llama-stack-mirror/tests/integration/vector_io
Varsha 743683ba26
feat(qdrant): implement hybrid and keyword search support (#4006)
# What does this PR do?
-  Part of #3009
- Implement hybrid search using Qdrant's native query filtering
- Add keyword search support
- Update test suites to include qdrant for keyword and hybrid modes


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## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->
```
pytest -sv tests/unit/providers/vector_io/

.......
============================================================================================== slowest 10 durations ===============================================================================================
0.20s call     tests/unit/providers/vector_io/test_vector_io_openai_vector_stores.py::test_max_concurrent_files_per_batch[qdrant]
0.20s call     tests/unit/providers/vector_io/test_vector_io_openai_vector_stores.py::test_max_concurrent_files_per_batch[pgvector]
0.20s call     tests/unit/providers/vector_io/test_vector_io_openai_vector_stores.py::test_max_concurrent_files_per_batch[sqlite_vec]
0.20s call     tests/unit/providers/vector_io/test_vector_io_openai_vector_stores.py::test_max_concurrent_files_per_batch[faiss]
0.06s setup    tests/unit/providers/vector_io/test_vector_io_openai_vector_stores.py::test_insert_chunks_with_missing_document_id[pgvector]
0.04s call     tests/unit/providers/vector_io/test_sqlite_vec.py::test_query_chunks_hybrid_tie_breaking
0.04s call     tests/unit/providers/vector_io/test_sqlite_vec.py::test_query_chunks_hybrid_weighted_reranker_parametrization
0.03s call     tests/unit/providers/vector_io/test_sqlite_vec.py::test_query_chunks_hybrid_score_selection
0.03s call     tests/unit/providers/vector_io/test_sqlite_vec.py::test_query_chunks_hybrid_edge_cases
0.03s setup    tests/unit/providers/vector_io/test_faiss.py::test_faiss_query_vector_returns_infinity_when_query_and_embedding_are_identical
======================================================================================== 180 passed, 47 warnings in 2.78s =========================================================================================
```

Signed-off-by: Varsha Prasad Narsing <varshaprasad96@gmail.com>
Co-authored-by: Francisco Javier Arceo <arceofrancisco@gmail.com>
2025-12-03 16:39:01 -05:00
..
__init__.py fix: remove ruff N999 (#1388) 2025-03-07 11:14:04 -08:00
test_openai_vector_stores.py feat(qdrant): implement hybrid and keyword search support (#4006) 2025-12-03 16:39:01 -05:00
test_vector_io.py fix: rename llama_stack_api dir (#4155) 2025-11-13 15:04:36 -08:00