chore(weave): fixed typo in docs (#2702)

* Update CONTRIBUTING.md

* Update CONTRIBUTING_DOCS.md

* Update tutorial-eval.md

* Update tutorial-rag.md

* Update tutorial-tracing_2.md

* Update tutorial-weave_models.md

CONTRIBUTING.md

@@ -15,7 +15,7 @@
 ## Issues
 1. Check the [issues](https://github.com/wandb/weave/issues) and [PRs](https://github.com/wandb/weave/pulls) to see if the feature/bug has already been requested/fixed. If not, [open an issue](https://github.com/wandb/weave/issues/new/choose). This helps us keep track of feature requests and bugs!
 2. If you're having issues, the best way we can help is when you can share a reproducible example.
-   1. In general, it's helpful use this format:
+   1. In general, it's helpful to use this format:
       ```
       <short description of the issue>
       <link to your project>

docs/CONTRIBUTING_DOCS.md

@@ -115,7 +115,7 @@ See `docs/scripts/generate_service_api_spec.py` and `./docs/reference/service-ap
 
 Service doc generation loads the `openapi.json` file describing the server, processes it, then uses the `docusaurus-plugin-openapi-docs` plugin to generate markdown files from that specification.
 
-To improve docs, basically follow FastAPI's instructions to create good Swagger docs by adding field-level and endpoint-level documentation using their APIs. Assuming your have made some changes, `docs/scripts/generate_service_api_spec.py` needs a server to point to. You can either deploy to prod, or run the server locally and point to it in `docs/scripts/generate_service_api_spec.py`. From there, `docs/scripts/generate_service_api_spec.py` will download the spec, clean it up, and build the docs!
+To improve docs, basically follow FastAPI's instructions to create good Swagger docs by adding field-level and endpoint-level documentation using their APIs. Assuming you have made some changes, `docs/scripts/generate_service_api_spec.py` needs a server to point to. You can either deploy to prod, or run the server locally and point to it in `docs/scripts/generate_service_api_spec.py`. From there, `docs/scripts/generate_service_api_spec.py` will download the spec, clean it up, and build the docs!
 
 ### Notebook Doc Gen
 

docs/docs/tutorial-eval.md

@@ -7,7 +7,7 @@ To iterate on an application, we need a way to evaluate if it's improving. To do
 ## 1. Build a `Model`
 
 `Model`s store and version information about your system, such as prompts, temperatures, and more.
-Weave automatically captures when they are used and update the version when there are changes.
+Weave automatically captures when they are used and updates the version when there are changes.
 
 `Model`s are declared by subclassing `Model` and implementing a `predict` function definition, which takes one example and returns the response.
 
@@ -185,7 +185,7 @@ examples = [
 # If you have already published the Dataset, you can run:
 # dataset = weave.ref('example_labels').get()
 
-# We define a scoring functions to compare our model predictions with a ground truth label.
+# We define a scoring function to compare our model predictions with a ground truth label.
 @weave.op()
 def fruit_name_score(target: dict, model_output: dict) -> dict:
     return {'correct': target['fruit'] == model_output['fruit']}

