is All You Need</a></li><li><a href=#pg-5967554995f41d224020cd7d65f9efa3>Announcing the release of Spice.ai v0.5-alpha</a></li><li><a href=#pg-709a31a1023a09aae511ed0ec88d7db8>AI needs AI-ready data</a></li><li><a href=#pg-f0a65c455cd43d3cf38f21c710535f7e>Spicepods: From Zero To Hero</a></li><li><a href=#pg-22deb16c3fd8a713fe77e085921d595b>Announcing the release of Spice.ai v0.4.1-alpha</a></li><li><a href=#pg-2e5e6a86217b4519d72b5c7806a746a2>Spice.ai's approach to Time-Series AI</a></li><li><a href=#pg-b03f83cf64a60c0c6aab7f834ea809fe>Announcing the release of Spice.ai v0.4-alpha</a></li><li><a href=#pg-fe95f317244916a952a95a1a535cb6c5>Teaching Apps how to Learn with Spicepods</a></li><li><a href=#pg-6a8baab787d18f917271144e867b4f34>Making Apps That Learn And Adapt</a></li><li><a href=#pg-9922374bf66729226d7af4c9dd8cdc2d>Announcing the release of Spice.ai v0.3.1-alpha</a></li><li><a href=#pg-7f8094caa5f9e6280ae78a085186670d>Spice.ai v0.3-alpha is now available</a></li><li><a href=#pg-c6557b80bf6f36c857169c3be670d151>Announcing the release of Spice.ai v0.2.1-alpha</a></li><li><a href=#pg-dba426200deeb332d041ee125183dfe0>Spice.ai v0.2-alpha is now available</a></li><li><a href=#pg-8aee9e369e1b768dbd3823b273bd7883>Introducing Spice.ai - open source, time series AI for developers</a></li></ul><div class=content><p>This is the <strong>blog</strong> section.</p><p>Files in these directories will be listed in reverse chronological order.</p></div></div><div class=td-content><h1 id=pg-333f2ae4169e54f636aa4e9d380cfc60>Spice v0.12.2-alpha (May 13, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-05-13 class=text-muted>Monday, May 13, 2024</time></div><p>The v0.12.2-alpha release introduces data streaming and key-pair authentication for the Snowflake data connector, enables general <code>append</code> mode data refreshes for time-series data, improves connectivity error messages, adds nested folders support for the S3 data connector, and exposes nodeSelector and affinity keys in the Helm chart for better Kubernetes management.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Improved Connectivity Error Messages</strong>: Error messages provide clearer, actionable guidance for misconfigured settings or unreachable data connectors.</p></li><li><p><strong>Snowflake Data Connector Improvements</strong>: Enables data streaming by default and adds support for <a href=https://docs.snowflake.com/en/user-guide/key-pair-auth>key-pair</a> authentication in addition to passwords.</p></li><li><p><strong>API for Refresh SQL Updates</strong>: Update dataset Refresh SQL via API.</p></li><li><p><strong>Append Data Refresh</strong>: Append mode data refreshes for time-series data are now supported for all data connectors. Specify a dataset <code>time_column</code> with <code>refresh_mode: append</code> to only fetch data more recent than the latest local data.</p></li><li><p><strong>Docker Image Update</strong>: The <code>spiceai/spiceai:latest</code> Docker image now includes the ODBC data connector. For a smaller footprint, use <code>spiceai/spiceai:latest-slim</code>.</p></li><li><p><strong>Helm Chart Improvements</strong>: <code>nodeSelector</code> and <code>affinity</code> keys are now supported in the Helm chart for improved Kubernetes deployment management.</p></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li>API to trigger accelerated dataset refreshes has changed from <code>POST /v1/datasets/:name/refresh</code> to <code>POST /v1/datasets/:name/acceleration/refresh</code> to be consistent with the <code>Spicepod.yaml</code> structure.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@mach-kernel</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li><li>@lukekim</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Fix list type support in spark connect by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1341>https://github.com/spiceai/spiceai/pull/1341</a></li><li>Add nested folder support in S3 Parquet connector by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1342>https://github.com/spiceai/spiceai/pull/1342</a></li><li>Improves S3 connector using DataFusion ListingTable table provider by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1326>https://github.com/spiceai/spiceai/pull/1326</a></li><li>Update ROADMAP May 6, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1315>https://github.com/spiceai/spiceai/pull/1315</a></li><li>List flightsql and snowflake as supported connectors in README.md by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1317>https://github.com/spiceai/spiceai/pull/1317</a></li><li>Helm chart for v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1323>https://github.com/spiceai/spiceai/pull/1323</a></li><li>Read sqlite_file param and use it as path by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1309>https://github.com/spiceai/spiceai/pull/1309</a></li><li>Compile spiced with <code>release</code> feature in docker image by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1324>https://github.com/spiceai/spiceai/pull/1324</a></li><li>Add support for Snowflake key-pair authentication by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1314>https://github.com/spiceai/spiceai/pull/1314</a></li><li>Wrap postgres errors in common DataConnectorError by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1327>https://github.com/spiceai/spiceai/pull/1327</a></li><li>Fix TPCH tests runner by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1330>https://github.com/spiceai/spiceai/pull/1330</a></li><li>Spice CLI support for Snowflake key-pair auth by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1325>https://github.com/spiceai/spiceai/pull/1325</a></li><li>sql_provider_datafusion: Support TimestampMicrosecond, Date32, Date64 by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1329>https://github.com/spiceai/spiceai/pull/1329</a></li><li>Resolve dangling reference for SQLite by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1312>https://github.com/spiceai/spiceai/pull/1312</a></li><li>Select columns from Spark Dataframe according to projected_schema by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1336>https://github.com/spiceai/spiceai/pull/1336</a></li><li>Expose nodeselector and affinity keys in Helm chart by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1338>https://github.com/spiceai/spiceai/pull/1338</a></li><li>Use streaming for Snowflake queries by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1337>https://github.com/spiceai/spiceai/pull/1337</a></li><li>Publish ODBC images by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1271>https://github.com/spiceai/spiceai/pull/1271</a></li><li>Include Postgres acceleration engine to types support tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1343>https://github.com/spiceai/spiceai/pull/1343</a></li><li>Refactor dataconnector providers getters to return common <code>DataConnectorResult</code> and <code>DataConnectorError</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1339>https://github.com/spiceai/spiceai/pull/1339</a></li><li>s3 csv support to validate the listing table extensibility by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1344>https://github.com/spiceai/spiceai/pull/1344</a></li><li>Move model code into separate, feature-flagged crate by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1335>https://github.com/spiceai/spiceai/pull/1335</a></li><li>Initial setup for federated queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1350>https://github.com/spiceai/spiceai/pull/1350</a></li><li>Refactor dbconnection errors, and catch invalid postgres table name case by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1353>https://github.com/spiceai/spiceai/pull/1353</a></li><li>Rename default datafusion catalog to &ldquo;spice&rdquo;, add internal &ldquo;spice.runtime&rdquo; schema by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1359>https://github.com/spiceai/spiceai/pull/1359</a></li><li>Add API to set Refresh SQL for accelerated table by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1356>https://github.com/spiceai/spiceai/pull/1356</a></li><li>Set next version to v0.12.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1367>https://github.com/spiceai/spiceai/pull/1367</a></li><li>Upgrade to DataFusion 38 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1368>https://github.com/spiceai/spiceai/pull/1368</a></li><li>Incremental append based on time column by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1360>https://github.com/spiceai/spiceai/pull/1360</a></li><li>Update README.md to include correct output when running show tables from quickstart by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1371>https://github.com/spiceai/spiceai/pull/1371</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha>https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-9c171b35a5cdf2b0a99e7840fdf8ef69>Announcing the release of Spice.ai v0.12.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-05-06 class=text-muted>Monday, May 06, 2024</time></div><h1 id=spice-v0121-alpha-may-6-2024>Spice v0.12.1-alpha (May 6, 2024)</h1><p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Snowflake Data Connector</strong>: Initial support for <a href=https://www.snowflake.com/>Snowflake</a> as a data source.</p></li><li><p><strong>Clickhouse Data Streaming</strong>: Enables data streaming by default, eliminating in-memory result collection.</p></li><li><p><strong>Read-only SQL Interface</strong>: Disables DML (INSERT/UPDATE/DELETE) and DDL (CREATE/ALTER TABLE) queries for improved data source security.</p></li><li><p><strong>Error Message Improvements</strong>: Improved the error messages for commonly encountered issues with data connectors.</p></li><li><p><strong>Accelerated Tables</strong>: Supports NULL values across all data types and fixes schema conversion errors for consistent type handling.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@ahirner</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@gloomweaver</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Add schema types check for query result by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1212>https://github.com/spiceai/spiceai/pull/1212</a></li><li>helm chart for v0.12.0-alpha by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1235>https://github.com/spiceai/spiceai/pull/1235</a></li><li>Update acknowledgements by @github-actions in <a href=https://github.com/spiceai/spiceai/pull/1232>https://github.com/spiceai/spiceai/pull/1232</a></li><li>Bump spiceai version to v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1239>https://github.com/spiceai/spiceai/pull/1239</a></li><li>Update ROADMAP.md - remove v0.12.0-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1241>https://github.com/spiceai/spiceai/pull/1241</a></li><li>Raise errors in InsertBuilder by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1242>https://github.com/spiceai/spiceai/pull/1242</a></li><li>Update endgame template by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1240>https://github.com/spiceai/spiceai/pull/1240</a></li><li>Add E2E tests for acceleration engines types support by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1218>https://github.com/spiceai/spiceai/pull/1218</a></li><li>Stream blocks to arrow by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1203>https://github.com/spiceai/spiceai/pull/1203</a></li><li>Update enhancement.md to include a checklist item have a release notes entry for each enhancement. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1245>https://github.com/spiceai/spiceai/pull/1245</a></li><li>arrow_sql_gen data column conversion by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1230>https://github.com/spiceai/spiceai/pull/1230</a></li><li>Implement the Localhost Data Connector & fix DoPut by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1266>https://github.com/spiceai/spiceai/pull/1266</a></li><li>Update postgres parameter check by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1244>https://github.com/spiceai/spiceai/pull/1244</a></li><li>Record batch casting to fix SQLite data type issues by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1261>https://github.com/spiceai/spiceai/pull/1261</a></li><li>typo fix on Decimal in postgres arrow_sql_gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1277>https://github.com/spiceai/spiceai/pull/1277</a></li><li>Move verify_schema to arrow_tools by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1284>https://github.com/spiceai/spiceai/pull/1284</a></li><li>Support UUID and TimestampTZ type for Postgres as Data Connector by @ahirner & @y-f-u <a href=https://github.com/spiceai/spiceai/pull/1276>https://github.com/spiceai/spiceai/pull/1276</a></li><li>Fix linter warnings by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1286>https://github.com/spiceai/spiceai/pull/1286</a></li><li>Add Snowflake data connector by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1278>https://github.com/spiceai/spiceai/pull/1278</a></li><li>Add Snowflake login support (username and password) by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1272>https://github.com/spiceai/spiceai/pull/1272</a></li><li>convert timestamp properly in sql gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1291>https://github.com/spiceai/spiceai/pull/1291</a></li><li>Add if not exists clause to create statement on when creating a table using duckdb acceleration. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1290>https://github.com/spiceai/spiceai/pull/1290</a></li><li>Disable DML & DDL queries in the public SQL interface by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1294>https://github.com/spiceai/spiceai/pull/1294</a></li><li>Refactor duckdb to properly set access_mode for connection by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1285>https://github.com/spiceai/spiceai/pull/1285</a></li><li>do not insert batch for sqlite and postgres if no records in the record batch by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1293>https://github.com/spiceai/spiceai/pull/1293</a></li><li>Postgres - add custom error message for invalid error table by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1295>https://github.com/spiceai/spiceai/pull/1295</a></li><li>SQLite/Accelerators handle null values by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1298>https://github.com/spiceai/spiceai/pull/1298</a></li><li>Add command to attach to running process by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1297>https://github.com/spiceai/spiceai/pull/1297</a></li><li>Use the <code>GITHUB_TOKEN</code> environment variable in the installation script, if available, to avoid rate limiting in CI workflows by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1302>https://github.com/spiceai/spiceai/pull/1302</a></li><li>Fix unsupported SSL mode options for PostgreSQL connection string by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1300>https://github.com/spiceai/spiceai/pull/1300</a></li><li>Add CLI cmd <code>spice login spark</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1303>https://github.com/spiceai/spiceai/pull/1303</a></li><li>Check only the latest published release to avoid installing pre-release versions by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1301>https://github.com/spiceai/spiceai/pull/1301</a></li><li>Postgres data connector - handle invalid host/port and username/password errors by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1292>https://github.com/spiceai/spiceai/pull/1292</a></li><li>Fix the panic on bad clickhouse connection by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1306>https://github.com/spiceai/spiceai/pull/1306</a></li><li>Improve Snowflake Data Connector by @sgrebnov <a href=https://github.com/spiceai/spiceai/pull/1296>https://github.com/spiceai/spiceai/pull/1296</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha>https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-2cc1b86531b7b4bc60ab58b6a9e83fb0>Announcing the release of Spice.ai v0.12-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-04-29 class=text-muted>Monday, April 29, 2024</time></div><h1 id=spice-v012-alpha-apr-29-2024>Spice v0.12-alpha (Apr 29, 2024)</h1><p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Clickhouse data connector</strong>: Use <a href=https://clickhouse.com>Clickhouse</a> as a data source with the <code>clickhouse:</code> scheme.</p></li><li><p><strong>Apache Spark Connect data connector</strong>: Use Apache <a href=https://spark.apache.org/spark-connect/>Spark Connect</a> connections as a data source using the <code>spark:</code> scheme.</p></li><li><p><strong>Refresh data window</strong>: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes.</p></li><li><p><strong>ODBC data connector</strong>: Use ODBC connections as a data source using the <code>odbc:</code> scheme. The ODBC data connector is currently optional and not included in default builds. It can be conditionally compiled using the <code>odbc</code> cargo feature when building from source.</p></li><li><p><strong>Spice Client SDK Support</strong>: The official Spice SDKs have been upgraded with support for Spice OSS.</p><ul><li><a href=https://github.com/spiceai/spice-rs/releases/tag/v2.0.0>spice-rs v2.0.0</a></li><li><a href=https://github.com/spiceai/spice.js/releases/tag/v2.0.0>spice.js v2.0.0</a></li><li><a href=https://github.com/spiceai/gospice/releases/tag/v6.0.0>gospice v6.0.0</a></li><li><a href=https://github.com/spiceai/spicepy/releases/tag/v2.0.0>spicepy v2.0.0</a></li></ul></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li><strong>Refresh interval:</strong> The <code>refresh_interval</code> acceleration setting and been changed to <code>refresh_check_interval</code> to make it clearer it is the check versus the data interval.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@gloomweaver</li><li>@edmondop</li><li>@mach-kernel</li></ul><h2 id=new-contributors>New Contributors</h2><ul><li>Thanks to @mach-kernel who made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a> by adding the ODBC data connector!