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- Change pip install from pinecone-client==3.1.0 to pinecone==5.0.0 - SDK initialization patterns already follow modern v8 conventions Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
- Change pip install from pinecone==5.0.0 to pinecone (latest SDK v8) - Improve variable naming: xq → query_embedding for better readability - Address reviewer feedback on code style and clarity Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
- Add pytest>=8.0.0 to both project.optional-dependencies and poetry dev dependencies - Required for running unit tests for Pinecone integration examples Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
- Create reusable functions for embedding, querying, and answer generation - Extract logic from notebook into testable, maintainable functions - Functions include: - create_query_embedding: Generate embeddings from queries - query_pinecone: Query Pinecone index with embeddings - extract_contexts: Extract context strings from results - build_prompt: Build prompts with retrieved contexts - generate_answer: Generate answers using OpenAI - query_and_answer: Complete pipeline function - Improves code organization and enables unit testing Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
- Test coverage for all query_helper functions - Mock OpenAI and Pinecone clients to avoid external dependencies - Tests include: - Embedding creation with different models - Pinecone querying with various top_k values - Context extraction from query results - Prompt building (basic and exhaustive types) - Answer generation with custom parameters - End-to-end pipeline testing - All tests use proper mocking to ensure fast, reliable execution - Addresses reviewer feedback on test coverage Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
- Handle empty Pinecone results in query_and_answer function - Fix build_prompt loop logic to properly include contexts - Add edge case tests for empty results, long contexts, and malformed data - All 24 tests now passing Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Document all changes including edge case handling, bug fixes, and comprehensive test coverage. Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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