7 Commits

Author	SHA1	Message	Date
Greyson LaLonde	869bb115c8	Qdrant RAG Provider Support (#3400) ... * Added Qdrant provider support with factory, config, and protocols * Improved default embeddings and type definitions * Fixed ChromaDB factory embedding assignment	2025-08-26 08:44:02 -04:00
Greyson LaLonde	7ac482c7c9	feat: rag configuration with optional dependency support (#3394) ... ### RAG Config System * Added ChromaDB client creation via config with sensible defaults * Introduced optional imports and shared RAG config utilities/schema * Enabled embedding function support with ChromaDB provider integration * Refactored configs for immutability and stronger type safety * Removed unused code and expanded test coverage	2025-08-26 00:00:22 -04:00
Greyson LaLonde	2e4bd3f49d	feat: qdrant generic client (#3377) ... ### Qdrant Client * Add core client with collection, search, and document APIs (sync + async) * Refactor utilities, types, and vector params (default 384-dim) * Improve error handling with `ClientMethodMismatchError` * Add score normalization, async embeddings, and optional `qdrant-client` dep * Expand tests and type safety throughout	2025-08-25 16:02:25 -04:00
Greyson LaLonde	842bed4e9c	feat: chromadb generic client (#3374) ... Add ChromaDB client implementation with async support - Implement core collection operations (create, get_or_create, delete) - Add search functionality with cosine similarity scoring - Include both sync and async method variants - Add type safety with NamedTuples and TypeGuards - Extract utility functions to separate modules - Default to cosine distance metric for text similarity - Add comprehensive test coverage TODO: - l2, ip score calculations are not settled on	2025-08-21 18:18:46 -04:00
Greyson LaLonde	ed187b495b	feat: centralize embedding types and create base client (#3246) ... feat: add RAG system foundation with generic vector store support - Add BaseClient protocol for vector stores - Move BaseRAGStorage to rag/core - Centralize embedding types in embeddings/types.py - Remove unused storage models	2025-08-20 09:35:27 -04:00
Vidit Ostwal	498e8dc6e8	Changed the import error to show missing module files (#2423) ... * Fix issue #2421: Handle missing google.genai dependency gracefully Co-Authored-By: Joe Moura <joao@crewai.com> * Fix import sorting in test file Co-Authored-By: Joe Moura <joao@crewai.com> * Fix import sorting with ruff Co-Authored-By: Joe Moura <joao@crewai.com> * Removed unwatned test case * Added dynamic catching for all the embedder function * Dropped the comment * Added test case * Fixed Linting Issue * Flaky test case in 3.13 * Test Case fixed --------- Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> Co-authored-by: Joe Moura <joao@crewai.com> Co-authored-by: Lucas Gomide <lucaslg200@gmail.com>	2025-07-30 10:01:17 -04:00
Greyson LaLonde	fab86d197a	Refactor: Move RAG components to dedicated top-level module (#3222) ... * Move RAG components to top-level module - Create src/crewai/rag directory structure - Move embeddings configurator from utilities to rag module - Update imports across codebase and documentation - Remove deprecated embedding files * Remove empty knowledge/embedder directory	2025-07-25 10:55:31 -04:00