5 commits

Author	SHA1	Message	Date
Francisco Arceo	d15368a302	chore: Updating documentation, adding exception handling for Vector Stores in RAG Tool, more tests on migration, and migrate off of inference_api for context_retriever for RAG (#3367) ... # What does this PR do? - Updating documentation on migration from RAG Tool to Vector Stores and Files APIs - Adding exception handling for Vector Stores in RAG Tool - Add more tests on migration from RAG Tool to Vector Stores - Migrate off of inference_api for context_retriever for RAG <!-- If resolving an issue, uncomment and update the line below --> <!-- Closes #[issue-number] --> ## Test Plan Integration and unit tests added Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>	2025-09-11 14:20:11 +02:00
IAN MILLER	3130ca0a78	feat: implement keyword, vector and hybrid search inside vector stores for PGVector provider (#3064) ... # What does this PR do? <!-- Provide a short summary of what this PR does and why. Link to relevant issues if applicable. --> The purpose of this task is to implement `openai/v1/vector_stores/{vector_store_id}/search` for PGVector provider. It involves implementing vector similarity search, keyword search and hybrid search for `PGVectorIndex`. <!-- If resolving an issue, uncomment and update the line below --> <!-- Closes #[issue-number] --> Closes #3006 ## 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.* --> Run unit tests: ` ./scripts/unit-tests.sh ` Run integration tests for openai vector stores: 1. Export env vars: ``` export ENABLE_PGVECTOR=true export PGVECTOR_HOST=localhost export PGVECTOR_PORT=5432 export PGVECTOR_DB=llamastack export PGVECTOR_USER=llamastack export PGVECTOR_PASSWORD=llamastack ``` 2. Create DB: ``` psql -h localhost -U postgres -c "CREATE ROLE llamastack LOGIN PASSWORD 'llamastack';" psql -h localhost -U postgres -c "CREATE DATABASE llamastack OWNER llamastack;" psql -h localhost -U llamastack -d llamastack -c "CREATE EXTENSION IF NOT EXISTS vector;" ``` 3. Install sentence-transformers: ` uv pip install sentence-transformers ` 4. Run: ``` uv run --group test pytest -s -v --stack-config="inference=inline::sentence-transformers,vector_io=remote::pgvector" --embedding-model sentence-transformers/all-MiniLM-L6-v2 tests/integration/vector_io/test_openai_vector_stores.py ``` Inspect PGVector vector stores (optional): ``` psql llamastack psql (14.18 (Homebrew)) Type "help" for help. llamastack=# \z Access privileges Schema | Name | Type | Access privileges | Column privileges | Policies --------+------------------------------------------------------+-------+-------------------+-------------------+---------- public | llamastack_kvstore | table | | | public | metadata_store | table | | | public | vector_store_pgvector_main | table | | | public | vector_store_vs_1dfbc061_1f4d_4497_9165_ecba2622ba3a | table | | | public | vector_store_vs_2085a9fb_1822_4e42_a277_c6a685843fa7 | table | | | public | vector_store_vs_2b3dae46_38be_462a_afd6_37ee5fe661b1 | table | | | public | vector_store_vs_2f438de6_f606_4561_9d50_ef9160eb9060 | table | | | public | vector_store_vs_3eeca564_2580_4c68_bfea_83dc57e31214 | table | | | public | vector_store_vs_53942163_05f3_40e0_83c0_0997c64613da | table | | | public | vector_store_vs_545bac75_8950_4ff1_b084_e221192d4709 | table | | | public | vector_store_vs_688a37d8_35b2_4298_a035_bfedf5b21f86 | table | | | public | vector_store_vs_70624d9a_f6ac_4c42_b8ab_0649473c6600 | table | | | public | vector_store_vs_73fc1dd2_e942_4972_afb1_1e177b591ac2 | table | | | public | vector_store_vs_9d464949_d51f_49db_9f87_e033b8b84ac9 | table | | | public | vector_store_vs_a1e4d724_5162_4d6d_a6c0_bdafaf6b76ec | table | | | public | vector_store_vs_a328fb1b_1a21_480f_9624_ffaa60fb6672 | table | | | public | vector_store_vs_a8981bf0_2e66_4445_a267_a8fff442db53 | table | | | public | vector_store_vs_ccd4b6a4_1efd_4984_ad03_e7ff8eadb296 | table | | | public | vector_store_vs_cd6420a4_a1fc_4cec_948c_1413a26281c9 | table | | | public | vector_store_vs_cd709284_e5cf_4a88_aba5_dc76a35364bd | table | | | public | vector_store_vs_d7a4548e_fbc1_44d7_b2ec_b664417f2a46 | table | | | public | vector_store_vs_e7f73231_414c_4523_886c_d1174eee836e | table | | | public | vector_store_vs_ffd53588_819f_47e8_bb9d_954af6f7833d | table | | | (23 rows) llamastack=# ``` Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com>	2025-08-29 16:30:12 +02:00
Matthew Farrellee	30b2e6a495	chore: default to pytest asyncio-mode=auto (#2730) ... # What does this PR do? previously, developers who ran `./scripts/unit-tests.sh` would get `asyncio-mode=auto`, which meant `@pytest.mark.asyncio` and `@pytest_asyncio.fixture` were redundent. developers who ran `pytest` directly would get pytest's default (strict mode), would run into errors leading them to add `@pytest.mark.asyncio` / `@pytest_asyncio.fixture` to their code. with this change - - `asyncio_mode=auto` is included in `pyproject.toml` making behavior consistent for all invocations of pytest - removes all redundant `@pytest_asyncio.fixture` and `@pytest.mark.asyncio` - for good measure, requires `pytest>=8.4` and `pytest-asyncio>=1.0` ## Test Plan - `./scripts/unit-tests.sh` - `uv run pytest tests/unit`	2025-07-11 13:00:24 -07:00
Derek Higgins	f77d4d91f5	fix: handle encoding errors when adding files to vector store (#2574) ... - Add try-catch block around data.decode() to handle UnicodeDecodeError - Implement UTF-8 fallback when detected encoding fails - Return empty string when both encodings fail - add unit tests Fixes #2572: UnicodeDecodeError when uploading files with problematic encodings Signed-off-by: Derek Higgins <derekh@redhat.com>	2025-07-04 12:10:18 +02:00
Kevin Postlethwait	a57985eeac	fix: add check for interleavedContent (#1973) ... # What does this PR do? Checks for RAGDocument of type InterleavedContent I noticed when stepping through the code that the supported types for `RAGDocument` included `InterleavedContent` as a content type. This type is not checked against before putting the `doc.content` is regex matched against. This would cause a runtime error. This change adds an explicit check for type. The only other part that I'm unclear on is how to handle the `ImageContent` type since this would always just return `<image>` which seems like an undesired behavior. Should the `InterleavedContent` type be removed from `RAGDocument` and replaced with `URI | str`? ## Test Plan [//]: # (## Documentation) --------- Signed-off-by: Kevin <kpostlet@redhat.com>	2025-05-06 09:55:07 -07:00