diff --git a/docs/source/providers/vector_io/qdrant.md b/docs/source/providers/vector_io/qdrant.md index a0de0be98..8b0cbeef8 100644 --- a/docs/source/providers/vector_io/qdrant.md +++ b/docs/source/providers/vector_io/qdrant.md @@ -3,21 +3,36 @@ orphan: true --- # Qdrant -[Qdrant](https://qdrant.tech/documentation/) is a remote vector database provider for Llama Stack. It +[Qdrant](https://qdrant.tech/documentation/) is an inline and remote vector database provider for Llama Stack. It allows you to store and query vectors directly in memory. That means you'll get fast and efficient vector retrieval. +> By default, Qdrant stores vectors in RAM, delivering incredibly fast access for datasets that fit comfortably in +> memory. But when your dataset exceeds RAM capacity, Qdrant offers Memmap as an alternative. +> +> \[[An Introduction to Vector Databases](https://qdrant.tech/articles/what-is-a-vector-database/)\] + + + ## Features -- Easy to use +- Lightweight and easy to use - Fully integrated with Llama Stack +- Apache 2.0 license terms +- Store embeddings and their metadata +- Supports search by + [Keyword](https://qdrant.tech/articles/qdrant-introduces-full-text-filters-and-indexes/) + and [Hybrid](https://qdrant.tech/articles/hybrid-search/#building-a-hybrid-search-system-in-qdrant) search +- [Multilingual and Multimodal retrieval](https://qdrant.tech/documentation/multimodal-search/) +- [Medatata filtering](https://qdrant.tech/articles/vector-search-filtering/) +- [GPU support](https://qdrant.tech/documentation/guides/running-with-gpu/) ## Usage To use Qdrant in your Llama Stack project, follow these steps: 1. Install the necessary dependencies. -2. Configure your Llama Stack project to use Faiss. +2. Configure your Llama Stack project to use Qdrant. 3. Start storing and querying vectors. ## Installation diff --git a/llama_stack/providers/inline/vector_io/qdrant/__init__.py b/llama_stack/providers/inline/vector_io/qdrant/__init__.py new file mode 100644 index 000000000..8f0b91c61 --- /dev/null +++ b/llama_stack/providers/inline/vector_io/qdrant/__init__.py @@ -0,0 +1,19 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the terms described in the LICENSE file in +# the root directory of this source tree. + +from typing import Dict + +from llama_stack.providers.datatypes import Api, ProviderSpec + +from .config import QdrantVectorIOConfig + + +async def get_adapter_impl(config: QdrantVectorIOConfig, deps: Dict[Api, ProviderSpec]): + from llama_stack.providers.remote.vector_io.qdrant.qdrant import QdrantVectorIOAdapter + + impl = QdrantVectorIOAdapter(config, deps[Api.inference]) + await impl.initialize() + return impl diff --git a/llama_stack/providers/inline/vector_io/qdrant/config.py b/llama_stack/providers/inline/vector_io/qdrant/config.py new file mode 100644 index 000000000..282e951b0 --- /dev/null +++ b/llama_stack/providers/inline/vector_io/qdrant/config.py @@ -0,0 +1,23 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the terms described in the LICENSE file in +# the root directory of this source tree. + + +from typing import Any, Dict + +from pydantic import BaseModel + +from llama_stack.schema_utils import json_schema_type + + +@json_schema_type +class QdrantVectorIOConfig(BaseModel): + path: str + + @classmethod + def sample_run_config(cls, __distro_dir__: str) -> Dict[str, Any]: + return { + "path": "${env.QDRANT_PATH:~/.llama/" + __distro_dir__ + "}/" + "qdrant.db", + } diff --git a/llama_stack/providers/registry/vector_io.py b/llama_stack/providers/registry/vector_io.py index fbc495d83..93031763d 100644 --- a/llama_stack/providers/registry/vector_io.py +++ b/llama_stack/providers/registry/vector_io.py @@ -92,6 +92,14 @@ def available_providers() -> List[ProviderSpec]: ), api_dependencies=[Api.inference], ), + InlineProviderSpec( + api=Api.vector_io, + provider_type="inline::qdrant", + pip_packages=["qdrant-client"], + module="llama_stack.providers.inline.vector_io.qdrant", + config_class="llama_stack.providers.inline.vector_io.qdrant.QdrantVectorIOConfig", + api_dependencies=[Api.inference], + ), remote_provider_spec( Api.vector_io, AdapterSpec( diff --git a/llama_stack/providers/remote/vector_io/qdrant/config.py b/llama_stack/providers/remote/vector_io/qdrant/config.py index ce68aa492..6d7eebe23 100644 --- a/llama_stack/providers/remote/vector_io/qdrant/config.py +++ b/llama_stack/providers/remote/vector_io/qdrant/config.py @@ -23,7 +23,6 @@ class QdrantVectorIOConfig(BaseModel): prefix: Optional[str] = None timeout: Optional[int] = None host: Optional[str] = None - path: Optional[str] = None @classmethod def sample_run_config(cls, **kwargs: Any) -> Dict[str, Any]: diff --git a/llama_stack/providers/remote/vector_io/qdrant/qdrant.py b/llama_stack/providers/remote/vector_io/qdrant/qdrant.py index 586b8ca95..9e7788dc0 100644 --- a/llama_stack/providers/remote/vector_io/qdrant/qdrant.py +++ b/llama_stack/providers/remote/vector_io/qdrant/qdrant.py @@ -6,7 +6,7 @@ import logging import uuid -from typing import Any, Dict, List, Optional +from typing import Any, Dict, List, Optional, Union from numpy.typing import NDArray from qdrant_client import AsyncQdrantClient, models @@ -16,12 +16,13 @@ from llama_stack.apis.inference import InterleavedContent from llama_stack.apis.vector_dbs import VectorDB from llama_stack.apis.vector_io import Chunk, QueryChunksResponse, VectorIO from llama_stack.providers.datatypes import Api, VectorDBsProtocolPrivate +from llama_stack.providers.inline.vector_io.qdrant import QdrantVectorIOConfig as InlineQdrantVectorIOConfig from llama_stack.providers.utils.memory.vector_store import ( EmbeddingIndex, VectorDBWithIndex, ) -from .config import QdrantVectorIOConfig +from .config import QdrantVectorIOConfig as RemoteQdrantVectorIOConfig log = logging.getLogger(__name__) CHUNK_ID_KEY = "_chunk_id" @@ -99,17 +100,19 @@ class QdrantIndex(EmbeddingIndex): class QdrantVectorIOAdapter(VectorIO, VectorDBsProtocolPrivate): - def __init__(self, config: QdrantVectorIOConfig, inference_api: Api.inference) -> None: + def __init__( + self, config: Union[RemoteQdrantVectorIOConfig, InlineQdrantVectorIOConfig], inference_api: Api.inference + ) -> None: self.config = config - self.client = AsyncQdrantClient(**self.config.model_dump(exclude_none=True)) + self.client: AsyncQdrantClient = None self.cache = {} self.inference_api = inference_api async def initialize(self) -> None: - pass + self.client = AsyncQdrantClient(**self.config.model_dump(exclude_none=True)) async def shutdown(self) -> None: - self.client.close() + await self.client.close() async def register_vector_db( self, @@ -123,6 +126,11 @@ class QdrantVectorIOAdapter(VectorIO, VectorDBsProtocolPrivate): self.cache[vector_db.identifier] = index + async def unregister_vector_db(self, vector_db_id: str) -> None: + if vector_db_id in self.cache: + await self.cache[vector_db_id].index.delete() + del self.cache[vector_db_id] + async def _get_and_cache_vector_db_index(self, vector_db_id: str) -> Optional[VectorDBWithIndex]: if vector_db_id in self.cache: return self.cache[vector_db_id] diff --git a/pyproject.toml b/pyproject.toml index 7972bf211..f57b91462 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -56,7 +56,7 @@ dev = [ "ruamel.yaml", # needed for openapi generator ] # These