</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update helm version by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1167>https://github.com/spiceai/spiceai/pull/1167</a></li><li>Handle and trace errors in secret stores by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1149>https://github.com/spiceai/spiceai/pull/1149</a></li><li>bump the release versions to 0.12.0 by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1171>https://github.com/spiceai/spiceai/pull/1171</a></li><li>Don&rsquo;t fail acknowledgments flow if no changes detected by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1170>https://github.com/spiceai/spiceai/pull/1170</a></li><li>Allow Spice CLI to control runtime installation on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1173>https://github.com/spiceai/spiceai/pull/1173</a></li><li>Allow <code>SELECT count(*)</code> for Sqlite Data Accelerator by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1166>https://github.com/spiceai/spiceai/pull/1166</a></li><li>add refresh_period param in acceleration by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1180>https://github.com/spiceai/spiceai/pull/1180</a></li><li>Properly support Spark Connect filter pushdown by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1186>https://github.com/spiceai/spiceai/pull/1186</a></li><li>Avoid rate-limiting on arduino/setup-protoc@v3 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1189>https://github.com/spiceai/spiceai/pull/1189</a></li><li>Clickhouse DataConnector base implementation by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1168>https://github.com/spiceai/spiceai/pull/1168</a></li><li>rename refresh_interval to refresh_check_interval by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1190>https://github.com/spiceai/spiceai/pull/1190</a></li><li>Fix timestamp & add support for Decimal to Databricks/Spark by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1194>https://github.com/spiceai/spiceai/pull/1194</a></li><li>Convert temporal column and refresh period to datafusion expr by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1187>https://github.com/spiceai/spiceai/pull/1187</a></li><li>Hot reload accelerated table on dataset update by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1195>https://github.com/spiceai/spiceai/pull/1195</a></li><li>Upgrade DataFusion to 37.1 & DuckDB to 10.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1200>https://github.com/spiceai/spiceai/pull/1200</a></li><li>Update version.txt for 0.11.2 release by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1199>https://github.com/spiceai/spiceai/pull/1199</a></li><li>Clickhouse E2E by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1193>https://github.com/spiceai/spiceai/pull/1193</a></li><li>Clickhouse: fix darwin ci pipeline by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1201>https://github.com/spiceai/spiceai/pull/1201</a></li><li>Add table_type to <code>show tables</code> in Spice SQL & update next version to <code>v0.12.0-alpha</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1206>https://github.com/spiceai/spiceai/pull/1206</a></li><li>print WARN if time_column does not exists in federated schema by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1207>https://github.com/spiceai/spiceai/pull/1207</a></li><li>Add FallbackOnZeroResultsScanExec for executing an input ExecutionPlan and optionally falling back to a TableProvider.scan() if the input has zero results by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1196>https://github.com/spiceai/spiceai/pull/1196</a></li><li>Clickhouse refactor connection code and set secure option by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1198>https://github.com/spiceai/spiceai/pull/1198</a></li><li>E2E: reusable Spice installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1205>https://github.com/spiceai/spiceai/pull/1205</a></li><li>Clickhouse block_to_arrow unit test by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1202>https://github.com/spiceai/spiceai/pull/1202</a></li><li>rename refresh_period to refresh_data_period by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1210>https://github.com/spiceai/spiceai/pull/1210</a></li><li>Refactor E2E tests: dataset verification and PostgreSQL installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1211>https://github.com/spiceai/spiceai/pull/1211</a></li><li>Add BI dashboard acceleration video to README.md by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1219>https://github.com/spiceai/spiceai/pull/1219</a></li><li>Improve clarity and consistency of output messages by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1214>https://github.com/spiceai/spiceai/pull/1214</a></li><li>Update ROADMAP Apr 29, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1220>https://github.com/spiceai/spiceai/pull/1220</a></li><li>Stand-alone Spark Connect: Isolate Spark Connect from Databricks Connect to make it reusable by @edmondop in <a href=https://github.com/spiceai/spiceai/pull/1213>https://github.com/spiceai/spiceai/pull/1213</a></li><li>Optimize build time in dev mode by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1215>https://github.com/spiceai/spiceai/pull/1215</a></li><li>Feature: Support ODBC reads using unixodbc by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a></li><li>Use non-fork deltalake by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1223>https://github.com/spiceai/spiceai/pull/1223</a></li><li>Support Date32 & Date64 in arrow_sql_gen by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1217>https://github.com/spiceai/spiceai/pull/1217</a></li><li>Update REPL output to be consistent with the latest Spice version by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1231>https://github.com/spiceai/spiceai/pull/1231</a></li><li>rename refresh_data_period to refresh_data_window by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1233>https://github.com/spiceai/spiceai/pull/1233</a></li><li>Update README.md to include ODBC, Spark Connect, and Clickhouse data connectors in support data connector matrix. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1234>https://github.com/spiceai/spiceai/pull/1234</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha>https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-1c8245376cfa29c897eaf329644036fb>Announcing the release of Spice.ai v0.11.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-04-22 class=text-muted>Monday, April 22, 2024</time></div><h1 id=spice-v0111-alpha-apr-22-2024>Spice v0.11.1-alpha (Apr 22, 2024)</h1><p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Retention Policies for Accelerated Datasets</strong>: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.</p></li><li><p><strong>Windows Installation Support</strong>: Native Windows installation support, including upgrades.</p></li><li><p><strong>Databricks Spark Connect Catalog and Schema Settings</strong>: Improved translation between DataFusion and Spark, providing better Spark Catalog support.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@Sevenannn</li><li>@gloomweaver</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li>PowerShell script to install Spice on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1128>https://github.com/spiceai/spiceai/pull/1128</a></li><li>Support catalog and schema in Databricks Spark Connect by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1137>https://github.com/spiceai/spiceai/pull/1137</a></li><li>Retention handlers by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1096>https://github.com/spiceai/spiceai/pull/1096</a></li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update CONTRIBUTING with new dependencies by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1121>https://github.com/spiceai/spiceai/pull/1121</a></li><li>Fix the Helm tag by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1122>https://github.com/spiceai/spiceai/pull/1122</a></li><li>Upgrade Spice version to 0.11.1 by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1123>https://github.com/spiceai/spiceai/pull/1123</a></li><li>Remove 0.11 from roadmap by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1124>https://github.com/spiceai/spiceai/pull/1124</a></li><li>Include <code>refresh_sql</code> and manual refresh to e2e tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1125>https://github.com/spiceai/spiceai/pull/1125</a></li><li>Respect executables file extension on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1130>https://github.com/spiceai/spiceai/pull/1130</a></li><li>Use quoted strings when performing federated SQL queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1129>https://github.com/spiceai/spiceai/pull/1129</a></li><li>Make Windows artifact names consistent with other platforms by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1132>https://github.com/spiceai/spiceai/pull/1132</a></li><li>Make Windows installation less verbose by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1138>https://github.com/spiceai/spiceai/pull/1138</a></li><li>Document Windows installation and add test by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1134>https://github.com/spiceai/spiceai/pull/1134</a></li><li>Use transaction for DuckDB Table Writer by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1135>https://github.com/spiceai/spiceai/pull/1135</a></li><li>Update Windows installation script url by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1143>https://github.com/spiceai/spiceai/pull/1143</a></li><li>Update roadmap Apr 18, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1142>https://github.com/spiceai/spiceai/pull/1142</a></li><li>Test connection when new connection pool created by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1126>https://github.com/spiceai/spiceai/pull/1126</a></li><li>Enable clippy::clone_on_ref_ptr by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1146>https://github.com/spiceai/spiceai/pull/1146</a></li><li>Allow only alphanumeric dataset names when using <code>spice dataset configure</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1140>https://github.com/spiceai/spiceai/pull/1140</a></li><li>Extend PR check to build with no default features, and each individual feature by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1156>https://github.com/spiceai/spiceai/pull/1156</a></li><li>Bump rustls from 0.21.10 to 0.21.11 by @dependabot in <a href=https://github.com/spiceai/spiceai/pull/1150>https://github.com/spiceai/spiceai/pull/1150</a></li><li>Serde rule for ISO8601 time format by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1151>https://github.com/spiceai/spiceai/pull/1151</a></li><li>Add static linking for vcruntime dependencies on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1152>https://github.com/spiceai/spiceai/pull/1152</a></li><li>Use clearer retention param key - retention_check_enabled instead by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1158>https://github.com/spiceai/spiceai/pull/1158</a></li><li><code>spice upgrade</code> on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1155>https://github.com/spiceai/spiceai/pull/1155</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha>https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-51a7b5707c274008bd7805fa5952b37a>Announcing the release of Spice.ai v0.11-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
-<time datetime=2024-04-15 class=text-muted>Monday, April 15, 2024</time></div><h1 id=spice-v011-alpha-apr-15-2024>Spice v0.11-alpha (Apr 15, 2024)</h1><p>The Spice v0.11-alpha release significantly improves the Databricks data connector with <a href=https://docs.databricks.com/en/dev-tools/databricks-connect/index.html>Databricks Connect</a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.</p><h2 id=highlights-in-v011-alpha>Highlights in v0.11-alpha</h2><p><strong>DuckDB data connector</strong>: Use DuckDB databases or connections as a data source.</p><p><strong>AWS Secrets Manager Secret Store</strong>: Use AWS Secrets Managers as a secret store.</p><p><strong>Custom Refresh SQL</strong>: Specify a custom SQL query for dataset refresh using <code>refresh_sql</code>.</p><p><strong>Dataset Refresh API</strong>: Trigger a dataset refresh using the new CLI command <code>spice refresh</code> or via API.</p><p><strong>Expanded SSL support for Postgres</strong>: SSL mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with the default mode changed to <code>require</code>. Added <code>pg_sslrootcert</code> parameter for setting a custom root certificate and the <code>pg_insecure</code> parameter is no longer supported.</p><p><strong>Databricks Connect</strong>: Choose between using Spark Connect or Delta Lake when using the Databricks data connector for improved performance.</p><p><strong>Improved SSL support for Postgres</strong>: ssl mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with default mode changed to <code>require</code>.
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/posts/>Return to the regular view of this page</a>.</p></div><h1 class=title>Spice.ai blog</h1><ul><li><a href=#pg-333f2ae4169e54f636aa4e9d380cfc60>Spice v0.12.2-alpha (May 13, 2024)</a></li><li><a href=#pg-9c171b35a5cdf2b0a99e7840fdf8ef69>Spice v0.12.1-alpha (May 6, 2024)</a></li><li><a href=#pg-2cc1b86531b7b4bc60ab58b6a9e83fb0>Spice v0.12-alpha (April 29, 2024)</a></li><li><a href=#pg-1c8245376cfa29c897eaf329644036fb>Spice v0.11.1-alpha (April 22, 2024)</a></li><li><a href=#pg-51a7b5707c274008bd7805fa5952b37a>Spice v0.11-alpha (April 15, 2024)</a></li><li><a href=#pg-b572a6a1cdef120772ca956f8becec36>Announcing the release of Spice.ai v0.10.2-alpha</a></li><li><a href=#pg-f075a1a5d6b26a27eb994d2e5c289931>Announcing the release of Spice.ai v0.10.1-alpha</a></li><li><a href=#pg-a15b3dadbf9eb82ddfcf1f5ded720b57>Adding Spice - The Next Generation of Spice.ai OSS</a></li><li><a href=#pg-7a0d68d705ec4dbee81f06e025030717>Announcing the release of Spice.ai v0.10-alpha</a></li><li><a href=#pg-5ec29e80d78c7a105ad3e3d17c084ec8>Announcing the release of Spice.ai v0.9.1-alpha</a></li><li><a href=#pg-a70b064978687beba7da2bb58094e86c>Announcing the release of Spice.ai v0.9-alpha</a></li><li><a href=#pg-1dd4d7fe179f0182b63bdbc408ecaac0>Announcing the release of Spice.ai v0.8-alpha</a></li><li><a href=#pg-dde870977d66ea99063627a4785671f6>Announcing the release of Spice.ai v0.7-alpha</a></li><li><a href=#pg-4d2623d9eb5442d10d1ab318ce8162ff>Building on Apache Arrow and Flight</a></li><li><a href=#pg-53f84763b8afb82b80b13f083b732263>Announcing the release of Spice.ai v0.6.1-alpha</a></li><li><a href=#pg-5dc91d410d86c9c17a47995c5fd22003>Announcing the release of Spice.ai v0.6-alpha</a></li><li><a href=#pg-9194daa44c5adffb7e98971a6107c138>Adding Soft Actor-Critic</a></li><li><a href=#pg-ae8fb18c8afa3eb131ca6817f407e8c7>What Data Informs AI-driven Decision Making?</a></li><li><a href=#pg-76db296a12cbc2a413d997a0f28adf0f>A New Class of Applications That Learn and Adapt</a></li><li><a href=#pg-c7cc8f0e12c0e54eeac7ce403638b845>Announcing the release of Spice.ai v0.5.1-alpha</a></li><li><a href=#pg-3ce6bdd9bf1754c10d5655d83fec25bc>Understanding Q-learning: How a Reward Is All You Need</a></li><li><a href=#pg-5967554995f41d224020cd7d65f9efa3>Announcing the release of Spice.ai v0.5-alpha</a></li><li><a href=#pg-709a31a1023a09aae511ed0ec88d7db8>AI needs AI-ready data</a></li><li><a href=#pg-f0a65c455cd43d3cf38f21c710535f7e>Spicepods: From Zero To Hero</a></li><li><a href=#pg-22deb16c3fd8a713fe77e085921d595b>Announcing the release of Spice.ai v0.4.1-alpha</a></li><li><a href=#pg-2e5e6a86217b4519d72b5c7806a746a2>Spice.ai's approach to Time-Series AI</a></li><li><a href=#pg-b03f83cf64a60c0c6aab7f834ea809fe>Announcing the release of Spice.ai v0.4-alpha</a></li><li><a href=#pg-fe95f317244916a952a95a1a535cb6c5>Teaching Apps how to Learn with Spicepods</a></li><li><a href=#pg-6a8baab787d18f917271144e867b4f34>Making Apps That Learn And Adapt</a></li><li><a href=#pg-9922374bf66729226d7af4c9dd8cdc2d>Announcing the release of Spice.ai v0.3.1-alpha</a></li><li><a href=#pg-7f8094caa5f9e6280ae78a085186670d>Spice.ai v0.3-alpha is now available</a></li><li><a href=#pg-c6557b80bf6f36c857169c3be670d151>Announcing the release of Spice.ai v0.2.1-alpha</a></li><li><a href=#pg-dba426200deeb332d041ee125183dfe0>Spice.ai v0.2-alpha is now available</a></li><li><a href=#pg-8aee9e369e1b768dbd3823b273bd7883>Introducing Spice.ai - open source, time series AI for developers</a></li></ul><div class=content><p>This is the <strong>blog</strong> section.</p><p>Files in these directories will be listed in reverse chronological order.</p></div></div><div class=td-content><h1 id=pg-333f2ae4169e54f636aa4e9d380cfc60>Spice v0.12.2-alpha (May 13, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-05-13 class=text-muted>Monday, May 13, 2024</time></div><p>The v0.12.2-alpha release introduces data streaming and key-pair authentication for the Snowflake data connector, enables general <code>append</code> mode data refreshes for time-series data, improves connectivity error messages, adds nested folders support for the S3 data connector, and exposes nodeSelector and affinity keys in the Helm chart for better Kubernetes management.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Improved Connectivity Error Messages</strong>: Error messages provide clearer, actionable guidance for misconfigured settings or unreachable data connectors.</p></li><li><p><strong>Snowflake Data Connector Improvements</strong>: Enables data streaming by default and adds support for <a href=https://docs.snowflake.com/en/user-guide/key-pair-auth>key-pair</a> authentication in addition to passwords.</p></li><li><p><strong>API for Refresh SQL Updates</strong>: Update dataset Refresh SQL via API.</p></li><li><p><strong>Append Data Refresh</strong>: Append mode data refreshes for time-series data are now supported for all data connectors. Specify a dataset <code>time_column</code> with <code>refresh_mode: append</code> to only fetch data more recent than the latest local data.</p></li><li><p><strong>Docker Image Update</strong>: The <code>spiceai/spiceai:latest</code> Docker image now includes the ODBC data connector. For a smaller footprint, use <code>spiceai/spiceai:latest-slim</code>.</p></li><li><p><strong>Helm Chart Improvements</strong>: <code>nodeSelector</code> and <code>affinity</code> keys are now supported in the Helm chart for improved Kubernetes deployment management.</p></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li>API to trigger accelerated dataset refreshes has changed from <code>POST /v1/datasets/:name/refresh</code> to <code>POST /v1/datasets/:name/acceleration/refresh</code> to be consistent with the <code>Spicepod.yaml</code> structure.