llama-stack-mirror/llama_stack
skamenan7 474b50b422 Add configurable embedding models for vector IO providers
This change lets users configure default embedding models at the provider level instead of always relying on system defaults. Each vector store provider can now specify an embedding_model and optional embedding_dimension in their config.

Key features:
- Auto-dimension lookup for standard models from the registry
- Support for Matryoshka embeddings with custom dimensions
- Three-tier priority: explicit params > provider config > system fallback
- Full backward compatibility - existing setups work unchanged
- Comprehensive test coverage with 20 test cases

Updated all vector IO providers (FAISS, Chroma, Milvus, Qdrant, etc.) with the new config fields and added detailed documentation with examples.

Fixes #2729
2025-07-15 16:46:40 -04:00
..
apis feat: add input validation for search mode of rag query config (#2275) 2025-07-14 09:11:34 -04:00
cli chore(api): add mypy coverage to cli/stack (#2650) 2025-07-10 16:53:38 +02:00
distribution Add configurable embedding models for vector IO providers 2025-07-15 16:46:40 -04:00
models fix: address reviewer feedback - improve conditional imports and remove provider alias logic\n\n- Improve conditional import approach with better documentation\n- Remove provider-specific alias logic from sku_list.py\n- Conditional imports are necessary because llama4 requires torch\n- Addresses @ashwinb and @raghotham feedback while maintaining compatibility 2025-07-15 13:21:33 -04:00
providers Add configurable embedding models for vector IO providers 2025-07-15 16:46:40 -04:00
strong_typing chore: enable pyupgrade fixes (#1806) 2025-05-01 14:23:50 -07:00
templates chore: Adding unit tests for OpenAI vector stores and migrating SQLite-vec registry to kvstore (#2665) 2025-07-10 14:22:13 -04:00
ui feat: Add Vector stores UI (#2737) 2025-07-13 01:03:55 -07:00
__init__.py export LibraryClient 2024-12-13 12:08:00 -08:00
env.py refactor(test): move tools, evals, datasetio, scoring and post training tests (#1401) 2025-03-04 14:53:47 -08:00
log.py chore: remove nested imports (#2515) 2025-06-26 08:01:05 +05:30
schema_utils.py chore: enable pyupgrade fixes (#1806) 2025-05-01 14:23:50 -07:00