are the dependencies required for running unit tests. -unit = ["sqlite-vec", "openai", "aiosqlite", "pypdf", "chardet"] +unit = ["sqlite-vec", "openai", "aiosqlite", "pypdf", "chardet", "qdrant-client"] # These are the core dependencies required for running integration tests. They are shared across all # providers. If a provider requires additional dependencies, please add them to your environment # separately. If you are using "uv" to execute your tests, you can use the "--with" flag to specify extra @@ -247,6 +247,7 @@ exclude = [ "^llama_stack/providers/inline/vector_io/chroma/", "^llama_stack/providers/inline/vector_io/faiss/", "^llama_stack/providers/inline/vector_io/milvus/", + "^llama_stack/providers/inline/vector_io/qdrant/", "^llama_stack/providers/inline/vector_io/sqlite_vec/", "^llama_stack/providers/remote/agents/sample/", "^llama_stack/providers/remote/datasetio/huggingface/", diff --git a/tests/unit/providers/vector_io/conftest.py b/tests/unit/providers/vector_io/conftest.py new file mode 100644 index 000000000..3bcd0613f --- /dev/null +++ b/tests/unit/providers/vector_io/conftest.py @@ -0,0 +1,42 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the terms described in the LICENSE file in +# the root directory of this source tree. + +import random + +import numpy as np +import pytest + +from llama_stack.apis.vector_io import Chunk + +EMBEDDING_DIMENSION = 384 + + +@pytest.fixture +def vector_db_id() -> str: + return f"test-vector-db-{random.randint(1, 100)}" + + +@pytest.fixture(scope="session") +def embedding_dimension() -> int: + return EMBEDDING_DIMENSION + + +@pytest.fixture(scope="session") +def sample_chunks(): + """Generates chunks that force multiple batches for a single document to expose ID conflicts.""" + n, k = 10, 3 + sample = [ + Chunk(content=f"Sentence {i} from document {j}", metadata={"document_id": f"document-{j}"}) + for j in range(k) + for i in range(n) + ] + return sample + + +@pytest.fixture(scope="session") +def sample_embeddings(sample_chunks): + np.random.seed(42) + return np.array([np.random.rand(EMBEDDING_DIMENSION).astype(np.float32) for _ in sample_chunks]) diff --git a/tests/unit/providers/vector_io/test_qdrant.py b/tests/unit/providers/vector_io/test_qdrant.py new file mode 100644 index 000000000..bc97719c0 --- /dev/null +++ b/tests/unit/providers/vector_io/test_qdrant.py @@ -0,0 +1,135 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the terms described in the LICENSE file in +# the root directory of this source tree. + +import asyncio +import os +from typing import Any +from unittest.mock import AsyncMock, MagicMock, patch + +import pytest +import pytest_asyncio + +from llama_stack.apis.inference import EmbeddingsResponse, Inference +from llama_stack.apis.vector_io import ( + QueryChunksResponse, + VectorDB, + VectorDBStore, +) +from llama_stack.providers.inline.vector_io.qdrant.config import ( + QdrantVectorIOConfig as InlineQdrantVectorIOConfig, +) +from llama_stack.providers.remote.vector_io.qdrant.qdrant import ( + QdrantVectorIOAdapter, +) + +# This test is a unit test for the QdrantVectorIOAdapter class. This should only contain +# tests which are specific to this class. More general (API-level) tests should be placed in +# tests/integration/vector_io/ +# +# How to run this test: +# +# pytest tests/unit/providers/vector_io/test_qdrant.py \ +# -v -s --tb=short --disable-warnings --asyncio-mode=auto + + +@pytest.fixture +def qdrant_config(tmp_path) -> InlineQdrantVectorIOConfig: + return InlineQdrantVectorIOConfig(path=os.path.join(tmp_path, "qdrant.db")) + + +@pytest.fixture(scope="session") +def loop(): + return