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@mach-kernel</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li><li>@lukekim</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Fix list type support in spark connect by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1341>https://github.com/spiceai/spiceai/pull/1341</a></li><li>Add nested folder support in S3 Parquet connector by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1342>https://github.com/spiceai/spiceai/pull/1342</a></li><li>Improves S3 connector using DataFusion ListingTable table provider by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1326>https://github.com/spiceai/spiceai/pull/1326</a></li><li>Update ROADMAP May 6, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1315>https://github.com/spiceai/spiceai/pull/1315</a></li><li>List flightsql and snowflake as supported connectors in README.md by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1317>https://github.com/spiceai/spiceai/pull/1317</a></li><li>Helm chart for v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1323>https://github.com/spiceai/spiceai/pull/1323</a></li><li>Read sqlite_file param and use it as path by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1309>https://github.com/spiceai/spiceai/pull/1309</a></li><li>Compile spiced with <code>release</code> feature in docker image by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1324>https://github.com/spiceai/spiceai/pull/1324</a></li><li>Add support for Snowflake key-pair authentication by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1314>https://github.com/spiceai/spiceai/pull/1314</a></li><li>Wrap postgres errors in common DataConnectorError by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1327>https://github.com/spiceai/spiceai/pull/1327</a></li><li>Fix TPCH tests runner by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1330>https://github.com/spiceai/spiceai/pull/1330</a></li><li>Spice CLI support for Snowflake key-pair auth by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1325>https://github.com/spiceai/spiceai/pull/1325</a></li><li>sql_provider_datafusion: Support TimestampMicrosecond, Date32, Date64 by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1329>https://github.com/spiceai/spiceai/pull/1329</a></li><li>Resolve dangling reference for SQLite by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1312>https://github.com/spiceai/spiceai/pull/1312</a></li><li>Select columns from Spark Dataframe according to projected_schema by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1336>https://github.com/spiceai/spiceai/pull/1336</a></li><li>Expose nodeselector and affinity keys in Helm chart by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1338>https://github.com/spiceai/spiceai/pull/1338</a></li><li>Use streaming for Snowflake queries by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1337>https://github.com/spiceai/spiceai/pull/1337</a></li><li>Publish ODBC images by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1271>https://github.com/spiceai/spiceai/pull/1271</a></li><li>Include Postgres acceleration engine to types support tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1343>https://github.com/spiceai/spiceai/pull/1343</a></li><li>Refactor dataconnector providers getters to return common <code>DataConnectorResult</code> and <code>DataConnectorError</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1339>https://github.com/spiceai/spiceai/pull/1339</a></li><li>s3 csv support to validate the listing table extensibility by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1344>https://github.com/spiceai/spiceai/pull/1344</a></li><li>Move model code into separate, feature-flagged crate by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1335>https://github.com/spiceai/spiceai/pull/1335</a></li><li>Initial setup for federated queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1350>https://github.com/spiceai/spiceai/pull/1350</a></li><li>Refactor dbconnection errors, and catch invalid postgres table name case by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1353>https://github.com/spiceai/spiceai/pull/1353</a></li><li>Rename default datafusion catalog to &ldquo;spice&rdquo;, add internal &ldquo;spice.runtime&rdquo; schema by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1359>https://github.com/spiceai/spiceai/pull/1359</a></li><li>Add API to set Refresh SQL for accelerated table by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1356>https://github.com/spiceai/spiceai/pull/1356</a></li><li>Set next version to v0.12.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1367>https://github.com/spiceai/spiceai/pull/1367</a></li><li>Upgrade to DataFusion 38 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1368>https://github.com/spiceai/spiceai/pull/1368</a></li><li>Incremental append based on time column by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1360>https://github.com/spiceai/spiceai/pull/1360</a></li><li>Update README.md to include correct output when running show tables from quickstart by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1371>https://github.com/spiceai/spiceai/pull/1371</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha>https://github.com/spiceai/spiceai/compare/v0.12.1-alpha...v0.12.2-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-9c171b35a5cdf2b0a99e7840fdf8ef69>Spice v0.12.1-alpha (May 6, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-05-06 class=text-muted>Monday, May 06, 2024</time></div><p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Snowflake Data Connector</strong>: Initial support for <a href=https://www.snowflake.com/>Snowflake</a> as a data source.</p></li><li><p><strong>Clickhouse Data Streaming</strong>: Enables data streaming by default, eliminating in-memory result collection.</p></li><li><p><strong>Read-only SQL Interface</strong>: Disables DML (INSERT/UPDATE/DELETE) and DDL (CREATE/ALTER TABLE) queries for improved data source security.</p></li><li><p><strong>Error Message Improvements</strong>: Improved the error messages for commonly encountered issues with data connectors.</p></li><li><p><strong>Accelerated Tables</strong>: Supports NULL values across all data types and fixes schema conversion errors for consistent type handling.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@ahirner</li><li>@y-f-u</li><li>@sgrebnov</li><li>@ewgenius</li><li>@Jeadie</li><li>@gloomweaver</li><li>@Sevenannn</li><li>@digadeesh</li><li>@phillipleblanc</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Add schema types check for query result by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1212>https://github.com/spiceai/spiceai/pull/1212</a></li><li>helm chart for v0.12.0-alpha by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1235>https://github.com/spiceai/spiceai/pull/1235</a></li><li>Update acknowledgements by @github-actions in <a href=https://github.com/spiceai/spiceai/pull/1232>https://github.com/spiceai/spiceai/pull/1232</a></li><li>Bump spiceai version to v0.12.1-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1239>https://github.com/spiceai/spiceai/pull/1239</a></li><li>Update ROADMAP.md - remove v0.12.0-alpha by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1241>https://github.com/spiceai/spiceai/pull/1241</a></li><li>Raise errors in InsertBuilder by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1242>https://github.com/spiceai/spiceai/pull/1242</a></li><li>Update endgame template by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1240>https://github.com/spiceai/spiceai/pull/1240</a></li><li>Add E2E tests for acceleration engines types support by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1218>https://github.com/spiceai/spiceai/pull/1218</a></li><li>Stream blocks to arrow by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1203>https://github.com/spiceai/spiceai/pull/1203</a></li><li>Update enhancement.md to include a checklist item have a release notes entry for each enhancement. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1245>https://github.com/spiceai/spiceai/pull/1245</a></li><li>arrow_sql_gen data column conversion by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1230>https://github.com/spiceai/spiceai/pull/1230</a></li><li>Implement the Localhost Data Connector & fix DoPut by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1266>https://github.com/spiceai/spiceai/pull/1266</a></li><li>Update postgres parameter check by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1244>https://github.com/spiceai/spiceai/pull/1244</a></li><li>Record batch casting to fix SQLite data type issues by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1261>https://github.com/spiceai/spiceai/pull/1261</a></li><li>typo fix on Decimal in postgres arrow_sql_gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1277>https://github.com/spiceai/spiceai/pull/1277</a></li><li>Move verify_schema to arrow_tools by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1284>https://github.com/spiceai/spiceai/pull/1284</a></li><li>Support UUID and TimestampTZ type for Postgres as Data Connector by @ahirner & @y-f-u <a href=https://github.com/spiceai/spiceai/pull/1276>https://github.com/spiceai/spiceai/pull/1276</a></li><li>Fix linter warnings by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1286>https://github.com/spiceai/spiceai/pull/1286</a></li><li>Add Snowflake data connector by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1278>https://github.com/spiceai/spiceai/pull/1278</a></li><li>Add Snowflake login support (username and password) by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1272>https://github.com/spiceai/spiceai/pull/1272</a></li><li>convert timestamp properly in sql gen by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1291>https://github.com/spiceai/spiceai/pull/1291</a></li><li>Add if not exists clause to create statement on when creating a table using duckdb acceleration. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1290>https://github.com/spiceai/spiceai/pull/1290</a></li><li>Disable DML & DDL queries in the public SQL interface by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1294>https://github.com/spiceai/spiceai/pull/1294</a></li><li>Refactor duckdb to properly set access_mode for connection by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1285>https://github.com/spiceai/spiceai/pull/1285</a></li><li>do not insert batch for sqlite and postgres if no records in the record batch by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1293>https://github.com/spiceai/spiceai/pull/1293</a></li><li>Postgres - add custom error message for invalid error table by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1295>https://github.com/spiceai/spiceai/pull/1295</a></li><li>SQLite/Accelerators handle null values by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1298>https://github.com/spiceai/spiceai/pull/1298</a></li><li>Add command to attach to running process by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1297>https://github.com/spiceai/spiceai/pull/1297</a></li><li>Use the <code>GITHUB_TOKEN</code> environment variable in the installation script, if available, to avoid rate limiting in CI workflows by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1302>https://github.com/spiceai/spiceai/pull/1302</a></li><li>Fix unsupported SSL mode options for PostgreSQL connection string by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1300>https://github.com/spiceai/spiceai/pull/1300</a></li><li>Add CLI cmd <code>spice login spark</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1303>https://github.com/spiceai/spiceai/pull/1303</a></li><li>Check only the latest published release to avoid installing pre-release versions by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1301>https://github.com/spiceai/spiceai/pull/1301</a></li><li>Postgres data connector - handle invalid host/port and username/password errors by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1292>https://github.com/spiceai/spiceai/pull/1292</a></li><li>Fix the panic on bad clickhouse connection by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1306>https://github.com/spiceai/spiceai/pull/1306</a></li><li>Improve Snowflake Data Connector by @sgrebnov <a href=https://github.com/spiceai/spiceai/pull/1296>https://github.com/spiceai/spiceai/pull/1296</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha>https://github.com/spiceai/spiceai/compare/v0.12.0-alpha...v0.12.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-2cc1b86531b7b4bc60ab58b6a9e83fb0>Spice v0.12-alpha (April 29, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-04-29 class=text-muted>Monday, April 29, 2024</time></div><p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Clickhouse data connector</strong>: Use <a href=https://clickhouse.com>Clickhouse</a> as a data source with the <code>clickhouse:</code> scheme.</p></li><li><p><strong>Apache Spark Connect data connector</strong>: Use Apache <a href=https://spark.apache.org/spark-connect/>Spark Connect</a> connections as a data source using the <code>spark:</code> scheme.</p></li><li><p><strong>Refresh data window</strong>: Limit accelerated dataset data refreshes to the specified window, as a duration from now configuration setting, for faster and more efficient refreshes.</p></li><li><p><strong>ODBC data connector</strong>: Use ODBC connections as a data source using the <code>odbc:</code> scheme. The ODBC data connector is currently optional and not included in default builds. It can be conditionally compiled using the <code>odbc</code> cargo feature when building from source.</p></li><li><p><strong>Spice Client SDK Support</strong>: The official Spice SDKs have been upgraded with support for Spice OSS.</p><ul><li><a href=https://github.com/spiceai/spice-rs/releases/tag/v2.0.0>spice-rs v2.0.0</a></li><li><a href=https://github.com/spiceai/spice.js/releases/tag/v2.0.0>spice.js v2.0.0</a></li><li><a href=https://github.com/spiceai/gospice/releases/tag/v6.0.0>gospice v6.0.0</a></li><li><a href=https://github.com/spiceai/spicepy/releases/tag/v2.0.0>spicepy v2.0.0</a></li></ul></li></ul><h2 id=breaking-changes>Breaking Changes</h2><ul><li><strong>Refresh interval:</strong> The <code>refresh_interval</code> acceleration setting and been changed to <code>refresh_check_interval</code> to make it clearer it is the check versus the data interval.</li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@gloomweaver</li><li>@edmondop</li><li>@mach-kernel</li></ul><h2 id=new-contributors>New Contributors</h2><ul><li>Thanks to @mach-kernel who made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a> by adding the ODBC data connector!</li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update helm version by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1167>https://github.com/spiceai/spiceai/pull/1167</a></li><li>Handle and trace errors in secret stores by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1149>https://github.com/spiceai/spiceai/pull/1149</a></li><li>bump the release versions to 0.12.0 by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1171>https://github.com/spiceai/spiceai/pull/1171</a></li><li>Don&rsquo;t fail acknowledgments flow if no changes detected by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1170>https://github.com/spiceai/spiceai/pull/1170</a></li><li>Allow Spice CLI to control runtime installation on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1173>https://github.com/spiceai/spiceai/pull/1173</a></li><li>Allow <code>SELECT count(*)</code> for Sqlite Data Accelerator by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1166>https://github.com/spiceai/spiceai/pull/1166</a></li><li>add refresh_period param in acceleration by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1180>https://github.com/spiceai/spiceai/pull/1180</a></li><li>Properly support Spark Connect filter pushdown by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1186>https://github.com/spiceai/spiceai/pull/1186</a></li><li>Avoid rate-limiting on arduino/setup-protoc@v3 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1189>https://github.com/spiceai/spiceai/pull/1189</a></li><li>Clickhouse DataConnector base implementation by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1168>https://github.com/spiceai/spiceai/pull/1168</a></li><li>rename refresh_interval to refresh_check_interval by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1190>https://github.com/spiceai/spiceai/pull/1190</a></li><li>Fix timestamp & add support for Decimal to Databricks/Spark by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1194>https://github.com/spiceai/spiceai/pull/1194</a></li><li>Convert temporal column and refresh period to datafusion expr by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1187>https://github.com/spiceai/spiceai/pull/1187</a></li><li>Hot reload accelerated table on dataset update by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1195>https://github.com/spiceai/spiceai/pull/1195</a></li><li>Upgrade DataFusion to 37.1 & DuckDB to 10.2 by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1200>https://github.com/spiceai/spiceai/pull/1200</a></li><li>Update version.txt for 0.11.2 release by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1199>https://github.com/spiceai/spiceai/pull/1199</a></li><li>Clickhouse E2E by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1193>https://github.com/spiceai/spiceai/pull/1193</a></li><li>Clickhouse: fix darwin ci pipeline by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1201>https://github.com/spiceai/spiceai/pull/1201</a></li><li>Add table_type to <code>show tables</code> in Spice SQL & update next version to <code>v0.12.0-alpha</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1206>https://github.com/spiceai/spiceai/pull/1206</a></li><li>print WARN if time_column does not exists in federated schema by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1207>https://github.com/spiceai/spiceai/pull/1207</a></li><li>Add FallbackOnZeroResultsScanExec for executing an input ExecutionPlan and optionally falling back to a TableProvider.scan() if the input has zero results by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1196>https://github.com/spiceai/spiceai/pull/1196</a></li><li>Clickhouse refactor