docs/docs/tutorial-rag.md

@@ -23,12 +23,12 @@ import asyncio
 
 articles = [
     "Novo Nordisk and Eli Lilly rival soars 32 percent after promising weight loss drug results Shares of Denmarks Zealand Pharma shot 32 percent higher in morning trade, after results showed success in its liver disease treatment survodutide, which is also on trial as a drug to treat obesity. The trial “tells us that the 6mg dose is safe, which is the top dose used in the ongoing [Phase 3] obesity trial too,” one analyst said in a note. The results come amid feverish investor interest in drugs that can be used for weight loss.",
-    "Berkshire shares jump after big profit gain as Buffetts conglomerate nears $1 trillion valuation Berkshire Hathaway shares rose on Monday after Warren Buffetts conglomerate posted strong earnings for the fourth quarter over the weekend. Berkshires Class A and B shares jumped more than 1.5%, each. Class A shares are higher by more than 17% this year, while Class B have gained more than 18%. Berkshire was last valued at $930.1 billion, up from $905.5 billion where it closed on Friday, according to FactSet. Berkshire on Saturday posted fourth-quarter operating earnings of $8.481 billion, about 28 percent higher than the $6.625 billion from the year-ago period, driven by big gains in its insurance business. Operating earnings refers to profits from businesses across insurance, railroads and utilities. Meanwhile, Berkshires cash levels also swelled to record levels. The conglomerate held $167.6 billion in cash in the fourth quarter, surpassing the $157.2 billion record the conglomerate held in the prior quarter.",
+    "Berkshire shares jump after big profit gain as Buffetts conglomerate nears $1 trillion valuation Berkshire Hathaway shares rose on Monday after Warren Buffetts conglomerate posted strong earnings for the fourth quarter over the weekend. Berkshires Class A and B shares jumped more than 1.5%, each. Class A shares are higher by more than 17% this year, while Class B has gained more than 18%. Berkshire was last valued at $930.1 billion, up from $905.5 billion where it closed on Friday, according to FactSet. Berkshire on Saturday posted fourth-quarter operating earnings of $8.481 billion, about 28 percent higher than the $6.625 billion from the year-ago period, driven by big gains in its insurance business. Operating earnings refers to profits from businesses across insurance, railroads and utilities. Meanwhile, Berkshires cash levels also swelled to record levels. The conglomerate held $167.6 billion in cash in the fourth quarter, surpassing the $157.2 billion record the conglomerate held in the prior quarter.",
     "Highmark Health says its combining tech from Google and Epic to give doctors easier access to information Highmark Health announced it is integrating technology from Google Cloud and the health-care software company Epic Systems. The integration aims to make it easier for both payers and providers to access key information they need, even if its stored across multiple points and formats, the company said. Highmark is the parent company of a health plan with 7 million members, a provider network of 14 hospitals and other entities",
     "Rivian and Lucid shares plunge after weak EV earnings reports Shares of electric vehicle makers Rivian and Lucid fell Thursday after the companies reported stagnant production in their fourth-quarter earnings after the bell Wednesday. Rivian shares sank about 25 percent, and Lucids stock dropped around 17 percent. Rivian forecast it will make 57,000 vehicles in 2024, slightly less than the 57,232 vehicles it produced in 2023. Lucid said it expects to make 9,000 vehicles in 2024, more than the 8,428 vehicles it made in 2023.",
     "Mauritius blocks Norwegian cruise ship over fears of a potential cholera outbreak Local authorities on Sunday denied permission for the Norwegian Dawn ship, which has 2,184 passengers and 1,026 crew on board, to access the Mauritius capital of Port Louis, citing “potential health risks.” The Mauritius Ports Authority said Sunday that samples were taken from at least 15 passengers on board the cruise ship. A spokesperson for the U.S.-headquartered Norwegian Cruise Line Holdings said Sunday that 'a small number of guests experienced mild symptoms of a stomach-related illness' during Norwegian Dawns South Africa voyage.",
-    "Intuitive Machines lands on the moon in historic first for a U.S. company Intuitive Machines Nova-C cargo lander, named Odysseus after the mythological Greek hero, is the first U.S. spacecraft to soft land on the lunar surface since 1972. Intuitive Machines is the first company to pull off a moon landing — government agencies have carried out all previously successful missions. The companys stock surged in extended trading Thursday, after falling 11 percent in regular trading.",
-    "Lunar landing photos: Intuitive Machines Odysseus sends back first images from the moon Intuitive Machines cargo moon lander Odysseus returned its first images from the surface. Company executives believe the lander caught its landing gear sideways in the moons surface while touching down and tipped over. Despite resting on its side, the companys historic IM-1 mission is still operating on the moon.",
+    "Intuitive Machines lands on the moon in historic first for a U.S. company Intuitive Machines Nova-C cargo lander, named Odysseus after the mythological Greek hero, is the first U.S. spacecraft to soft land on the lunar surface since 1972. Intuitive Machines is the first company to pull off a moon landing — government agencies have carried out all previously successful missions. The company's stock surged in extended trading Thursday, after falling 11 percent in regular trading.",
+    "Lunar landing photos: Intuitive Machines Odysseus sends back first images from the moon Intuitive Machines cargo moon lander Odysseus returned its first images from the surface. Company executives believe the lander caught its landing gear sideways on the moon's surface while touching down and tipped over. Despite resting on its side, the company's historic IM-1 mission is still operating on the moon.",
 ]
 
