Fix RAG with Generative APIs and Langchain tutorial (#4047)

* fix(genapi): RAG tutorial using Generative APIs

WIP - fixing content and snippets not working anymore

* fix(genapi): Remove direct connection to database

* fix(genapi): Remove boto3 direct usage and use S3DirectoryLoader

* fix(genapi): Removing unused dependencies and improving troubleshooting section

* fix(genapi): Splitting tutorial in two files separating document loading and rag prompting

* fix(genapi): sentence wording

* fix(genapi): shortening conclusion

* fix(genapi): remove file redundant annotations in comments

* Update index.mdx

* fix(genapi): fixing typos and dependencies

* fix(genapi): adding default vector search function and document number retrieved.

* fix(genapi): removing verify=none field in s3 certificate validation

* Update index.mdx

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Apply suggestions from code review

Co-authored-by: Jessica <[email protected]>

* Update tutorials/how-to-implement-rag-generativeapis/index.mdx

Co-authored-by: Jessica <[email protected]>

* Apply suggestions from code review

Co-authored-by: Jessica <[email protected]>

* Update index.mdx

* Update index.mdx

* fix(genapi): Adding dependencies requirements for MacOS and Debian/Ubuntu

Adding dependencies requirements for MacOS and Debian/Ubuntu, and fixing python packages version.

* fix(llm): review ro

Co-authored-by: Rowena Jones <[email protected]>

* fix(llm): review ro 2

Co-authored-by: Rowena Jones <[email protected]>

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Co-authored-by: Jessica <[email protected]>
Co-authored-by: ldecarvalho-doc <[email protected]>
Co-authored-by: Rowena Jones <[email protected]>

Author: 4 people