connection code and set secure option by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1198>https://github.com/spiceai/spiceai/pull/1198</a></li><li>E2E: reusable Spice installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1205>https://github.com/spiceai/spiceai/pull/1205</a></li><li>Clickhouse block_to_arrow unit test by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1202>https://github.com/spiceai/spiceai/pull/1202</a></li><li>rename refresh_period to refresh_data_period by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1210>https://github.com/spiceai/spiceai/pull/1210</a></li><li>Refactor E2E tests: dataset verification and PostgreSQL installation by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1211>https://github.com/spiceai/spiceai/pull/1211</a></li><li>Add BI dashboard acceleration video to README.md by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1219>https://github.com/spiceai/spiceai/pull/1219</a></li><li>Improve clarity and consistency of output messages by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1214>https://github.com/spiceai/spiceai/pull/1214</a></li><li>Update ROADMAP Apr 29, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1220>https://github.com/spiceai/spiceai/pull/1220</a></li><li>Stand-alone Spark Connect: Isolate Spark Connect from Databricks Connect to make it reusable by @edmondop in <a href=https://github.com/spiceai/spiceai/pull/1213>https://github.com/spiceai/spiceai/pull/1213</a></li><li>Optimize build time in dev mode by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1215>https://github.com/spiceai/spiceai/pull/1215</a></li><li>Feature: Support ODBC reads using unixodbc by @mach-kernel in <a href=https://github.com/spiceai/spiceai/pull/1204>https://github.com/spiceai/spiceai/pull/1204</a></li><li>Use non-fork deltalake by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1223>https://github.com/spiceai/spiceai/pull/1223</a></li><li>Support Date32 & Date64 in arrow_sql_gen by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1217>https://github.com/spiceai/spiceai/pull/1217</a></li><li>Update REPL output to be consistent with the latest Spice version by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1231>https://github.com/spiceai/spiceai/pull/1231</a></li><li>rename refresh_data_period to refresh_data_window by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1233>https://github.com/spiceai/spiceai/pull/1233</a></li><li>Update README.md to include ODBC, Spark Connect, and Clickhouse data connectors in support data connector matrix. by @digadeesh in <a href=https://github.com/spiceai/spiceai/pull/1234>https://github.com/spiceai/spiceai/pull/1234</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha>https://github.com/spiceai/spiceai/compare/v0.11.1-alpha...v0.12.0-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-1c8245376cfa29c897eaf329644036fb>Spice v0.11.1-alpha (April 22, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-04-22 class=text-muted>Monday, April 22, 2024</time></div><p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.</p><h2 id=highlights>Highlights</h2><ul><li><p><strong>Retention Policies for Accelerated Datasets</strong>: Automatic eviction of data from accelerated time-series datasets when a specified temporal column exceeds the retention period, optimizing resource utilization.</p></li><li><p><strong>Windows Installation Support</strong>: Native Windows installation support, including upgrades.</p></li><li><p><strong>Databricks Spark Connect Catalog and Schema Settings</strong>: Improved translation between DataFusion and Spark, providing better Spark Catalog support.</p></li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@Sevenannn</li><li>@gloomweaver</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li>PowerShell script to install Spice on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1128>https://github.com/spiceai/spiceai/pull/1128</a></li><li>Support catalog and schema in Databricks Spark Connect by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1137>https://github.com/spiceai/spiceai/pull/1137</a></li><li>Retention handlers by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1096>https://github.com/spiceai/spiceai/pull/1096</a></li></ul><h2 id=whats-changed>What&rsquo;s Changed</h2><ul><li>Update CONTRIBUTING with new dependencies by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1121>https://github.com/spiceai/spiceai/pull/1121</a></li><li>Fix the Helm tag by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1122>https://github.com/spiceai/spiceai/pull/1122</a></li><li>Upgrade Spice version to 0.11.1 by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1123>https://github.com/spiceai/spiceai/pull/1123</a></li><li>Remove 0.11 from roadmap by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1124>https://github.com/spiceai/spiceai/pull/1124</a></li><li>Include <code>refresh_sql</code> and manual refresh to e2e tests by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1125>https://github.com/spiceai/spiceai/pull/1125</a></li><li>Respect executables file extension on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1130>https://github.com/spiceai/spiceai/pull/1130</a></li><li>Use quoted strings when performing federated SQL queries by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1129>https://github.com/spiceai/spiceai/pull/1129</a></li><li>Make Windows artifact names consistent with other platforms by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1132>https://github.com/spiceai/spiceai/pull/1132</a></li><li>Make Windows installation less verbose by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1138>https://github.com/spiceai/spiceai/pull/1138</a></li><li>Document Windows installation and add test by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1134>https://github.com/spiceai/spiceai/pull/1134</a></li><li>Use transaction for DuckDB Table Writer by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1135>https://github.com/spiceai/spiceai/pull/1135</a></li><li>Update Windows installation script url by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1143>https://github.com/spiceai/spiceai/pull/1143</a></li><li>Update roadmap Apr 18, 2024 by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1142>https://github.com/spiceai/spiceai/pull/1142</a></li><li>Test connection when new connection pool created by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1126>https://github.com/spiceai/spiceai/pull/1126</a></li><li>Enable clippy::clone_on_ref_ptr by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1146>https://github.com/spiceai/spiceai/pull/1146</a></li><li>Allow only alphanumeric dataset names when using <code>spice dataset configure</code> by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1140>https://github.com/spiceai/spiceai/pull/1140</a></li><li>Extend PR check to build with no default features, and each individual feature by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1156>https://github.com/spiceai/spiceai/pull/1156</a></li><li>Bump rustls from 0.21.10 to 0.21.11 by @dependabot in <a href=https://github.com/spiceai/spiceai/pull/1150>https://github.com/spiceai/spiceai/pull/1150</a></li><li>Serde rule for ISO8601 time format by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1151>https://github.com/spiceai/spiceai/pull/1151</a></li><li>Add static linking for vcruntime dependencies on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1152>https://github.com/spiceai/spiceai/pull/1152</a></li><li>Use clearer retention param key - retention_check_enabled instead by @y-f-u in <a href=https://github.com/spiceai/spiceai/pull/1158>https://github.com/spiceai/spiceai/pull/1158</a></li><li><code>spice upgrade</code> on Windows by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1155>https://github.com/spiceai/spiceai/pull/1155</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha>https://github.com/spiceai/spiceai/compare/v0.11.0-alpha...v0.11.1-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-51a7b5707c274008bd7805fa5952b37a>Spice v0.11-alpha (April 15, 2024)</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
+<time datetime=2024-04-15 class=text-muted>Monday, April 15, 2024</time></div><p>The Spice v0.11-alpha release significantly improves the Databricks data connector with <a href=https://docs.databricks.com/en/dev-tools/databricks-connect/index.html>Databricks Connect</a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.</p><h2 id=highlights-in-v011-alpha>Highlights in v0.11-alpha</h2><p><strong>DuckDB data connector</strong>: Use DuckDB databases or connections as a data source.</p><p><strong>AWS Secrets Manager Secret Store</strong>: Use AWS Secrets Managers as a secret store.</p><p><strong>Custom Refresh SQL</strong>: Specify a custom SQL query for dataset refresh using <code>refresh_sql</code>.</p><p><strong>Dataset Refresh API</strong>: Trigger a dataset refresh using the new CLI command <code>spice refresh</code> or via API.</p><p><strong>Expanded SSL support for Postgres</strong>: SSL mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with the default mode changed to <code>require</code>. Added <code>pg_sslrootcert</code> parameter for setting a custom root certificate and the <code>pg_insecure</code> parameter is no longer supported.</p><p><strong>Databricks Connect</strong>: Choose between using Spark Connect or Delta Lake when using the Databricks data connector for improved performance.</p><p><strong>Improved SSL support for Postgres</strong>: ssl mode now supports <code>disable</code>, <code>require</code>, <code>prefer</code>, <code>verify-ca</code>, <code>verify-full</code> options with default mode changed to <code>require</code>.
 Added <code>pg_sslrootcert</code> parameter to allow setting custom root cert for postgres connector, <code>pg_insecure</code> parameter is no longer supported as redundant.</p><p><strong>Internal architecture refactor</strong>: The internal architecture of <code>spiced</code> was refactored to simplify the creation data components and to improve alignment with DataFusion concepts.</p><h2 id=new-contributors>New Contributors</h2><p>@edmondop&rsquo;s first contribution <a href=https://github.com/spiceai/spiceai/pull/1110>github.com/spiceai/spiceai/pull/1110</a>!</p><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@Jeadie</li><li>@ewgenius</li><li>@sgrebnov</li><li>@y-f-u</li><li>@lukekim</li><li>@digadeesh</li><li>@Sevenannn</li><li>@gloomweaver</li><li>@ahirner</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Fixes</strong> MySQL <code>NULL</code> values by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1067>https://github.com/spiceai/spiceai/pull/1067</a></li><li><strong>Fixes</strong> PostgreSQL <code>NULL</code> values for <code>NUMERIC</code> by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1068>https://github.com/spiceai/spiceai/pull/1068</a></li><li><strong>Adds</strong> Custom Refresh SQL support by @lukekim and @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1073>https://github.com/spiceai/spiceai/pull/1073</a></li><li><strong>Adds</strong> DuckDB data connector by @Sevenannn in <a href=https://github.com/spiceai/spiceai/pull/1085>https://github.com/spiceai/spiceai/pull/1085</a></li><li><strong>Adds</strong> AWS Secrets Manager secret store by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1063>https://github.com/spiceai/spiceai/pull/1063</a>, <a href=https://github.com/spiceai/spiceai/pull/1064>https://github.com/spiceai/spiceai/pull/1064</a></li><li><strong>Adds</strong> Dataset refresh API by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1075>https://github.com/spiceai/spiceai/pull/1075</a>, <a href=https://github.com/spiceai/spiceai/pull/1078>https://github.com/spiceai/spiceai/pull/1078</a>, <a href=https://github.com/spiceai/spiceai/pull/1083>https://github.com/spiceai/spiceai/pull/1083</a></li><li><strong>Adds</strong> <code>spice refresh</code> CLI command for dataset refresh by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1112>https://github.com/spiceai/spiceai/pull/1112</a></li><li><strong>Adds</strong> <code>TEXT</code> and <code>DECIMAL</code> types support and properly handling <code>NULL</code> for MySQL by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1067>https://github.com/spiceai/spiceai/pull/1067</a></li><li><strong>Adds</strong> MySQL <code>DATE</code> and <code>TINYINT</code> types support for MySQL by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1065>https://github.com/spiceai/spiceai/pull/1065</a></li><li><strong>Adds</strong> <code>ssl_rootcert_path</code> parameter for MySql data connector by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1079>https://github.com/spiceai/spiceai/pull/1079</a></li><li><strong>Adds</strong> <code>LargeUtf8</code> support and explicitly passing the schema to data accelerator <code>SqlTable</code> by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1077>https://github.com/spiceai/spiceai/pull/1077</a></li><li><strong>Adds</strong> Ability to configure data retention for accelerated datasets by @y-f-u in <a href=https://github.com/spiceai/spiceai/issues/1086>https://github.com/spiceai/spiceai/issues/1086</a></li><li><strong>Adds</strong> Custom SSL certificates for PostgreSQL data connector by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1081>https://github.com/spiceai/spiceai/pull/1081</a></li><li><strong>Adds</strong> Conditional compile for Dremio by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1100>https://github.com/spiceai/spiceai/pull/1100</a></li><li><strong>Adds</strong> Ability for Databricks connector to use spark-connect-rs as the mechanism to execute queries against the Databricks by @edmondop in <a href=https://github.com/spiceai/spiceai/pull/1110>https://github.com/spiceai/spiceai/pull/1110</a></li><li><strong>Adds</strong> Ability to choose between Spark Connect and Delta Lake implementation for Databricks by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1115/files>https://github.com/spiceai/spiceai/pull/1115/files</a></li><li><strong>Updates</strong> Databricks login parameters by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1113>https://github.com/spiceai/spiceai/pull/1113</a></li><li><strong>Updates</strong> Architecture to simplify data components development by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1040>https://github.com/spiceai/spiceai/pull/1040</a></li><li><strong>Updates</strong> Improved readability of GitHub Actions test job names by @lukekim in <a href=https://github.com/spiceai/spiceai/pull/1071>https://github.com/spiceai/spiceai/pull/1071</a></li><li><strong>Updates</strong> Upgrade Arrow, DataFusion, Tonic dependencies by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1097>https://github.com/spiceai/spiceai/pull/1097</a></li><li><strong>Updates</strong> Handling non-string spicepod params by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1098>https://github.com/spiceai/spiceai/pull/1098</a></li><li><strong>Updates</strong> Optional features compile: duckdb, databricks by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1100>https://github.com/spiceai/spiceai/pull/1100</a></li><li><strong>Updates</strong> Helm version to 0.1.3 by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1120>https://github.com/spiceai/spiceai/pull/1120</a></li><li><strong>Removes</strong> <code>pg_insecure</code> parameter support from Postgres by ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1081>https://github.com/spiceai/spiceai/pull/1081</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.10.2-alpha...v0.11.0-alpha>https://github.com/spiceai/spiceai/compare/v0.10.2-alpha...v0.11.0-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-b572a6a1cdef120772ca956f8becec36>Announcing the release of Spice.ai v0.10.2-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-04-08 class=text-muted>Monday, April 08, 2024</time></div><p>Announcing the release of Spice v0.10.2-alpha (Apr 9, 2024)! 🔥</p><p>The v0.10.2-alpha release adds the MySQL data connector and makes external data connections more robust on initialization.</p><h2 id=highlights-in-v0102-alpha>Highlights in v0.10.2-alpha</h2><ul><li><p><strong>MySQL data connector</strong>: Connect to any MySQL server, including SSL support.</p></li><li><p><strong>Data connections verified at initialization</strong>: Verify endpoints and authorization for external data connections (e.g. databricks, spice.ai) at initialization.</p></li></ul><h2 id=new-contributors>New Contributors</h2><ul><li>@rthomas made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1022>https://github.com/spiceai/spiceai/pull/1022</a></li><li>@ahirner made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1029>https://github.com/spiceai/spiceai/pull/1029</a></li><li>@gloomweaver made their first contribution in <a href=https://github.com/spiceai/spiceai/pull/1004>https://github.com/spiceai/spiceai/pull/1004</a></li></ul><h2 id=contributors>Contributors</h2><ul><li>@phillipleblanc</li><li>@y-f-u</li><li>@ewgenius</li><li>@sgrebnov</li><li>@lukekim</li><li>@digadeesh</li><li>@jeadie</li></ul><h2 id=new-in-this-release>New in this release</h2><ul><li><strong>Adds</strong> MySQL data connector by @gloomweaver in <a href=https://github.com/spiceai/spiceai/pull/1004>https://github.com/spiceai/spiceai/pull/1004</a></li><li><strong>Fixes</strong> <code>show tables;</code> parsing in the Spice SQL repl.</li><li><strong>Adds</strong> data connector verification at initialization<ul><li>For Dremio by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1017>https://github.com/spiceai/spiceai/pull/1017</a></li><li>For Databricks by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1019>https://github.com/spiceai/spiceai/pull/1019</a></li><li>For Spice.ai by @sgrebnov in <a href=https://github.com/spiceai/spiceai/pull/1020>https://github.com/spiceai/spiceai/pull/1020</a></li></ul></li><li><strong>Fixes</strong> Ensures unit and doc tests compile and run by @rthomas in <a href=https://github.com/spiceai/spiceai/pull/1022>https://github.com/spiceai/spiceai/pull/1022</a></li><li><strong>Improves</strong> Helm chart + Grafana dashboard by @phillipleblanc in <a href=https://github.com/spiceai/spiceai/pull/1030>https://github.com/spiceai/spiceai/pull/1030</a></li><li><strong>Fixes</strong> Makes data connectors optional features by @ahirner in <a href=https://github.com/spiceai/spiceai/pull/1029>https://github.com/spiceai/spiceai/pull/1029</a></li><li><strong>Fixes</strong> Fixes SpiceAI E2E for external contributors in Github actions by @ewgenius in <a href=https://github.com/spiceai/spiceai/pull/1023>https://github.com/spiceai/spiceai/pull/1023</a></li><li><strong>Fixes</strong> remove hardcoded <code>lookback_size</code> (& improve SpiceAI&rsquo;s ModelSource) by @Jeadie in <a href=https://github.com/spiceai/spiceai/pull/1016>https://github.com/spiceai/spiceai/pull/1016</a></li></ul><p><strong>Full Changelog</strong>: <a href=https://github.com/spiceai/spiceai/compare/v0.10.1-alpha...v0.10.2-alpha>https://github.com/spiceai/spiceai/compare/v0.10.1-alpha...v0.10.2-alpha</a></p><h2 id=resources>Resources</h2><ul><li><a href=https://docs.spiceai.org/getting-started/>Getting started with Spice.ai</a></li><li><a href=https://docs.spiceai.org/>Documentation</a></li></ul><h2 id=community>Community</h2><p>Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.</p><ul><li>Twitter: <a href=https://twitter.com/spice_ai>@spice_ai</a></li><li>Discord: <a href=https://discord.gg/kZnTfneP5u>https://discord.gg/kZnTfneP5u</a></li><li>Telegram: <a href=https://t.me/spiceaichat>Spice AI Discussion</a></li><li>Reddit: <a href=https://www.reddit.com/r/spiceai>https://www.reddit.com/r/spiceai</a></li><li>Email: <a href=mailto:hey@spice.ai>hey@spice.ai</a></li></ul></div><div class=td-content style=page-break-before:always><h1 id=pg-f075a1a5d6b26a27eb994d2e5c289931>Announcing the release of Spice.ai v0.10.1-alpha</h1><div class="td-byline mb-4">By <b>Spice AI (<a href=https://twitter.com/spice_ai>@spice_ai</a>)</b> |
