llama-stack-mirror/llama_stack
Jiayi Ni 55e9959f62
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fix: fix ``openai_embeddings`` for asymmetric embedding NIMs (#3205)
# What does this PR do?
NVIDIA asymmetric embedding models (e.g.,
`nvidia/llama-3.2-nv-embedqa-1b-v2`) require an `input_type` parameter
not present in the standard OpenAI embeddings API. This PR adds the
`input_type="query"` as default and updates the documentation to suggest
using the `embedding` API for passage embeddings.

<!-- If resolving an issue, uncomment and update the line below -->
Resolves #2892 

## Test Plan
```
pytest -s -v tests/integration/inference/test_openai_embeddings.py   --stack-config="inference=nvidia"   --embedding-model="nvidia/llama-3.2-nv-embedqa-1b-v2"   --env NVIDIA_API_KEY={nvidia_api_key}   --env NVIDIA_BASE_URL="https://integrate.api.nvidia.com"
```
2025-08-20 08:06:25 -04:00
..
apis feat: add batches API with OpenAI compatibility (with inference replay) (#3162) 2025-08-15 15:34:15 -07:00
cli revert: "feat(cli): make venv the default image type" (#3196) 2025-08-18 15:31:01 -07:00
core chore(pre-commit): add pre-commit hook to enforce llama_stack logger usage (#3061) 2025-08-20 07:15:35 -04:00
distributions feat: Code scanner Provider impl for moderations api (#3100) 2025-08-18 14:15:40 -07:00
models chore(pre-commit): add pre-commit hook to enforce llama_stack logger usage (#3061) 2025-08-20 07:15:35 -04:00
providers fix: fix ``openai_embeddings`` for asymmetric embedding NIMs (#3205) 2025-08-20 08:06:25 -04:00
strong_typing chore: enable pyupgrade fixes (#1806) 2025-05-01 14:23:50 -07:00
testing fix(ci, tests): ensure uv environments in CI are kosher, record tests (#3193) 2025-08-18 17:02:24 -07:00
ui build: Bump version to 0.2.18 2025-08-19 22:38:23 +00:00
__init__.py chore(rename): move llama_stack.distribution to llama_stack.core (#2975) 2025-07-30 23:30:53 -07:00
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(pre-commit): add pre-commit hook to enforce llama_stack logger usage (#3061) 2025-08-20 07:15:35 -04:00
schema_utils.py feat(auth): API access control (#2822) 2025-07-24 15:30:48 -07:00