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title: 如何构建知识图谱驱动的大模型应用 | ||
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avatar: gu-si-wei.jpg | ||
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body: 大模型 RAG 范式中有很多天然痛点:chunking 对知识结构的破坏与信息浓度的预设、通用 embedding 模型的相似不相关 retrieval,等等。 知识图谱(kg)作为重要的知识持久化形式,可以在大模型技术栈中提高质量、消弭幻觉充当重要角色。 然而,kg 的构建、访问、使用方法与 LLM 场景的落地方法策略一直在演进、探索中,这让大多数 LLM 开发者望而却步,本次演讲中古思为作为 Graph RAG 的提出者将为大家解密、梳理到底 KG 如何与 LLM 结合、落地。 | ||
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introduction: NebulaGraph LLM 产品 leader、LlamaIndex 项目 top 10 贡献者、NebulaGraph AI Suite Nebula-LLM 作者、微软 Python MVP、图技术布道师 | ||
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speaker: 古思为 | ||
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start_date: 2023-12-02 16:45 Asia/Shanghai |
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speaker: 施宇航 | ||
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avatar: shi-yu-hang.jpeg | ||
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start_date: 2023-12-02 13:30 Asia/Shanghai |
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开源项目:python-office | ||
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speaker: 程序员晚枫 | ||
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start_date: 2023-12-02 14:00 Asia/Shanghai |
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title: Python 在运维代理上的应用 | ||
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avatar: linchengqian.jpeg | ||
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bio: 杭州优云软件 Python 开发工程师 | ||
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introduction: | ||
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主要负责采控平台统一 Agent 建设 | ||
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speaker: 林程前 | ||
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start_date: 2023-12-02 16:20 Asia/Shanghai |
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speaker: 郭廓 | ||
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start_date: 2023-12-02 15:30 Asia/Shanghai |
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introduction: | ||
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speaker: Wenyang Wang | ||
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start_date: 2023-12-02 14:20 Asia/Shanghai |
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content/shanghai/how-we-build-python-sdk-for-cloud-developers/contents.lr
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title: | ||
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How We Build Python SDK for Cloud Developers | ||
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avatar: yanyuchao.png | ||
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bio: | ||
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微软软件开发工程师 | ||
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body: | ||
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云服务的使用已经越来越普遍,云服务的种类 (network/compute/storage/…) 也越来越多。面对成千上万的云服务接口,如何为使用者提供方便、快捷的访问方式,极大地影响了用户体验。SDK 作为访问工具的一种,以其使用灵活,集成方便的特性,在开发者中有广泛的受众,是云生态的重要一环。如何为广大开发者提供使用简单、方便扩展、功能强大的 SDK呢? | ||
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本主题演讲将包括以下内容: | ||
- Azure SDK 概述 | ||
- Azure SDK 关键特性,包括设计原则、azure-core,功能概览等 | ||
- Azure Python SDK 的特点、Azure SDK 自动生成工具简介 | ||
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speaker: 闫宇超 | ||
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start_date: 2023-12-02 15:20 Asia/Shanghai |
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content/shanghai/how-we-build-python-sdk-for-cloud-developers/yanyuchao.png
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title: Xinference-大模型时代的推理平台 | ||
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avatar: qinxuye.png | ||
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bio: 未来速度联合创始人 & CEO | ||
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body: | ||
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主要介绍当前最领先的大模型推理技术以及优化手段,介绍开源项目 Xinference 如何更快地在本地搭建大模型服务。 | ||
- attension 计算原理。 | ||
- 包括 kvcache, continuous batching, speculative sampling 等常见的加速技巧。 | ||
- Xinference 的架构以及设计 | ||
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introduction: 拥有多年分布式编程、AI 和大数据系统经验,目前在未来速度担任联合创始人兼 CEO。未来速度的使命是让大规模 AI 触手可及,核心产品是 Xorbits 推理和数据平台。 | ||
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speaker: 秦续业 | ||
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start_date: 2023-12-02 13:00 Asia/Shanghai |
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