 <time datetime=2024-04-01 class=text-muted>Monday, April 01, 2024</time></div><p>Announcing the release of Spice v0.10.1-alpha! 🔥</p><p>The v0.10.1-alpha release focuses on stability, bug fixes, and usability by improving error messages when using SQLite data accelerators, improving the PostgreSQL support, and adding a basic Helm chart.</p><h2 id=highlights-in-v0101-alpha>Highlights in v0.10.1-alpha</h2><p><strong>Improved PostgreSQL support for Data Connectors</strong> TLS is now supported with PostgreSQL Data Connectors and there is improved VARCHAR and BPCHAR conversions through Spice.</p><p><strong>Improved Error messages</strong> Simplified error messages from Spice when propagating errors from Data Connectors and Accelerator Engines.</p><p><strong>Spice Pods Command</strong> The <code>spice pods</code> command can give you quick statistics about models, dependencies, and datasets that are loaded by the Spice runtime.</p><h2 id=kubernetes-helm-deployment>Kubernetes Helm Deployment</h2><p>Spice.ai can be deployed to Kubernetes using Helm. Here&rsquo;s a quick guide to get started:</p><p><strong>Step 1.</strong> (Optional) Start a local <a href=https://kind.sigs.k8s.io/><code>kind</code></a> cluster:</p><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-bash data-lang=bash><span style=display:flex><span>go install sigs.k8s.io/kind@v0.22.0
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id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2024</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/>Spice v0.12.2-alpha (May 13, 2024)</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, May 13, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header><p class="pt-0 mt-0">The v0.12.2-alpha release introduces data streaming and key-pair authentication for the Snowflake data connector, enables general append mode data refreshes for time-series data, improves connectivity error messages, adds nested folders support for …</p><p class=pt-0><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ aria-label="Read more - Spice v0.12.2-alpha (May 13, 2024)">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, May 06, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header><p class="pt-0 mt-0">Spice v0.12.1-alpha (May 6, 2024) The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data …</p><p class=pt-0><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ aria-label="Read more - Spice.ai v0.12.1-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 29, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header><p class="pt-0 mt-0">Spice v0.12-alpha (Apr 29, 2024) The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS. …</p><p class=pt-0><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ aria-label="Read more - Spice.ai v0.12-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/>Announcing the release of Spice.ai v0.11.1-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 22, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header><p class="pt-0 mt-0">Spice v0.11.1-alpha (Apr 22, 2024) The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs …</p><p class=pt-0><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ aria-label="Read more - Spice.ai v0.11.1-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 15, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header><p class="pt-0 mt-0">Spice v0.11-alpha (Apr 15, 2024) The Spice v0.11-alpha release significantly improves the Databricks data connector with Databricks Connect (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In …</p><p class=pt-0><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ aria-label="Read more - Spice.ai v0.11-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/>Announcing the release of Spice.ai v0.10.2-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 08, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.10.2-alpha (Apr 9, 2024)! 🔥
+<meta name=description content><meta property="og:title" content="Spice.ai blog"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/posts/"><meta itemprop=name content="Spice.ai blog"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai blog"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-section td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column 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id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2024</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/>Spice v0.12.2-alpha (May 13, 2024)</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, May 13, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header><p class="pt-0 mt-0">The v0.12.2-alpha release introduces data streaming and key-pair authentication for the Snowflake data connector, enables general append mode data refreshes for time-series data, improves connectivity error messages, adds nested folders support for …</p><p class=pt-0><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ aria-label="Read more - Spice v0.12.2-alpha (May 13, 2024)">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, May 06, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header><p class="pt-0 mt-0">The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by …</p><p class=pt-0><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ aria-label="Read more - Spice.ai v0.12.1-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 29, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header><p class="pt-0 mt-0">The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.
+Highlights Clickhouse data …</p><p class=pt-0><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ aria-label="Read more - Spice.ai v0.12-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/>Spice v0.11.1-alpha (April 22, 2024)</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 22, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header><p class="pt-0 mt-0">The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved …</p><p class=pt-0><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ aria-label="Read more - Spice.ai v0.11.1-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 15, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header><p class="pt-0 mt-0">The Spice v0.11-alpha release significantly improves the Databricks data connector with Databricks Connect (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over …</p><p class=pt-0><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ aria-label="Read more - Spice.ai v0.11-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/>Announcing the release of Spice.ai v0.10.2-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 08, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.10.2-alpha (Apr 9, 2024)! 🔥
 The v0.10.2-alpha release adds the MySQL data connector and makes external data connections more robust on initialization.
 Highlights in v0.10.2-alpha MySQL data connector: Connect to any …</p><p class=pt-0><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ aria-label="Read more - Spice.ai v0.10.2-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/>Announcing the release of Spice.ai v0.10.1-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, April 01, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.10.1-alpha! 🔥
 The v0.10.1-alpha release focuses on stability, bug fixes, and usability by improving error messages when using SQLite data accelerators, improving the PostgreSQL support, and adding a basic Helm …</p><p class=pt-0><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ aria-label="Read more - Spice.ai v0.10.1-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/>Adding Spice - The Next Generation of Spice.ai OSS</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Thursday, March 28, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span></a></li></ul></div></header><p class="pt-0 mt-0">TL;DR: We&rsquo;ve rebuilt Spice.ai OSS from the ground up in Rust, as a unified SQL query interface and portable runtime to locally materialize, accelerate, and query datasets sourced from any database, data warehouse or data lake. Learn more at …</p><p class=pt-0><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ aria-label="Read more - Adding Spice">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/>Announcing the release of Spice.ai v0.10-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Wednesday, March 27, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.10-alpha! 🧙‍♂️
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id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2024</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/>Announcing the release of Spice.ai v0.9-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Friday, March 15, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.9-alpha! 🧙‍♂️
+<meta name=description content><meta property="og:title" content="Spice.ai blog"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/posts/"><meta itemprop=name content="Spice.ai blog"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai blog"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-section td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2024</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/>Announcing the release of Spice.ai v0.9-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Friday, March 15, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.9-alpha! 🧙‍♂️
 The v0.9 release adds several data connectors including the Spice data connector for the ability to connect to other Spice instances. Improved observability for the Spice runtime has been added with …</p><p class=pt-0><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ aria-label="Read more - Spice.ai v0.9-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/>Announcing the release of Spice.ai v0.8-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Friday, March 08, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.8-alpha! 🏹
 This is a minor release that builds on the new Rust-based runtime, adding stability and a preview of new features for the first major release.
 Highlights in v0.8-alpha Secrets management: Spice 0.8 …</p><p class=pt-0><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ aria-label="Read more - Spice.ai v0.8-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/>Announcing the release of Spice.ai v0.7-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Friday, February 23, 2024 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice v0.7-alpha! 🏹
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 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=text/html href=/posts/_print/><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice.ai blog | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Spice.ai blog"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/posts/"><meta itemprop=name content="Spice.ai blog"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai blog"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-section td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2021</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/>Understanding Q-learning: How a Reward Is All You Need</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Wednesday, December 15, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span></a></li></ul></div></header><p class="pt-0 mt-0">There are two general ways to train an AI to match a given expectation: we can either give it the expected outputs (commonly named labels) for differents inputs; we call this supervised learning. Or we can provide a reward for each output as a score: …</p><p class=pt-0><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ aria-label="Read more - Understanding Q-learning: How a Reward Is All You Need">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/>Announcing the release of Spice.ai v0.5-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, December 06, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header><p class="pt-0 mt-0">We are excited to announce the release of Spice.ai v0.5-alpha! 🥇
+<meta name=description content><meta property="og:title" content="Spice.ai blog"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/posts/"><meta itemprop=name content="Spice.ai blog"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai blog"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-section td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span 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class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2021</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/>Understanding Q-learning: How a Reward Is All You Need</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Wednesday, December 15, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span></a></li></ul></div></header><p class="pt-0 mt-0">There are two general ways to train an AI to match a given expectation: we can either give it the expected outputs (commonly named labels) for differents inputs; we call this supervised learning. Or we can provide a reward for each output as a score: …</p><p class=pt-0><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ aria-label="Read more - Understanding Q-learning: How a Reward Is All You Need">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/>Announcing the release of Spice.ai v0.5-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, December 06, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header><p class="pt-0 mt-0">We are excited to announce the release of Spice.ai v0.5-alpha! 🥇
 Highlights include a new learning algorithm called &ldquo;Soft Actor-Critic&rdquo; (SAC), fixes to the behavior of spice upgrade, and a more consistent authoring experience for reward …</p><p class=pt-0><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ aria-label="Read more - Spice.ai v0.5-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/12/05/ai-needs-ai-ready-data/>AI needs AI-ready data</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Sunday, December 05, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span></a></li></ul></div></header><p class="pt-0 mt-0">A significant challenge when developing an app powered by AI is providing the machine learning (ML) engine with data in a format that it can use to learn. To do that, you need to normalize the numerical data, one-hot encode categorical data, and …</p><p class=pt-0><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ aria-label="Read more - AI needs AI-ready data">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/>Spicepods: From Zero To Hero</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Thursday, December 02, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span></a></li></ul></div></header><p class="pt-0 mt-0">In my previous post, Teaching Apps how to Learn with Spicepods, I introduced Spicepods as packages of configuration that describe an application&rsquo;s data-driven goals and how it should learn from data. To leverage Spice.ai in your application, …</p><p class=pt-0><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ aria-label="Read more - Spicepods: From Zero To Hero">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/>Announcing the release of Spice.ai v0.4.1-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, November 22, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice.ai v0.4.1-alpha! ✅
 This point release focuses on fixes and improvements to v0.4-alpha. Highlights include AI engine performance improvements, updates to the dashboard observations data grid, notification of new CLI …</p><p class=pt-0><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ aria-label="Read more - Spice.ai v0.4.1-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/>Spice.ai's approach to Time-Series AI</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Thursday, November 18, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span></a></li></ul></div></header><p class="pt-0 mt-0">The Spice.ai project strives to help developers build applications that leverage new AI advances which can be easily trained, deployed, and integrated. A previous blog post introduced Spicepods: a declarative way to create AI applications with …</p><p class=pt-0><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ aria-label="Read more - Spice.ai's approach to Time-Series AI">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/>Teaching Apps how to Learn with Spicepods</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, November 15, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span></a></li></ul></div></header><p class="pt-0 mt-0">The last post in this series, Making Apps that Learn and Adapt, described the shift from building AI/ML solutions to building apps that learn and adapt. But, how does the app learn? And as a developer, how do I teach it what it should learn?
