llama-stack-mirror/llama_stack/providers/inline
Ben Browning f394c7f2d9
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feat: Add missing Vector Store Files API surface (#2468)
# What does this PR do?

This adds the ability to list, retrieve, update, and delete Vector Store
Files. It implements these new APIs for the faiss and sqlite-vec
providers, since those are the two that also have the rest of the vector
store files implementation.

Closes #2445 

## Test Plan

### test_openai_vector_stores Integration Tests

There are a number of new integration tests added, which I ran for each
provider as outlined below.

faiss (from ollama distro):

```
INFERENCE_MODEL="meta-llama/Llama-3.2-3B-Instruct" \
llama stack run llama_stack/templates/ollama/run.yaml

LLAMA_STACK_CONFIG=http://localhost:8321 \
pytest -sv tests/integration/vector_io/test_openai_vector_stores.py \
  --embedding-model=all-MiniLM-L6-v2
```

sqlite-vec (from starter distro):

```
llama stack run llama_stack/templates/starter/run.yaml

LLAMA_STACK_CONFIG=http://localhost:8321 \
pytest -sv tests/integration/vector_io/test_openai_vector_stores.py \
  --embedding-model=all-MiniLM-L6-v2
```

### file_search verification tests

I also ensured the file_search verification tests continue to work, both
for faiss and sqlite-vec.

faiss (ollama distro):

```
INFERENCE_MODEL="meta-llama/Llama-3.2-3B-Instruct" \
llama stack run llama_stack/templates/ollama/run.yaml

pytest -sv tests/verifications/openai_api/test_responses.py \
  -k'file_search' \
  --base-url=http://localhost:8321/v1/openai/v1 \
  --model=meta-llama/Llama-3.2-3B-Instruct
```


sqlite-vec (starter distro):

```
llama stack run llama_stack/templates/starter/run.yaml

pytest -sv tests/verifications/openai_api/test_responses.py \
  -k'file_search' \
  --base-url=http://localhost:8321/v1/openai/v1 \
  --model=together/meta-llama/Llama-3.2-3B-Instruct-Turbo
```

---------

Signed-off-by: Ben Browning <bbrownin@redhat.com>
2025-06-19 11:08:24 -04:00
..
agents feat: drop python 3.10 support (#2469) 2025-06-19 12:07:14 +05:30
datasetio chore(refact): move paginate_records fn outside of datasetio (#2137) 2025-05-12 10:56:14 -07:00
eval feat: implementation for agent/session list and describe (#1606) 2025-05-07 14:49:23 +02:00
files/localfs feat: support pagination in inference/responses stores (#2397) 2025-06-16 22:43:35 -07:00
inference feat: New OpenAI compat embeddings API (#2314) 2025-05-31 22:11:47 -07:00
ios/inference chore: removed executorch submodule (#1265) 2025-02-25 21:57:21 -08:00
post_training ci: add python package build test (#2457) 2025-06-19 18:57:32 +05:30
safety feat: add cpu/cuda config for prompt guard (#2194) 2025-05-28 12:23:15 -07:00
scoring ci: add python package build test (#2457) 2025-06-19 18:57:32 +05:30
telemetry feat: drop python 3.10 support (#2469) 2025-06-19 12:07:14 +05:30
tool_runtime feat: Implement hybrid search in SQLite-vec (#2312) 2025-06-13 15:54:06 -04:00
vector_io feat: Add missing Vector Store Files API surface (#2468) 2025-06-19 11:08:24 -04:00
__init__.py impls -> inline, adapters -> remote (#381) 2024-11-06 14:54:05 -08:00