 def docs_to_embeddings(docs: list) -> list:
@@ -279,12 +279,12 @@ import asyncio
 # Examples we've gathered that we want to use for evaluations
 articles = [
     "Novo Nordisk and Eli Lilly rival soars 32 percent after promising weight loss drug results Shares of Denmarks Zealand Pharma shot 32 percent higher in morning trade, after results showed success in its liver disease treatment survodutide, which is also on trial as a drug to treat obesity. The trial “tells us that the 6mg dose is safe, which is the top dose used in the ongoing [Phase 3] obesity trial too,” one analyst said in a note. The results come amid feverish investor interest in drugs that can be used for weight loss.",
-    "Berkshire shares jump after big profit gain as Buffetts conglomerate nears $1 trillion valuation Berkshire Hathaway shares rose on Monday after Warren Buffetts conglomerate posted strong earnings for the fourth quarter over the weekend. Berkshires Class A and B shares jumped more than 1.5%, each. Class A shares are higher by more than 17% this year, while Class B have gained more than 18%. Berkshire was last valued at $930.1 billion, up from $905.5 billion where it closed on Friday, according to FactSet. Berkshire on Saturday posted fourth-quarter operating earnings of $8.481 billion, about 28 percent higher than the $6.625 billion from the year-ago period, driven by big gains in its insurance business. Operating earnings refers to profits from businesses across insurance, railroads and utilities. Meanwhile, Berkshires cash levels also swelled to record levels. The conglomerate held $167.6 billion in cash in the fourth quarter, surpassing the $157.2 billion record the conglomerate held in the prior quarter.",
-    "Highmark Health says its combining tech from Google and Epic to give doctors easier access to information Highmark Health announced it is integrating technology from Google Cloud and the health-care software company Epic Systems. The integration aims to make it easier for both payers and providers to access key information they need, even if its stored across multiple points and formats, the company said. Highmark is the parent company of a health plan with 7 million members, a provider network of 14 hospitals and other entities",
+    "Berkshire shares jump after big profit gain as Buffetts conglomerate nears $1 trillion valuation Berkshire Hathaway shares rose on Monday after Warren Buffetts conglomerate posted strong earnings for the fourth quarter over the weekend. Berkshires Class A and B shares jumped more than 1.5%, each. Class A shares are higher by more than 17% this year, while Class B has gained more than 18%. Berkshire was last valued at $930.1 billion, up from $905.5 billion where it closed on Friday, according to FactSet. Berkshire on Saturday posted fourth-quarter operating earnings of $8.481 billion, about 28 percent higher than the $6.625 billion from the year-ago period, driven by big gains in its insurance business. Operating earnings refers to profits from businesses across insurance, railroads and utilities. Meanwhile, Berkshires cash levels also swelled to record levels. The conglomerate held $167.6 billion in cash in the fourth quarter, surpassing the $157.2 billion record the conglomerate held in the prior quarter.",
+    "Highmark Health says its combining tech from Google and Epic to give doctors easier access to information Highmark Health announced it is integrating technology from Google Cloud and the health-care software company Epic Systems. The integration aims to make it easier for both payers and providers to access key information they need, even if it's stored across multiple points and formats, the company said. Highmark is the parent company of a health plan with 7 million members, a provider network of 14 hospitals and other entities",
     "Rivian and Lucid shares plunge after weak EV earnings reports Shares of electric vehicle makers Rivian and Lucid fell Thursday after the companies reported stagnant production in their fourth-quarter earnings after the bell Wednesday. Rivian shares sank about 25 percent, and Lucids stock dropped around 17 percent. Rivian forecast it will make 57,000 vehicles in 2024, slightly less than the 57,232 vehicles it produced in 2023. Lucid said it expects to make 9,000 vehicles in 2024, more than the 8,428 vehicles it made in 2023.",
     "Mauritius blocks Norwegian cruise ship over fears of a potential cholera outbreak Local authorities on Sunday denied permission for the Norwegian Dawn ship, which has 2,184 passengers and 1,026 crew on board, to access the Mauritius capital of Port Louis, citing “potential health risks.” The Mauritius Ports Authority said Sunday that samples were taken from at least 15 passengers on board the cruise ship. A spokesperson for the U.S.-headquartered Norwegian Cruise Line Holdings said Sunday that 'a small number of guests experienced mild symptoms of a stomach-related illness' during Norwegian Dawns South Africa voyage.",
-    "Intuitive Machines lands on the moon in historic first for a U.S. company Intuitive Machines Nova-C cargo lander, named Odysseus after the mythological Greek hero, is the first U.S. spacecraft to soft land on the lunar surface since 1972. Intuitive Machines is the first company to pull off a moon landing — government agencies have carried out all previously successful missions. The companys stock surged in extended trading Thursday, after falling 11 percent in regular trading.",
-    "Lunar landing photos: Intuitive Machines Odysseus sends back first images from the moon Intuitive Machines cargo moon lander Odysseus returned its first images from the surface. Company executives believe the lander caught its landing gear sideways in the moons surface while touching down and tipped over. Despite resting on its side, the companys historic IM-1 mission is still operating on the moon.",
+    "Intuitive Machines lands on the moon in historic first for a U.S. company Intuitive Machines Nova-C cargo lander, named Odysseus after the mythological Greek hero, is the first U.S. spacecraft to soft land on the lunar surface since 1972. Intuitive Machines is the first company to pull off a moon landing — government agencies have carried out all previously successful missions. The company's stock surged in extended trading Thursday, after falling 11 percent in regular trading.",
+    "Lunar landing photos: Intuitive Machines Odysseus sends back first images from the moon Intuitive Machines cargo moon lander Odysseus returned its first images from the surface. Company executives believe the lander caught its landing gear sideways on the surface of the moon while touching down and tipped over. Despite resting on its side, the company's historic IM-1 mission is still operating on the moon.",
 ]
 