 With …</p><p class=pt-0><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ aria-label="Read more - Teaching Apps how to Learn with Spicepods">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/>Announcing the release of Spice.ai v0.4-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, November 15, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span></a></li></ul></div></header><p class="pt-0 mt-0">We are excited to announce the release of Spice.ai v0.4-alpha! 🏄‍♂️
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id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha-li><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/ title="Announcing the release of Spice.ai v0.12.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506announcing-the-release-of-spiceai-v0121-alpha><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha-li><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/ title="Announcing the release of Spice.ai v0.12-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429announcing-the-release-of-spiceai-v012-alpha><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha-li><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/ title="Announcing the release of Spice.ai v0.11.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422announcing-the-release-of-spiceai-v0111-alpha><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha-li><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/ title="Announcing the release of Spice.ai v0.11-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415announcing-the-release-of-spiceai-v011-alpha><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2021</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/>Spice.ai v0.3-alpha is now available</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Tuesday, October 26, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span></a></li></ul></div></header><p class="pt-0 mt-0">We are excited to announce the release of Spice.ai v0.3-alpha! 🎉
+<meta name=description content><meta property="og:title" content="Spice.ai blog"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/posts/"><meta itemprop=name content="Spice.ai blog"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.ai blog"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class="td-section td-blog"><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><aside class="col-12 col-md-3 col-xl-2 td-sidebar d-print-none"><div id=td-sidebar-menu class=td-sidebar__inner><form class="td-sidebar__search d-flex align-items-center"><button class="btn btn-link td-sidebar__toggle d-md-none p-0 ms-3 fas fa-bars" type=button data-bs-toggle=collapse data-bs-target=#td-section-nav aria-controls=td-section-nav aria-expanded=false aria-label="Toggle section navigation"></button></form><nav class="td-sidebar-nav collapse" id=td-section-nav><ul class="td-sidebar-nav__section pe-md-3 ul-0"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-posts-li><a href=/posts/ title="Spice.ai blog" class="align-left ps-0 active td-sidebar-link td-sidebar-link__section tree-root" id=m-posts><span class=td-sidebar-nav-active-item>Blog</span></a><ul class=ul-1><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240513spice-v0122-alpha-may-13-2024-li><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240513spice-v0122-alpha-may-13-2024><span>Spice v0.12.2-alpha (May 13, 2024)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240506spice-v0121-alpha-may-6-2024-li><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/ title="Spice v0.12.1-alpha (May 6, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240506spice-v0121-alpha-may-6-2024><span>Spice.ai v0.12.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240429spice-v012-alpha-april-29-2024-li><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/ title="Spice v0.12-alpha (April 29, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240429spice-v012-alpha-april-29-2024><span>Spice.ai v0.12-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240422spice-v0111-alpha-april-22-2024-li><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/ title="Spice v0.11.1-alpha (April 22, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240422spice-v0111-alpha-april-22-2024><span>Spice.ai v0.11.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240415spice-v011-alpha-april-15-2024-li><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/ title="Spice v0.11-alpha (April 15, 2024)" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240415spice-v011-alpha-april-15-2024><span>Spice.ai v0.11-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha-li><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/ title="Announcing the release of Spice.ai v0.10.2-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240408announcing-the-release-of-spiceai-v0102-alpha><span>Spice.ai v0.10.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha-li><a href=/posts/2024/04/01/announcing-the-release-of-spice.ai-v0.10.1-alpha/ title="Announcing the release of Spice.ai v0.10.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240401announcing-the-release-of-spiceai-v0101-alpha><span>Spice.ai v0.10.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss-li><a href=/posts/2024/03/28/adding-spice-the-next-generation-of-spice.ai-oss/ title="Adding Spice - The Next Generation of Spice.ai OSS" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240328adding-spice-the-next-generation-of-spiceai-oss><span>Adding Spice</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha-li><a href=/posts/2024/03/27/announcing-the-release-of-spice.ai-v0.10-alpha/ title="Announcing the release of Spice.ai v0.10-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240327announcing-the-release-of-spiceai-v010-alpha><span>Spice.ai v0.10-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha-li><a href=/posts/2024/03/25/announcing-the-release-of-spice.ai-v0.9.1-alpha/ title="Announcing the release of Spice.ai v0.9.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240325announcing-the-release-of-spiceai-v091-alpha><span>Spice.ai v0.9.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha-li><a href=/posts/2024/03/15/announcing-the-release-of-spice.ai-v0.9-alpha/ title="Announcing the release of Spice.ai v0.9-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240315announcing-the-release-of-spiceai-v09-alpha><span>Spice.ai v0.9-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha-li><a href=/posts/2024/03/08/announcing-the-release-of-spice.ai-v0.8-alpha/ title="Announcing the release of Spice.ai v0.8-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240308announcing-the-release-of-spiceai-v08-alpha><span>Spice.ai v0.8-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha-li><a href=/posts/2024/02/23/announcing-the-release-of-spice.ai-v0.7-alpha/ title="Announcing the release of Spice.ai v0.7-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20240223announcing-the-release-of-spiceai-v07-alpha><span>Spice.ai v0.7-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220510building-on-apache-arrow-and-flight-li><a href=/posts/2022/05/10/building-on-apache-arrow-and-flight/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220510building-on-apache-arrow-and-flight><span>Building on Apache Arrow and Flight</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha-li><a href=/posts/2022/04/21/announcing-the-release-of-spice.ai-v0.6.1-alpha/ title="Announcing the release of Spice.ai v0.6.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220421announcing-the-release-of-spiceai-v061-alpha><span>Spice.ai v0.6.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha-li><a href=/posts/2022/02/08/announcing-the-release-of-spice.ai-v0.6-alpha/ title="Announcing the release of Spice.ai v0.6-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220208announcing-the-release-of-spiceai-v06-alpha><span>Spice.ai v0.6-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220112adding-soft-actor-critic-li><a href=/posts/2022/01/12/adding-soft-actor-critic/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220112adding-soft-actor-critic><span>Adding Soft Actor-Critic</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20220104what-data-informs-ai-driven-decision-making-li><a href=/posts/2022/01/04/what-data-informs-ai-driven-decision-making/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20220104what-data-informs-ai-driven-decision-making><span>What Data Informs AI-driven Decision Making?</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt-li><a href=/posts/2021/12/30/a-new-class-of-applications-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211230a-new-class-of-applications-that-learn-and-adapt><span>A New Class of Applications That Learn and Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha-li><a href=/posts/2021/12/28/announcing-the-release-of-spice.ai-v0.5.1-alpha/ title="Announcing the release of Spice.ai v0.5.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211228announcing-the-release-of-spiceai-v051-alpha><span>Spice.ai v0.5.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need-li><a href=/posts/2021/12/15/understanding-q-learning-how-a-reward-is-all-you-need/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211215understanding-q-learning-how-a-reward-is-all-you-need><span>Understanding Q-learning: How a Reward Is All You Need</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha-li><a href=/posts/2021/12/06/announcing-the-release-of-spice.ai-v0.5-alpha/ title="Announcing the release of Spice.ai v0.5-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211206announcing-the-release-of-spiceai-v05-alpha><span>Spice.ai v0.5-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211205ai-needs-ai-ready-data-li><a href=/posts/2021/12/05/ai-needs-ai-ready-data/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211205ai-needs-ai-ready-data><span>AI needs AI-ready data</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211202spicepods-from-zero-to-hero-li><a href=/posts/2021/12/02/spicepods-from-zero-to-hero/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211202spicepods-from-zero-to-hero><span>Spicepods: From Zero To Hero</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha-li><a href=/posts/2021/11/22/announcing-the-release-of-spice.ai-v0.4.1-alpha/ title="Announcing the release of Spice.ai v0.4.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211122announcing-the-release-of-spiceai-v041-alpha><span>Spice.ai v0.4.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211118spiceais-approach-to-time-series-ai-li><a href=/posts/2021/11/18/spice.ais-approach-to-time-series-ai/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211118spiceais-approach-to-time-series-ai><span>Spice.ai's approach to Time-Series AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha-li><a href=/posts/2021/11/15/announcing-the-release-of-spice.ai-v0.4-alpha/ title="Announcing the release of Spice.ai v0.4-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115announcing-the-release-of-spiceai-v04-alpha><span>Spice.ai v0.4-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods-li><a href=/posts/2021/11/15/teaching-apps-how-to-learn-with-spicepods/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211115teaching-apps-how-to-learn-with-spicepods><span>Teaching Apps how to Learn with Spicepods</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211105making-apps-that-learn-and-adapt-li><a href=/posts/2021/11/05/making-apps-that-learn-and-adapt/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211105making-apps-that-learn-and-adapt><span>Making Apps That Learn And Adapt</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha-li><a href=/posts/2021/11/02/announcing-the-release-of-spice.ai-v0.3.1-alpha/ title="Announcing the release of Spice.ai v0.3.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211102announcing-the-release-of-spiceai-v031-alpha><span>Spice.ai v0.3.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211026spiceai-v03-alpha-is-now-available-li><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211026spiceai-v03-alpha-is-now-available><span>Spice.ai v0.3-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha-li><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ title="Announcing the release of Spice.ai v0.2.1-alpha" class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211012announcing-the-release-of-spiceai-v021-alpha><span>Spice.ai v0.2.1-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20211004spiceai-v02-alpha-is-now-available-li><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20211004spiceai-v02-alpha-is-now-available><span>Spice.ai v0.2-alpha is now available</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers-li><a href=/posts/2021/09/07/introducing-spice.ai-open-source-time-series-ai-for-developers/ class="align-left ps-0 td-sidebar-link td-sidebar-link__page" id=m-posts20210907introducing-spiceai-open-source-time-series-ai-for-developers><span>Introducing Spice.ai - open source, time series AI for developers</span></a></li></ul></li></ul></nav></div></aside><aside class="d-none d-xl-block col-xl-2 td-sidebar-toc d-print-none"><div class="td-page-meta ms-2 pb-1 pt-2 mb-0"><a id=print href=/posts/_print/><i class="fa-solid fa-print fa-fw"></i> Print entire section</a></div><div class="taxonomy taxonomy-terms-cloud taxo-categories"><h5 class=taxonomy-title>Categories</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/applications/ data-taxonomy-term=applications><span class=taxonomy-label>Applications</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/data-engineering/ data-taxonomy-term=data-engineering><span class=taxonomy-label>Data Engineering</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/deep-learning/ data-taxonomy-term=deep-learning><span class=taxonomy-label>Deep Learning</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/categories/learn-and-adapt/ data-taxonomy-term=learn-and-adapt><span class=taxonomy-label>Learn-and-Adapt</span><span class=taxonomy-count>5</span></a></li><li><a class=taxonomy-term href=/categories/reinforcement-learning/ data-taxonomy-term=reinforcement-learning><span class=taxonomy-label>Reinforcement Learning</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span><span class=taxonomy-count>22</span></a></li><li><a class=taxonomy-term href=/categories/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/time-series-ai/ data-taxonomy-term=time-series-ai><span class=taxonomy-label>Time-Series Ai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/categories/web3/ data-taxonomy-term=web3><span class=taxonomy-label>Web3</span><span class=taxonomy-count>1</span></a></li></ul></div><div class="taxonomy taxonomy-terms-cloud taxo-tags"><h5 class=taxonomy-title>Tags</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/actor-critic/ data-taxonomy-term=actor-critic><span class=taxonomy-label>Actor-Critic</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml/ data-taxonomy-term=agile-ml><span class=taxonomy-label>Agile Ml</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/agile-ml-arrow-flight-sql/ data-taxonomy-term=agile-ml-arrow-flight-sql><span class=taxonomy-label>Agile Ml Arrow Flight SQL</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/arrow/ data-taxonomy-term=arrow><span class=taxonomy-label>Arrow</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/cnn/ data-taxonomy-term=cnn><span class=taxonomy-label>Cnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/dashboard/ data-taxonomy-term=dashboard><span class=taxonomy-label>Dashboard</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/data-connectors/ data-taxonomy-term=data-connectors><span class=taxonomy-label>Data Connectors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-processors/ data-taxonomy-term=data-processors><span class=taxonomy-label>Data Processors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/data-acceleration/ data-taxonomy-term=data-acceleration><span class=taxonomy-label>Data-Acceleration</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/datafusion/ data-taxonomy-term=datafusion><span class=taxonomy-label>Datafusion</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/datalake/ data-taxonomy-term=datalake><span class=taxonomy-label>Datalake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/decision-engines/ data-taxonomy-term=decision-engines><span class=taxonomy-label>Decision Engines</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/decision-trees/ data-taxonomy-term=decision-trees><span class=taxonomy-label>Decision Trees</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/duckdb/ data-taxonomy-term=duckdb><span class=taxonomy-label>Duckdb</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/expert-systems/ data-taxonomy-term=expert-systems><span class=taxonomy-label>Expert Systems</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/flight-sql/ data-taxonomy-term=flight-sql><span class=taxonomy-label>Flight-Sql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/grafana/ data-taxonomy-term=grafana><span class=taxonomy-label>Grafana</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/infra/ data-taxonomy-term=infra><span class=taxonomy-label>Infra</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/jdbc/ data-taxonomy-term=jdbc><span class=taxonomy-label>Jdbc</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/numpy/ data-taxonomy-term=numpy><span class=taxonomy-label>Numpy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/observability/ data-taxonomy-term=observability><span class=taxonomy-label>Observability</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/oss/ data-taxonomy-term=oss><span class=taxonomy-label>Oss</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/otel/ data-taxonomy-term=otel><span class=taxonomy-label>Otel</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/pandas/ data-taxonomy-term=pandas><span class=taxonomy-label>Pandas</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/performance/ data-taxonomy-term=performance><span class=taxonomy-label>Performance</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/postgresql/ data-taxonomy-term=postgresql><span class=taxonomy-label>Postgresql</span><span class=taxonomy-count>4</span></a></li><li><a class=taxonomy-term href=/tags/q-learning/ data-taxonomy-term=q-learning><span class=taxonomy-label>Q-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rewards/ data-taxonomy-term=rewards><span class=taxonomy-label>Rewards</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rnn/ data-taxonomy-term=rnn><span class=taxonomy-label>Rnn</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/rust/ data-taxonomy-term=rust><span class=taxonomy-label>Rust</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/s3/ data-taxonomy-term=s3><span class=taxonomy-label>S3</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/secrets/ data-taxonomy-term=secrets><span class=taxonomy-label>Secrets</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spice.xyz/ data-taxonomy-term=spice.xyz><span class=taxonomy-label>Spice.xyz</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spiceai/ data-taxonomy-term=spiceai><span class=taxonomy-label>Spiceai</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/spicepod/ data-taxonomy-term=spicepod><span class=taxonomy-label>Spicepod</span><span class=taxonomy-count>3</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/sqlite/ data-taxonomy-term=sqlite><span class=taxonomy-label>Sqlite</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/td-learning/ data-taxonomy-term=td-learning><span class=taxonomy-label>Td-Learning</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/tensors/ data-taxonomy-term=tensors><span class=taxonomy-label>Tensors</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/training/ data-taxonomy-term=training><span class=taxonomy-label>Training</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/transformers/ data-taxonomy-term=transformers><span class=taxonomy-label>Transformers</span><span class=taxonomy-count>1</span></a></li><li><a class=taxonomy-term href=/tags/upgrade/ data-taxonomy-term=upgrade><span class=taxonomy-label>Upgrade</span><span class=taxonomy-count>2</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span><span class=taxonomy-count>1</span></a></li></ul></div></aside><main class="col-12 col-md-9 col-xl-8 ps-md-5 pe-md-4" role=main><div class=td-blog-posts><div class=h2>Posts in 2021</div><ul class=td-blog-posts-list><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/>Spice.ai v0.3-alpha is now available</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Tuesday, October 26, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li><li><a class=taxonomy-term href=/tags/categorical-data/ data-taxonomy-term=categorical-data><span class=taxonomy-label>Categorical Data</span></a></li></ul></div></header><p class="pt-0 mt-0">We are excited to announce the release of Spice.ai v0.3-alpha! 🎉
 This release adds support for ingestion, automatic encoding, and training of categorical data, enabling more use-cases and datasets beyond just numerical measurements. For example, …</p><p class=pt-0><a href=/posts/2021/10/26/spice.ai-v0.3-alpha-is-now-available/ aria-label="Read more - Spice.ai v0.3-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/>Announcing the release of Spice.ai v0.2.1-alpha</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Tuesday, October 12, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/dataspaces/ data-taxonomy-term=dataspaces><span class=taxonomy-label>Dataspaces</span></a></li></ul></div></header><p class="pt-0 mt-0">Announcing the release of Spice.ai v0.2.1-alpha! 🚚
 This point release focuses on fixes and improvements to v0.2-alpha. Highlights include the ability to specify how missing data should be treated and a new production mode for spiced.
