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Fix notebook example (#3142)

The following calls were throwing an exception:


https://github.com/hwchase17/langchain/blob/575b717d108984676e25afd0910ccccfdaf9693d/docs/use_cases/evaluation/agent_vectordb_sota_pg.ipynb?short_path=4b3386c#L192


https://github.com/hwchase17/langchain/blob/575b717d108984676e25afd0910ccccfdaf9693d/docs/use_cases/evaluation/agent_vectordb_sota_pg.ipynb?short_path=4b3386c#L239

Exception:

```
---------------------------------------------------------------------------
ValidationError                           Traceback (most recent call last)
Cell In[14], line 1
----> 1 chain_sota = RetrievalQA.from_chain_type(llm=OpenAI(temperature=0), chain_type="stuff", retriever=vectorstore_sota, input_key="question")

File ~/github/langchain/venv/lib/python3.9/site-packages/langchain/chains/retrieval_qa/base.py:89, in BaseRetrievalQA.from_chain_type(cls, llm, chain_type, chain_type_kwargs, **kwargs)
     85 _chain_type_kwargs = chain_type_kwargs or {}
     86 combine_documents_chain = load_qa_chain(
     87     llm, chain_type=chain_type, **_chain_type_kwargs
     88 )
---> 89 return cls(combine_documents_chain=combine_documents_chain, **kwargs)

File ~/github/langchain/venv/lib/python3.9/site-packages/pydantic/main.py:341, in pydantic.main.BaseModel.__init__()

ValidationError: 1 validation error for RetrievalQA
retriever
  instance of BaseRetriever expected (type=type_error.arbitrary_type; expected_arbitrary_type=BaseRetriever)
```

The vectorstores had to be converted to retrievers:
`vectorstore_sota.as_retriever()` and `vectorstore_pg.as_retriever()`.

The PR also:
- adds the file `paul_graham_essay.txt` referenced by this notebook
- adds to gitignore *.pkl and *.bin files that are generated by this
notebook

Interestingly enough, the performance of the prediction greatly
increased (new version of langchain or ne version of OpenAI models since
the last run of the notebook): from 19/33 correct to 28/33 correct!
Q
Quentin Pleplé committed
126d7f11dd17a8ea71a4427951f10cefc862ba3a
Parent: 599e17c
Committed by GitHub <[email protected]> on 4/19/2023, 3:55:06 PM