Auto Hashing ID for VectorDB Classes

[mattbeardey]

Why are these changes needed?

These changes allow for users to use the MongoDBAtlas class with more modifiability. This includes enabling users to pass in embeddings, without need to create in the class (note this functionality can be extended to other VectorDB), and make use of MongoDB auto ID assignment, removing the need to insert ID at upload.

Related issue number

Closes #4728

Checks

• I've included any doc changes needed for https://microsoft.github.io/autogen/. See https://microsoft.github.io/autogen/docs/Contribute#documentation to build and test documentation locally.
• I've added tests (if relevant) corresponding to the changes introduced in this PR.
• I've made sure all auto checks have passed.

[mattbeard03]

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[mattbeardey]

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[codecov-commenter]

Codecov Report

Attention: Patch coverage is 0% with 39 lines in your changes missing coverage. Please review.

Project coverage is 28.86%. Comparing base (8a8fcd8) to head (3ca0a7a).
Report is 10 commits behind head on 0.2.

Files with missing lines	Patch %	Lines
autogen/agentchat/contrib/vectordb/mongodb.py	0.00%	39 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##              0.2    #4746      +/-   ##
==========================================
- Coverage   29.30%   28.86%   -0.44%     
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  Files         117      117              
  Lines       13013    13049      +36     
  Branches     2469     2474       +5     
==========================================
- Hits         3813     3767      -46     
- Misses       8854     8935      +81     
- Partials      346      347       +1     

Flag	Coverage Δ
unittests	28.86% <0.00%> (-0.44%)	⬇️

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[ekzhu]

Can you add or update the tests? https://github.com/microsoft/autogen/blob/f9295c4c39faf8bd3c1cef13f7ff235b2e081239/test/agentchat/contrib/vectordb/test_mongodb.py

[mattbeardey]

Can you add or update the tests? https://github.com/microsoft/autogen/blob/f9295c4c39faf8bd3c1cef13f7ff235b2e081239/test/agentchat/contrib/vectordb/test_mongodb.py

Tests have been ammended.

[thinkall]

Thank you very much for the PR, @mattbeardey ! I've left some comments. However, my major concern is that with this PR, MongoDBAtlasVectorDB is no more compatible with other vectordbs in autogen if a user created db w/o giving document ids.

I'd prefer set default id for Document with something like

autogen/autogen/agentchat/contrib/retrieve_user_proxy_agent.py

Lines 375 to 379 in adbd46e

	chunk_ids = (
	[hashlib.blake2b(chunk.encode("utf-8")).hexdigest()[:HASH_LENGTH] for chunk in chunks]
	if not self._vector_db.type == "qdrant"
	else [str(uuid.UUID(hex=hashlib.md5(chunk.encode("utf-8")).hexdigest())) for chunk in chunks]
	)

if users just don't want to set document ids manually. Is this your case, or you need to use mongodb auto generated ids for some reason?

WDYT? Thanks.

[mattbeardey]

Hi @thinkall , thoughts on fbfc164, where the ID Hashing is implemented in the base.py class, and inherited throughout, with qdrant.py implementing its own class, as per your provided code. Thanks

[thinkall]

Hi @thinkall , thoughts on fbfc164, where the ID Hashing is implemented in the base.py class, and inherited throughout, with qdrant.py implementing its own class, as per your provided code. Thanks

This commit looks good to me. Thank you, @mattbeardey .

[mattbeardey]

Hi @thinkall , @ekzhu

Scaled back the PR to focus on ID only, will look to embeddings as a separate topic, as I believe there may be a need for definition on what a "Embedding Function" is, and what it returns (i.e. errors with the "to_list" method not guaranteed to be present. Will handle separately.

Please find latest pull. Thanks. Please review when possible.

[thinkall]

Thank you @mattbeardey , focusing on ID is a good idea!
I've just one suggestion, others look good to me!

[thinkall]

We may want to have documents with exactly the same content but different metadata. Like comments from different users. I'd suggest log a warning message instead of raising an error. And it's not a TimeoutError if it's an error. WDYT?

[mattbeardey]

Adjusted now with a logger.warning, and check for metadata.

[thinkall]

LGTM, thank you @mattbeardey !

[thinkall]

@ekzhu , do we still support openai tests for 0.2 in the CI pipeline?