 This release …</p><p class=pt-0><a href=/posts/2021/10/12/announcing-the-release-of-spice.ai-v0.2.1-alpha/ aria-label="Read more - Spice.ai v0.2.1-alpha is now available">Read more</a></p></div></li><li class=td-blog-posts-list__item><div class=td-blog-posts-list__body><h5 class="mt-0 mb-1"><a href=/posts/2021/10/04/spice.ai-v0.2-alpha-is-now-available/>Spice.ai v0.2-alpha is now available</a></h5><p class="mb-2 mb-md-3"><small class=text-muted>Monday, October 04, 2021 in Blog</small></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/data/ data-taxonomy-term=data><span class=taxonomy-label>Data</span></a></li></ul></div></header><p class="pt-0 mt-0">We are excited to announce the release of Spice.ai v0.2-alpha! 🎉
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+<meta name=description content><meta property="og:title" content="Acceleration"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/acceleration/"><meta itemprop=name content="Acceleration"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Acceleration"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Acceleration</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/>Spice v0.11.1-alpha (April 22, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
 2024
 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/acceleration/index.xml b/tags/acceleration/index.xml
index ba4c02e9..9ac85ef5 100644
--- a/tags/acceleration/index.xml
+++ b/tags/acceleration/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Acceleration</title><link>/tags/acceleration/</link><description>Recent content in Acceleration on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 22 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/acceleration/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.11.1-alpha</title><link>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</guid><description>
-&lt;h1 id="spice-v0111-alpha-apr-22-2024">Spice v0.11.1-alpha (Apr 22, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Acceleration</title><link>/tags/acceleration/</link><description>Recent content in Acceleration on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 22 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/acceleration/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.11.1-alpha (April 22, 2024)</title><link>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</guid><description>
 &lt;p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/accelerators/index.html b/tags/accelerators/index.html
index f7edcd28..6c1651e7 100644
--- a/tags/accelerators/index.html
+++ b/tags/accelerators/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/accelerators/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Accelerators | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Accelerators"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/accelerators/"><meta itemprop=name content="Accelerators"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Accelerators"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Accelerators</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Accelerators"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/accelerators/"><meta itemprop=name content="Accelerators"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Accelerators"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Accelerators</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/accelerators/index.xml b/tags/accelerators/index.xml
index 25c5d9e7..dd45c1c0 100644
--- a/tags/accelerators/index.xml
+++ b/tags/accelerators/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Accelerators</title><link>/tags/accelerators/</link><description>Recent content in Accelerators on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/accelerators/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Accelerators</title><link>/tags/accelerators/</link><description>Recent content in Accelerators on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/accelerators/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/aws/index.html b/tags/aws/index.html
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-<meta name=description content><meta property="og:title" content="Aws"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/aws/"><meta itemprop=name content="Aws"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Aws"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Aws</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Aws"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/aws/"><meta itemprop=name content="Aws"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Aws"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Aws</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/aws/index.xml b/tags/aws/index.xml
index 0f7079cd..265348a7 100644
--- a/tags/aws/index.xml
+++ b/tags/aws/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Aws</title><link>/tags/aws/</link><description>Recent content in Aws on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/aws/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Aws</title><link>/tags/aws/</link><description>Recent content in Aws on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/aws/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/tags/clickhouse/index.html b/tags/clickhouse/index.html
index 7885de7c..e106d535 100644
--- a/tags/clickhouse/index.html
+++ b/tags/clickhouse/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/clickhouse/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Clickhouse | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Clickhouse"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/clickhouse/"><meta itemprop=name content="Clickhouse"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Clickhouse"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Clickhouse</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term 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+<meta name=description content><meta property="og:title" content="Clickhouse"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/clickhouse/"><meta itemprop=name content="Clickhouse"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Clickhouse"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Clickhouse</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
 2024
 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
\ No newline at end of file
diff --git a/tags/clickhouse/index.xml b/tags/clickhouse/index.xml
index ed38b7fc..1883c889 100644
--- a/tags/clickhouse/index.xml
+++ b/tags/clickhouse/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Clickhouse</title><link>/tags/clickhouse/</link><description>Recent content in Clickhouse on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/clickhouse/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Clickhouse</title><link>/tags/clickhouse/</link><description>Recent content in Clickhouse on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/clickhouse/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -83,8 +82,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/connector/index.html b/tags/connector/index.html
index 98edef0f..90756292 100644
--- a/tags/connector/index.html
+++ b/tags/connector/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/connector/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Connector | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Connector"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/connector/"><meta itemprop=name content="Connector"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Connector"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Connector</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Connector"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/connector/"><meta itemprop=name content="Connector"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Connector"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Connector</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
 2024
 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/connector/index.xml b/tags/connector/index.xml
index d2c0f187..a2a936d9 100644
--- a/tags/connector/index.xml
+++ b/tags/connector/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Connector</title><link>/tags/connector/</link><description>Recent content in Connector on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/connector/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Connector</title><link>/tags/connector/</link><description>Recent content in Connector on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/connector/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/databricks/index.html b/tags/databricks/index.html
index 7083d63b..1e54ee59 100644
--- a/tags/databricks/index.html
+++ b/tags/databricks/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/databricks/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Databricks | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Databricks"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/databricks/"><meta itemprop=name content="Databricks"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Databricks"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Databricks</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/>Announcing the release of Spice.ai v0.11.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span 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+<meta name=description content><meta property="og:title" content="Databricks"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/databricks/"><meta itemprop=name content="Databricks"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Databricks"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Databricks</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/>Spice v0.11.1-alpha (April 22, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
\ No newline at end of file
diff --git a/tags/databricks/index.xml b/tags/databricks/index.xml
index 18144347..d10e53f4 100644
--- a/tags/databricks/index.xml
+++ b/tags/databricks/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Databricks</title><link>/tags/databricks/</link><description>Recent content in Databricks on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 22 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/databricks/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.11.1-alpha</title><link>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</guid><description>
-&lt;h1 id="spice-v0111-alpha-apr-22-2024">Spice v0.11.1-alpha (Apr 22, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Databricks</title><link>/tags/databricks/</link><description>Recent content in Databricks on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 22 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/databricks/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.11.1-alpha (April 22, 2024)</title><link>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</guid><description>
 &lt;p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -70,8 +69,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/tags/gospice/index.html b/tags/gospice/index.html
index a1d6c8da..4a383661 100644
--- a/tags/gospice/index.html
+++ b/tags/gospice/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/gospice/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Gospice | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Gospice"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/gospice/"><meta itemprop=name content="Gospice"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Gospice"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Gospice</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Gospice"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/gospice/"><meta itemprop=name content="Gospice"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Gospice"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Gospice</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
 2024
 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/gospice/index.xml b/tags/gospice/index.xml
index 842e4d4f..714fb022 100644
--- a/tags/gospice/index.xml
+++ b/tags/gospice/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Gospice</title><link>/tags/gospice/</link><description>Recent content in Gospice on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/gospice/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Gospice</title><link>/tags/gospice/</link><description>Recent content in Gospice on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/gospice/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/mysql/index.html b/tags/mysql/index.html
index 7abbb8cb..2fbd57b6 100644
--- a/tags/mysql/index.html
+++ b/tags/mysql/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/mysql/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Mysql | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Mysql"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/mysql/"><meta itemprop=name content="Mysql"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Mysql"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Mysql</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/>Announcing the release of Spice.ai v0.10.2-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10.2-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 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+<meta name=description content><meta property="og:title" content="Mysql"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/mysql/"><meta itemprop=name content="Mysql"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Mysql"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Mysql</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/08/announcing-the-release-of-spice.ai-v0.10.2-alpha/>Announcing the release of Spice.ai v0.10.2-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.10.2-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/mysql/index.xml b/tags/mysql/index.xml
index a04c440c..c6b2dc9d 100644
--- a/tags/mysql/index.xml
+++ b/tags/mysql/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Mysql</title><link>/tags/mysql/</link><description>Recent content in Mysql on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/mysql/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Mysql</title><link>/tags/mysql/</link><description>Recent content in Mysql on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/mysql/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/tags/odbc/index.html b/tags/odbc/index.html
index 6bb5cf73..02677c81 100644
--- a/tags/odbc/index.html
+++ b/tags/odbc/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/odbc/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Odbc | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Odbc"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/odbc/"><meta itemprop=name content="Odbc"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Odbc"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Odbc</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/>Spice v0.12.2-alpha (May 13, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice v0.12.2-alpha (May 13, 2024)</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span 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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
\ No newline at end of file
diff --git a/tags/odbc/index.xml b/tags/odbc/index.xml
index a683bb4b..677aa3d8 100644
--- a/tags/odbc/index.xml
+++ b/tags/odbc/index.xml
@@ -84,8 +84,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/postgres/index.html b/tags/postgres/index.html
index 18c07fbd..d99952eb 100644
--- a/tags/postgres/index.html
+++ b/tags/postgres/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/postgres/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Postgres | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Postgres"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/postgres/"><meta itemprop=name content="Postgres"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Postgres"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Postgres</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Postgres"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/postgres/"><meta itemprop=name content="Postgres"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Postgres"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Postgres</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
\ No newline at end of file
diff --git a/tags/postgres/index.xml b/tags/postgres/index.xml
index 6342ebcc..e017f28e 100644
--- a/tags/postgres/index.xml
+++ b/tags/postgres/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Postgres</title><link>/tags/postgres/</link><description>Recent content in Postgres on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/postgres/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Postgres</title><link>/tags/postgres/</link><description>Recent content in Postgres on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/postgres/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/tags/schema/index.html b/tags/schema/index.html
index 850652c4..8b1d9c0c 100644
--- a/tags/schema/index.html
+++ b/tags/schema/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/schema/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Schema | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Schema"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/schema/"><meta itemprop=name content="Schema"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Schema"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Schema</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Schema"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/schema/"><meta itemprop=name content="Schema"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Schema"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Schema</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
 2024
 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/schema/index.xml b/tags/schema/index.xml
index bec4d916..37fa4574 100644
--- a/tags/schema/index.xml
+++ b/tags/schema/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Schema</title><link>/tags/schema/</link><description>Recent content in Schema on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/schema/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Schema</title><link>/tags/schema/</link><description>Recent content in Schema on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/schema/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/sdk/index.html b/tags/sdk/index.html
index 65e832ae..b7b0cf42 100644
--- a/tags/sdk/index.html
+++ b/tags/sdk/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/sdk/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Sdk | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Sdk"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/sdk/"><meta itemprop=name content="Sdk"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Sdk"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Sdk</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Sdk"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/sdk/"><meta itemprop=name content="Sdk"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Sdk"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Sdk</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/sdk/index.xml b/tags/sdk/index.xml
index bc4f6849..0368b62b 100644
--- a/tags/sdk/index.xml
+++ b/tags/sdk/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Sdk</title><link>/tags/sdk/</link><description>Recent content in Sdk on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/sdk/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Sdk</title><link>/tags/sdk/</link><description>Recent content in Sdk on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/sdk/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/secrets-manager/index.html b/tags/secrets-manager/index.html
index d009d311..f0637e1f 100644
--- a/tags/secrets-manager/index.html
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@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/secrets-manager/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Secrets Manager | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Secrets Manager"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/secrets-manager/"><meta itemprop=name content="Secrets Manager"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Secrets Manager"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Secrets Manager</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Secrets Manager"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/secrets-manager/"><meta itemprop=name content="Secrets Manager"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Secrets Manager"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Secrets Manager</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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diff --git a/tags/secrets-manager/index.xml b/tags/secrets-manager/index.xml
index 2ed2be7e..44edaad0 100644
--- a/tags/secrets-manager/index.xml
+++ b/tags/secrets-manager/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Secrets Manager</title><link>/tags/secrets-manager/</link><description>Recent content in Secrets Manager on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/secrets-manager/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Secrets Manager</title><link>/tags/secrets-manager/</link><description>Recent content in Secrets Manager on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 15 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/secrets-manager/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/tags/snowflake/index.html b/tags/snowflake/index.html
index 7a5e04c4..8b189bbb 100644
--- a/tags/snowflake/index.html
+++ b/tags/snowflake/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/snowflake/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Snowflake | Spice.ai blog</title>
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class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Snowflake</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/>Spice v0.12.2-alpha (May 13, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice v0.12.2-alpha (May 13, 2024)</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a 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+<meta name=description content><meta property="og:title" content="Snowflake"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/snowflake/"><meta itemprop=name content="Snowflake"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Snowflake"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Snowflake</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/13/spice-v0.12.2-alpha-may-13-2024/>Spice v0.12.2-alpha (May 13, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice v0.12.2-alpha (May 13, 2024)</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/error-messages/ data-taxonomy-term=error-messages><span class=taxonomy-label>Error Messages</span></a></li><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/data-refresh/ data-taxonomy-term=data-refresh><span class=taxonomy-label>Data Refresh</span></a></li><li><a class=taxonomy-term href=/tags/helm/ data-taxonomy-term=helm><span class=taxonomy-label>Helm</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip 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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/snowflake/index.xml b/tags/snowflake/index.xml
index 93ecf2ff..b13b672d 100644
--- a/tags/snowflake/index.xml
