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feat: Enable setting a default embedding model in the stack (#3803)
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# What does this PR do? Enables automatic embedding model detection for vector stores and by using a `default_configured` boolean that can be defined in the `run.yaml`. <!-- If resolving an issue, uncomment and update the line below --> <!-- Closes #[issue-number] --> ## Test Plan - Unit tests - Integration tests - Simple example below: Spin up the stack: ```bash uv run llama stack build --distro starter --image-type venv --run ``` Then test with OpenAI's client: ```python from openai import OpenAI client = OpenAI(base_url="http://localhost:8321/v1/", api_key="none") vs = client.vector_stores.create() ``` Previously you needed: ```python vs = client.vector_stores.create( extra_body={ "embedding_model": "sentence-transformers/all-MiniLM-L6-v2", "embedding_dimension": 384, } ) ``` The `extra_body` is now unnecessary. --------- Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
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@ -15,7 +15,11 @@ async def get_provider_impl(config: QdrantVectorIOConfig, deps: dict[Api, Any]):
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from llama_stack.providers.remote.vector_io.qdrant.qdrant import QdrantVectorIOAdapter
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assert isinstance(config, QdrantVectorIOConfig), f"Unexpected config type: {type(config)}"
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files_api = deps.get(Api.files)
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impl = QdrantVectorIOAdapter(config, deps[Api.inference], files_api)
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impl = QdrantVectorIOAdapter(
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config,
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deps[Api.inference],
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deps[Api.models],
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deps.get(Api.files),
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)
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await impl.initialize()
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return impl
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