Revampt client & server approach.

[emrgnt-cmplxty]

🚀 This description was created by Ellipsis for commit 4df8771

Summary:

This PR introduces a new pipeline HyDEPipeline for creating synthetic queries, updates various files to accommodate this change, and makes minor updates to other files.

Key points:

• Introduced a new pipeline HyDEPipeline for creating synthetic queries.
• Added HyDEPipeline to PIPELINE_OPTIONS in config_pipeline.py.
• Updated README.md with instructions for HyDEPipeline.
• Updated litellm version in pyproject.toml.
• Deleted run_synthetic_query_client.py.
• Updated get_embedding function in OpenAIEmbeddingProvider class in base.py to include type hints.
• Removed unused import in run_qna_client.py.
• Updated QnARAGPipeline class in rag.py to include default values for system_prompt and task_prompt parameters.

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Name	Status	Preview	Comments	Updated (UTC)
r2r-docs	✅ Ready (Inspect)	Visit Preview	💬 Add feedback	Apr 22, 2024 4:59pm

[ellipsis-dev]

👍 Looks good to me!

• Reviewed the entire pull request up to 4df8771
• Looked at 372 lines of code in 9 files
• Took 3 minutes and 12 seconds to review

More info

• Skipped 2 files when reviewing.
• Skipped posting 7 additional comments because they didn't meet confidence threshold of 50%.

1. r2r/pipelines/hyde/rag.py:42:

• Assessed confidence : 50%
• Comment:
  The HyDEPipeline class seems to be a new pipeline introduced in this PR. It inherits from the QnARAGPipeline class and overrides some of its methods. Please ensure that the overridden methods in the HyDEPipeline class are functioning as expected and that they are compatible with the rest of the codebase.
• Reasoning:
  The PR seems to be about introducing a new pipeline called 'HyDE'. The changes include renaming and moving the 'synthetic_query_pipeline.py' to 'hyde/rag.py', updating the 'README.md' file to reflect the new pipeline, and updating the 'config_pipeline.py' to include the new pipeline. The 'run_synthetic_query_client.py' file has been deleted, and the 'run_qna_client.py' file has been updated. The 'pyproject.toml' file has been updated to change the version of 'litellm' from '^1.34.0' to '^1.35.18'. The 'base.py' file in the 'openai' directory under 'embeddings' has been updated to change the formatting of the 'get_embedding' function. The 'init.py' file in the 'pipelines' directory has been updated to import the 'HyDEPipeline' from 'hyde.rag'. The 'rag.py' file in the 'qna' directory under 'pipelines' has been updated to change the formatting of the 'init' function. The changes seem to be consistent with the PR title and there don't seem to be any logical bugs, performance bugs, or security bugs. However, I need to check the codebase to confirm this.

2. README.md:125:

• Assessed confidence : 50%
• Comment:
  The 'README.md' file has been updated to reflect the new 'HyDE' pipeline. Please ensure that the updated instructions are correct and that they provide the necessary information for users to understand and use the 'HyDE' pipeline.
• Reasoning:
  The 'README.md' file has been updated to reflect the new 'HyDE' pipeline. The 'Synthetic Queries Example' section has been renamed to 'HyDE Example' and the commands to run the server and client have been updated. The 'HyDE Pipeline' is described as a more advanced synthetic query pipeline designed to enhance the RAG system's learning and performance. The changes seem to be consistent with the PR title and there don't seem to be any logical bugs, performance bugs, or security bugs. However, I need to check the codebase to confirm this.

3. pyproject.toml:23:

• Assessed confidence : 50%
• Comment:
  The version of 'litellm' has been updated from '^1.34.0' to '^1.35.18'. Please ensure that this version update does not introduce any breaking changes and that it is compatible with the rest of the codebase.
• Reasoning:
  The 'pyproject.toml' file has been updated to change the version of 'litellm' from '^1.34.0' to '^1.35.18'. This seems to be a minor version update. I need to check the codebase to confirm that this update does not introduce any breaking changes.

4. r2r/embeddings/openai/base.py:76:

• Assessed confidence : 50%
• Comment:
  The 'get_embedding' function in the 'OpenAIEmbeddingProvider' class has been updated. Please ensure that the updated function is functioning as expected and that it is compatible with the rest of the codebase.
• Reasoning:
  The 'base.py' file in the 'openai' directory under 'embeddings' has been updated to change the formatting of the 'get_embedding' function. The function now takes two arguments: 'text' and 'stage', and it raises a ValueError if 'stage' is not equal to 'PipelineStage.SEARCH'. This seems to be a minor change and there don't seem to be any logical bugs, performance bugs, or security bugs. However, I need to check the codebase to confirm this.

5. r2r/examples/clients/run_qna_client.py:3:

• Assessed confidence : 50%
• Comment:
  The 'json' module has been removed from the imports in the 'run_qna_client.py' file. Please ensure that this module is no longer needed and that its removal does not affect the functionality of the rest of the codebase.
• Reasoning:
  The 'run_qna_client.py' file has been updated. The 'json' module has been removed from the imports and there don't seem to be any other changes. This seems to be a minor change and there don't seem to be any logical bugs, performance bugs, or security bugs. However, I need to check the codebase to confirm this.

6. r2r/examples/servers/config_pipeline.py:30:

• Assessed confidence : 50%
• Comment:
  The 'config_pipeline.py' file has been updated to include the new 'HyDE' pipeline. Please ensure that the updated file is functioning as expected and that it is compatible with the rest of the codebase.
• Reasoning:
  The 'config_pipeline.py' file has been updated to include the new 'HyDE' pipeline. The 'HyDEPipeline' has been imported from 'hyde.rag' and it has been added to the 'PIPELINE_OPTIONS' dictionary. The 'create_app' function has been updated to use the 'PIPELINE_OPTIONS' dictionary to get the pipeline implementation. These changes seem to be consistent with the PR title and there don't seem to be any logical bugs, performance bugs, or security bugs. However, I need to check the codebase to confirm this.

7. r2r/pipelines/__init__.py:7:

• Assessed confidence : 50%
• Comment:
  The 'init.py' file in the 'pipelines' directory has been updated to import the 'HyDEPipeline' from 'hyde.rag'. Please ensure that this import is correct and that it does not introduce any circular dependencies.
• Reasoning:
  The 'init.py' file in the 'pipelines' directory has been updated to import the 'HyDEPipeline' from 'hyde.rag'. This seems to be a minor change and there don't seem to be any logical bugs, performance bugs, or security bugs. However, I need to check the codebase to confirm this.

Workflow ID: wflow_xD6P97C0z9KYjx8W

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