+++ b/tags/snowflake/index.xml
@@ -84,8 +84,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/spark/index.html b/tags/spark/index.html
index c1f7b2ee..80015ac7 100644
--- a/tags/spark/index.html
+++ b/tags/spark/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/spark/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spark | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Spark"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spark/"><meta itemprop=name content="Spark"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spark"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spark</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/>Announcing the release of Spice.ai v0.11.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/>Announcing the release of Spice.ai v0.11-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a 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+<meta name=description content><meta property="og:title" content="Spark"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spark/"><meta itemprop=name content="Spark"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spark"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spark</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/>Spice v0.11.1-alpha (April 22, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
 2024
 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
\ No newline at end of file
diff --git a/tags/spark/index.xml b/tags/spark/index.xml
index 74d2182e..402af39f 100644
--- a/tags/spark/index.xml
+++ b/tags/spark/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spark</title><link>/tags/spark/</link><description>Recent content in Spark on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spark/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spark</title><link>/tags/spark/</link><description>Recent content in Spark on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spark/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -100,8 +99,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11.1-alpha</title><link>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</guid><description>
-&lt;h1 id="spice-v0111-alpha-apr-22-2024">Spice v0.11.1-alpha (Apr 22, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11.1-alpha (April 22, 2024)</title><link>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</guid><description>
 &lt;p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -172,8 +170,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/tags/spice-rs/index.html b/tags/spice-rs/index.html
index 42bf1e37..9bd5c1e4 100644
--- a/tags/spice-rs/index.html
+++ b/tags/spice-rs/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/spice-rs/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice-Rs | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Spice-Rs"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spice-rs/"><meta itemprop=name content="Spice-Rs"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice-Rs"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spice-Rs</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Spice-Rs"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spice-rs/"><meta itemprop=name content="Spice-Rs"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice-Rs"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spice-Rs</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/spice-rs/index.xml b/tags/spice-rs/index.xml
index 633c4382..847954c6 100644
--- a/tags/spice-rs/index.xml
+++ b/tags/spice-rs/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spice-Rs</title><link>/tags/spice-rs/</link><description>Recent content in Spice-Rs on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spice-rs/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spice-Rs</title><link>/tags/spice-rs/</link><description>Recent content in Spice-Rs on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spice-rs/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/spice.js/index.html b/tags/spice.js/index.html
index 88227539..fa968dd5 100644
--- a/tags/spice.js/index.html
+++ b/tags/spice.js/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/spice.js/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spice.js | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Spice.js"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spice.js/"><meta itemprop=name content="Spice.js"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.js"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spice.js</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Spice.js"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spice.js/"><meta itemprop=name content="Spice.js"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spice.js"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spice.js</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
\ No newline at end of file
diff --git a/tags/spice.js/index.xml b/tags/spice.js/index.xml
index 78f331fc..38fa9610 100644
--- a/tags/spice.js/index.xml
+++ b/tags/spice.js/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spice.js</title><link>/tags/spice.js/</link><description>Recent content in Spice.js on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spice.js/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spice.js</title><link>/tags/spice.js/</link><description>Recent content in Spice.js on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spice.js/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/spicepy/index.html b/tags/spicepy/index.html
index 82c403f1..b106bc67 100644
--- a/tags/spicepy/index.html
+++ b/tags/spicepy/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/spicepy/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Spicepy | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Spicepy"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spicepy/"><meta itemprop=name content="Spicepy"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spicepy"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spicepy</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/>Announcing the release of Spice.ai v0.12-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Spicepy"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/spicepy/"><meta itemprop=name content="Spicepy"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Spicepy"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Spicepy</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/>Spice v0.12-alpha (April 29, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/odbc/ data-taxonomy-term=odbc><span class=taxonomy-label>Odbc</span></a></li><li><a class=taxonomy-term href=/tags/sdk/ data-taxonomy-term=sdk><span class=taxonomy-label>Sdk</span></a></li><li><a class=taxonomy-term href=/tags/spice.js/ data-taxonomy-term=spice.js><span class=taxonomy-label>Spice.js</span></a></li><li><a class=taxonomy-term href=/tags/gospice/ data-taxonomy-term=gospice><span class=taxonomy-label>Gospice</span></a></li><li><a class=taxonomy-term href=/tags/spice-rs/ data-taxonomy-term=spice-rs><span class=taxonomy-label>Spice-Rs</span></a></li><li><a class=taxonomy-term href=/tags/spicepy/ data-taxonomy-term=spicepy><span class=taxonomy-label>Spicepy</span></a></li><li><a class=taxonomy-term href=/tags/accelerators/ data-taxonomy-term=accelerators><span class=taxonomy-label>Accelerators</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/spicepy/index.xml b/tags/spicepy/index.xml
index 6fceb3c8..1ecc173f 100644
--- a/tags/spicepy/index.xml
+++ b/tags/spicepy/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spicepy</title><link>/tags/spicepy/</link><description>Recent content in Spicepy on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spicepy/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12-alpha</title><link>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/announcing-the-release-of-spice.ai-v0.12-alpha/</guid><description>
-&lt;h1 id="spice-v012-alpha-apr-29-2024">Spice v0.12-alpha (Apr 29, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Spicepy</title><link>/tags/spicepy/</link><description>Recent content in Spicepy on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 29 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/spicepy/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12-alpha (April 29, 2024)</title><link>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</link><pubDate>Mon, 29 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/29/spice-v0.12-alpha-april-29-2024/</guid><description>
 &lt;p>The v0.12-alpha release introduces Clickhouse and Apache Spark data connectors, adds support for limiting refresh data periods for temporal datasets, and includes upgraded Spice Client SDKs compatible with Spice OSS.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/sql/index.html b/tags/sql/index.html
index b6071996..9dac98f4 100644
--- a/tags/sql/index.html
+++ b/tags/sql/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/sql/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>SQL | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="SQL"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/sql/"><meta itemprop=name content="SQL"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="SQL"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>SQL</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a 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data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div 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+<meta name=description content><meta property="og:title" content="SQL"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/sql/"><meta itemprop=name content="SQL"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="SQL"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>SQL</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/>Spice v0.11-alpha (April 15, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/aws/ data-taxonomy-term=aws><span class=taxonomy-label>Aws</span></a></li><li><a class=taxonomy-term href=/tags/secrets-manager/ data-taxonomy-term=secrets-manager><span class=taxonomy-label>Secrets Manager</span></a></li><li><a class=taxonomy-term href=/tags/postgres/ data-taxonomy-term=postgres><span class=taxonomy-label>Postgres</span></a></li><li><a class=taxonomy-term href=/tags/mysql/ data-taxonomy-term=mysql><span class=taxonomy-label>Mysql</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab 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 2024
 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
\ No newline at end of file
diff --git a/tags/sql/index.xml b/tags/sql/index.xml
index f3d9c09f..9369978c 100644
--- a/tags/sql/index.xml
+++ b/tags/sql/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – SQL</title><link>/tags/sql/</link><description>Recent content in SQL on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/sql/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – SQL</title><link>/tags/sql/</link><description>Recent content in SQL on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/sql/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
@@ -83,8 +82,7 @@
 &lt;li>Telegram: &lt;a href="https://t.me/spiceaichat">Spice AI Discussion&lt;/a>&lt;/li>
 &lt;li>Reddit: &lt;a href="https://www.reddit.com/r/spiceai">https://www.reddit.com/r/spiceai&lt;/a>&lt;/li>
 &lt;li>Email: &lt;a href="mailto:hey@spice.ai">hey@spice.ai&lt;/a>&lt;/li>
-&lt;/ul></description></item><item><title>Posts: Announcing the release of Spice.ai v0.11-alpha</title><link>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/announcing-the-release-of-spice.ai-v0.11-alpha/</guid><description>
-&lt;h1 id="spice-v011-alpha-apr-15-2024">Spice v0.11-alpha (Apr 15, 2024)&lt;/h1>
+&lt;/ul></description></item><item><title>Posts: Spice v0.11-alpha (April 15, 2024)</title><link>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</link><pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/15/spice-v0.11-alpha-april-15-2024/</guid><description>
 &lt;p>The Spice v0.11-alpha release significantly improves the Databricks data connector with &lt;a href="https://docs.databricks.com/en/dev-tools/databricks-connect/index.html">Databricks Connect&lt;/a> (Spark Connect) support, adds the DuckDB data connector, and adds the AWS Secrets Manager secret store. In addition, enhanced control over accelerated dataset refreshes, improved SSL security for MySQL and PostgreSQL connections, and overall stability improvements have been added.&lt;/p>
 &lt;h2 id="highlights-in-v011-alpha">Highlights in v0.11-alpha&lt;/h2>
 &lt;p>&lt;strong>DuckDB data connector&lt;/strong>: Use DuckDB databases or connections as a data source.&lt;/p>
diff --git a/tags/tables/index.html b/tags/tables/index.html
index 94ea8fe2..17264dbe 100644
--- a/tags/tables/index.html
+++ b/tags/tables/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/tables/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Tables | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Tables"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/tables/"><meta itemprop=name content="Tables"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Tables"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Tables</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/>Announcing the release of Spice.ai v0.12.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Tables"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/tables/"><meta itemprop=name content="Tables"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Tables"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Tables</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/>Spice v0.12.1-alpha (May 6, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.12.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/snowflake/ data-taxonomy-term=snowflake><span class=taxonomy-label>Snowflake</span></a></li><li><a class=taxonomy-term href=/tags/clickhouse/ data-taxonomy-term=clickhouse><span class=taxonomy-label>Clickhouse</span></a></li><li><a class=taxonomy-term href=/tags/sql/ data-taxonomy-term=sql><span class=taxonomy-label>SQL</span></a></li><li><a class=taxonomy-term href=/tags/tables/ data-taxonomy-term=tables><span class=taxonomy-label>Tables</span></a></li><li><a class=taxonomy-term href=/tags/connector/ data-taxonomy-term=connector><span class=taxonomy-label>Connector</span></a></li><li><a class=taxonomy-term href=/tags/schema/ data-taxonomy-term=schema><span class=taxonomy-label>Schema</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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 <span class=td-footer__authors>Spice AI, Inc.</span></span><span class=td-footer__all_rights_reserved>All Rights Reserved</span></div></div></div></footer></div><script src=/js/main.min.a73a93a1ee5d1f86473a40e17450c3e9f2a71617a6fcd2b56b2e0104370ad537.js integrity="sha256-pzqToe5dH4ZHOkDhdFDD6fKnFhem/NK1ay4BBDcK1Tc=" crossorigin=anonymous></script><script defer src=/js/click-to-copy.min.f724d3de49218995223b7316aa2e53e2b34bf42026bf399ebb21bb02212402d1.js integrity="sha256-9yTT3kkhiZUiO3MWqi5T4rNL9CAmvzmeuyG7AiEkAtE=" crossorigin=anonymous></script><script src=/js/tabpane-persist.js></script></body></html>
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diff --git a/tags/tables/index.xml b/tags/tables/index.xml
index 076688c7..46654796 100644
--- a/tags/tables/index.xml
+++ b/tags/tables/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Tables</title><link>/tags/tables/</link><description>Recent content in Tables on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/tables/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.12.1-alpha</title><link>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/announcing-the-release-of-spice.ai-v0.12.1-alpha/</guid><description>
-&lt;h1 id="spice-v0121-alpha-may-6-2024">Spice v0.12.1-alpha (May 6, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Tables</title><link>/tags/tables/</link><description>Recent content in Tables on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 06 May 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/tables/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.12.1-alpha (May 6, 2024)</title><link>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</link><pubDate>Mon, 06 May 2024 00:00:00 +0000</pubDate><guid>/posts/2024/05/06/spice-v0.12.1-alpha-may-6-2024/</guid><description>
 &lt;p>The v0.12.1-alpha release introduces a new Snowflake data connector, support for UUID and TimestampTZ types in the PostgreSQL connector, and improved error messages across all data connectors. The Clickhouse data connector enables data streaming by default. The public SQL interface now restricts DML and DDL queries. Additionally, accelerated tables now fully support NULL values, and issues with schema conversion in these tables have been resolved.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
diff --git a/tags/windows/index.html b/tags/windows/index.html
index c3c242cd..ed343aed 100644
--- a/tags/windows/index.html
+++ b/tags/windows/index.html
@@ -1,4 +1,4 @@
 <!doctype html><html itemscope itemtype=http://schema.org/WebPage lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><link rel=alternate type=application/rss+xml href=/tags/windows/index.xml><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>Windows | Spice.ai blog</title>
-<meta name=description content><meta property="og:title" content="Windows"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/windows/"><meta itemprop=name content="Windows"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Windows"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Windows</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/>Announcing the release of Spice.ai v0.11.1-alpha</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
+<meta name=description content><meta property="og:title" content="Windows"><meta property="og:description" content><meta property="og:type" content="website"><meta property="og:url" content="/tags/windows/"><meta itemprop=name content="Windows"><meta itemprop=description content><meta name=twitter:card content="summary"><meta name=twitter:title content="Windows"><meta name=twitter:description content><link rel=preload href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css as=style><link href=/scss/main.min.c7bcf05ef5788b253a46d12517e7c3d424e88556a5c948c57b677e1a1f7cc26b.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.7.1.min.js integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin=anonymous></script></head><body class=td-term><header><nav class="td-navbar navbar-dark js-navbar-scroll"><div class="container-fluid flex-column flex-md-row"><a class=navbar-brand href=/><span class="navbar-brand__logo navbar-logo"></span><span class=navbar-brand__name>Spice.ai blog</span></a><div class="td-navbar-nav-scroll ms-md-auto" id=main_navbar><ul class=navbar-nav><li class=nav-item><a class=nav-link href=https://github.com/spiceai/spiceai target=_blank rel=noopener><span>GitHub</span></a></li></ul></div><div class="d-none d-lg-block"></div></div></nav></header><div class="container-fluid td-default td-outer"><main role=main class=td-main><div class=td-content><main class=taxonomy-taxonomy-page><h1>Tag: <span>Windows</span></h1><div></div><div><article class="card article-teaser article-type-blog"><h3><a href=/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/>Spice v0.11.1-alpha (April 22, 2024)</a></h3><nav class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/posts/>Blog</a></li><li class=breadcrumb-item>Spice.ai v0.11.1-alpha is now available</li></ol></nav><p></p><header class=article-meta><div class="taxonomy taxonomy-terms-article taxo-categories"><h5 class=taxonomy-title>Categories:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/categories/release/ data-taxonomy-term=release><span class=taxonomy-label>Release</span></a></li></ul></div><div class="taxonomy taxonomy-terms-article taxo-tags"><h5 class=taxonomy-title>Tags:</h5><ul class=taxonomy-terms><li><a class=taxonomy-term href=/tags/databricks/ data-taxonomy-term=databricks><span class=taxonomy-label>Databricks</span></a></li><li><a class=taxonomy-term href=/tags/spark/ data-taxonomy-term=spark><span class=taxonomy-label>Spark</span></a></li><li><a class=taxonomy-term href=/tags/acceleration/ data-taxonomy-term=acceleration><span class=taxonomy-label>Acceleration</span></a></li><li><a class=taxonomy-term href=/tags/windows/ data-taxonomy-term=windows><span class=taxonomy-label>Windows</span></a></li></ul></div></header></article></div><a href=/tags/ class=all-taxonomy-terms>All Tags</a></main></div></main><footer class="td-footer row d-print-none"><div class=container-fluid><div class="row mx-md-2"><div class="td-footer__left col-6 col-sm-4 order-sm-1"></div><div class="td-footer__right col-6 col-sm-4 order-sm-3"><ul class=td-footer__links-list><li class=td-footer__links-item data-bs-toggle=tooltip title=Twitter aria-label=Twitter><a target=_blank rel=noopener href=https://twitter.com/spice_ai aria-label=Twitter><i class="fab fa-twitter"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Discord aria-label=Discord><a target=_blank rel=noopener href=https://discord.com/channels/803820740868571196/803820740868571199 aria-label=Discord><i class="fab fa-discord"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=Reddit aria-label=Reddit><a target=_blank rel=noopener href=https://reddit.com/r/spiceai aria-label=Reddit><i class="fab fa-reddit"></i></a></li><li class=td-footer__links-item data-bs-toggle=tooltip title=GitHub aria-label=GitHub><a target=_blank rel=noopener href=https://github.com/spiceai/spiceai aria-label=GitHub><i class="fab fa-github"></i></a></li></ul></div><div class="td-footer__center col-12 col-sm-4 py-2 order-sm-2"><span class=td-footer__copyright>&copy;
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diff --git a/tags/windows/index.xml b/tags/windows/index.xml
index 3dd67033..e6e720e3 100644
--- a/tags/windows/index.xml
+++ b/tags/windows/index.xml
@@ -1,5 +1,4 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Windows</title><link>/tags/windows/</link><description>Recent content in Windows on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 22 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/windows/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Announcing the release of Spice.ai v0.11.1-alpha</title><link>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/announcing-the-release-of-spice.ai-v0.11.1-alpha/</guid><description>
-&lt;h1 id="spice-v0111-alpha-apr-22-2024">Spice v0.11.1-alpha (Apr 22, 2024)&lt;/h1>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Spice.ai blog – Windows</title><link>/tags/windows/</link><description>Recent content in Windows on Spice.ai blog</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Mon, 22 Apr 2024 00:00:00 +0000</lastBuildDate><atom:link href="/tags/windows/index.xml" rel="self" type="application/rss+xml"/><item><title>Posts: Spice v0.11.1-alpha (April 22, 2024)</title><link>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</link><pubDate>Mon, 22 Apr 2024 00:00:00 +0000</pubDate><guid>/posts/2024/04/22/spice-v0.11.1-alpha-april-22-2024/</guid><description>
 &lt;p>The v0.11.1-alpha release introduces retention policies for accelerated datasets, native Windows installation support, and integration of catalog and schema settings for the Databricks Spark connector. Several bugs have also been fixed for improved stability.&lt;/p>
 &lt;h2 id="highlights">Highlights&lt;/h2>
 &lt;ul>
