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additional tests for the embeddings and langchain #21

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merged 28 commits into from
Sep 18, 2024
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@thompsonson thompsonson commented Sep 18, 2024

PR Type

Tests, Enhancement


Description

  • Enhanced the cache loading logic in OpenAIEmbeddingGeneratorAdapter to avoid unnecessary file creation and ensure valid initialization with an empty dictionary.
  • Added a new fixture in the test configuration to provide the path to the resources directory.
  • Introduced new tests for handling an existing but empty cache file and verifying cache creation on a new adapter instance.
  • Developed comprehensive unit tests for the LangChainClient, covering initialization, chain configuration, and response generation, including scenarios for success, unconfigured chain, and retry mechanisms.

Changes walkthrough 📝

Relevant files
Enhancement
cache.py
Enhance cache loading and initialization logic                     

det/embeddings/cache.py

  • Improved cache loading logic to avoid unnecessary file creation.
  • Added logic to create a cache file if it does not exist.
  • Ensured valid initialization of the cache with an empty dictionary.
  • +5/-8     
    Tests
    conftest.py
    Add resources directory fixture for tests                               

    tests/unit/conftest.py

    • Added a fixture to provide the path to the resources directory.
    +7/-0     
    test_openai_embedding_generator_adapter.py
    Add tests for cache handling in OpenAIEmbeddingGeneratorAdapter

    tests/unit/embeddings/test_openai_embedding_generator_adapter.py

  • Added test for handling an existing but empty cache file.
  • Added test to verify cache creation on new adapter instance.
  • +27/-0   
    test_llm_langchain.py
    Add comprehensive tests for LangChainClient                           

    tests/unit/test_llm_langchain.py

  • Added initialization test for LangChainClient.
  • Added unit tests for chain configuration in LangChainClient.
  • Added response generation tests including retry mechanism.
  • +96/-0   

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    …nd ensure valid initialization of the cache.
    …ompts file path and adding resources directory fixture
    …cess, unconfigured chain, and retry mechanism scenarios
    @github-actions github-actions bot added enhancement New feature or request Tests labels Sep 18, 2024
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    PR Reviewer Guide 🔍

    ⏱️ Estimated effort to review: 3 🔵🔵🔵⚪⚪
    🧪 PR contains tests
    🔒 No security concerns identified
    ⚡ Key issues to review

    Exception Handling
    Consider adding specific exception handling for pickle operations in _load_cache method to manage potential pickle errors more gracefully.

    Test Coverage
    Ensure that tests for the LangChainClient cover scenarios where the external dependencies fail, such as network issues or API limits.

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    github-actions bot commented Sep 18, 2024

    PR Code Suggestions ✨

    CategorySuggestion                                                                                                                                    Score
    Robustness
    Add error handling for file operations

    Add error handling for potential exceptions when opening or writing to the cache
    file to enhance robustness.

    det/embeddings/cache.py [72-73]

    -with open(self.cache_file_path, "wb") as cache_file:
    -    pickle.dump({}, cache_file)  # Initialize with an empty dictionary
    +try:
    +    with open(self.cache_file_path, "wb") as cache_file:
    +        pickle.dump({}, cache_file)  # Initialize with an empty dictionary
    +except IOError as e:
    +    logger.error(f"Failed to write to cache file: {e}")
     
    Suggestion importance[1-10]: 9

    Why: Adding error handling for file operations enhances the robustness of the code by preventing potential crashes due to IO errors, which is crucial for maintaining application stability.

    9
    Security
    Replace pickle with json for safer serialization

    Replace the direct use of pickle for cache serialization with a safer alternative
    like json to avoid potential security risks associated with pickle.

    det/embeddings/cache.py [73]

    -pickle.dump({}, cache_file)  # Initialize with an empty dictionary
    +json.dump({}, cache_file)  # Initialize with an empty dictionary
     
    Suggestion importance[1-10]: 8

    Why: Using json instead of pickle for serialization is a good security practice, as pickle can execute arbitrary code during deserialization, posing a security risk. This suggestion addresses a significant security concern.

    8
    Best practice
    Use context manager for file operations

    Use a context manager for file operations to ensure that the file is properly closed
    after its creation, even if errors occur.

    tests/unit/embeddings/test_openai_embedding_generator_adapter.py [101]

    -open(cache_file_path, 'wb').close()  # Create an empty file
    +with open(cache_file_path, 'wb') as f:
    +    pass  # Create an empty file and ensure it's closed
     
    Suggestion importance[1-10]: 7

    Why: Using a context manager ensures that the file is properly closed after its creation, even if errors occur, which is a best practice for resource management and improves code reliability.

    7
    Enhancement
    Improve cache file existence check with detailed logging

    Replace the assertion for checking if the cache file exists with a more explicit
    check that also logs the outcome for better debugging.

    tests/unit/embeddings/test_openai_embedding_generator_adapter.py [123]

    -assert cache_file_path.exists(), "Cache file should be created on adapter initialization."
    +if not cache_file_path.exists():
    +    logger.error("Cache file was not created on adapter initialization.")
    +    raise FileNotFoundError("Cache file was not created.")
    +else:
    +    logger.info("Cache file successfully created.")
     
    Suggestion importance[1-10]: 6

    Why: Replacing the assertion with a more explicit check and logging provides better debugging information, enhancing code maintainability and clarity, though it is not critical.

    6

    @thompsonson thompsonson merged commit 2bd89df into main Sep 18, 2024
    5 checks passed
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