 def docs_to_embeddings(docs: list) -> list:

docs/docs/tutorial-tracing_2.md

@@ -3,7 +3,7 @@
 In the [Track LLM inputs & outputs](/quickstart) tutorial, the basics of tracking the inputs and outputs of your LLMs was covered.
 
 In this tutorial you will learn how to:
-- **Track data** as it flows though your application
+- **Track data** as it flows through your application
 - **Track metadata** at call time
 
 ## Tracking nested function calls
@@ -27,7 +27,7 @@ def extract_dinos(sentence: str) -> dict:
         messages=[
             {
                 "role": "system",
-                "content": """Extract any dinorsaur `name`, their `common_name`, \
+                "content": """Extract any dinosaur `name`, their `common_name`, \
   names and whether its `diet` is a herbivore or carnivore, in JSON format."""
             },
             {
@@ -77,7 +77,7 @@ When you run the above code you will see the the inputs and outputs from the two
 
 ## Tracking metadata
 
-Tracking metadata can be done easily by using the `weave.attributes` context manger and passing it a dictionary of the metadata to track at call time.
+Tracking metadata can be done easily by using the `weave.attributes` context manager and passing it a dictionary of the metadata to track at call time.
 
 Continuing our example from above:
 

docs/docs/tutorial-weave_models.md

@@ -117,7 +117,7 @@ new_dinos = weave.ref("weave:///morgan/jurassic-park/object/ExtractDinos:ey4udBU
 # set the client to the openai client again
 new_dinos.client = client
 
-new_sentence = """I also saw a Ankylosaurus grazing on giant ferns"""
+new_sentence = """I also saw an Ankylosaurus grazing on giant ferns"""
 new_result = new_dinos.invoke(new_sentence)
 print(new_result)
 ```