asyncio.new_event_loop() + + +@pytest.fixture +def mock_vector_db(vector_db_id) -> MagicMock: + mock_vector_db = MagicMock(spec=VectorDB) + mock_vector_db.embedding_model = "embedding_model" + mock_vector_db.identifier = vector_db_id + return mock_vector_db + + +@pytest.fixture +def mock_vector_db_store(mock_vector_db) -> MagicMock: + mock_store = MagicMock(spec=VectorDBStore) + mock_store.get_vector_db = AsyncMock(return_value=mock_vector_db) + return mock_store + + +@pytest.fixture +def mock_api_service(sample_embeddings): + mock_api_service = MagicMock(spec=Inference) + mock_api_service.embeddings = AsyncMock(return_value=EmbeddingsResponse(embeddings=sample_embeddings)) + return mock_api_service + + +@pytest_asyncio.fixture +async def qdrant_adapter(qdrant_config, mock_vector_db_store, mock_api_service, loop) -> QdrantVectorIOAdapter: + adapter = QdrantVectorIOAdapter(config=qdrant_config, inference_api=mock_api_service) + adapter.vector_db_store = mock_vector_db_store + await adapter.initialize() + yield adapter + await adapter.shutdown() + + +__QUERY = "Sample query" + + +@pytest.mark.asyncio +@pytest.mark.parametrize("max_query_chunks, expected_chunks", [(2, 2), (100, 30)]) +async def test_qdrant_adapter_returns_expected_chunks( + qdrant_adapter: QdrantVectorIOAdapter, + vector_db_id, + sample_chunks, + sample_embeddings, + max_query_chunks, + expected_chunks, +) -> None: + assert qdrant_adapter is not None + await qdrant_adapter.insert_chunks(vector_db_id, sample_chunks) + + index = await qdrant_adapter._get_and_cache_vector_db_index(vector_db_id=vector_db_id) + assert index is not None + + response = await qdrant_adapter.query_chunks( + query=__QUERY, + vector_db_id=vector_db_id, + params={"max_chunks": max_query_chunks}, + ) + assert isinstance(response, QueryChunksResponse) + assert len(response.chunks) == expected_chunks + + +# To by-pass attempt to convert a Mock to JSON +def _prepare_for_json(value: Any) -> str: + return str(value) + + +@patch("llama_stack.providers.utils.telemetry.trace_protocol._prepare_for_json", new=_prepare_for_json) +@pytest.mark.asyncio +async def test_qdrant_register_and_unregister_vector_db( + qdrant_adapter: QdrantVectorIOAdapter, + mock_vector_db, + sample_chunks, +) -> None: + # Initially, no collections + vector_db_id = mock_vector_db.identifier + assert len((await qdrant_adapter.client.get_collections()).collections) == 0 + + # Register does not create a collection + assert not (await qdrant_adapter.client.collection_exists(vector_db_id)) + await qdrant_adapter.register_vector_db(mock_vector_db) + assert not (await qdrant_adapter.client.collection_exists(vector_db_id)) + + # First insert creates the collection + await qdrant_adapter.insert_chunks(vector_db_id, sample_chunks) + assert await qdrant_adapter.client.collection_exists(vector_db_id) + + # Unregister deletes the collection + await qdrant_adapter.unregister_vector_db(vector_db_id) + assert not (await qdrant_adapter.client.collection_exists(vector_db_id)) + assert len((await qdrant_adapter.client.get_collections()).collections) == 0 diff --git a/tests/unit/providers/vector_io/test_sqlite_vec.py b/tests/unit/providers/vector_io/test_sqlite_vec.py index eb5660a85..cff988c53 100644 --- a/tests/unit/providers/vector_io/test_sqlite_vec.py +++ b/tests/unit/providers/vector_io/test_sqlite_vec.py @@ -29,8 +29,6 @@ from llama_stack.providers.inline.vector_io.sqlite_vec.sqlite_vec import ( # -v -s --tb=short --disable-warnings --asyncio-mode=auto SQLITE_VEC_PROVIDER = "sqlite_vec" -EMBEDDING_DIMENSION = 384 -EMBEDDING_MODEL = "all-MiniLM-L6-v2" @pytest.fixture(scope="session") @@ -50,26 +48,8 @@ def sqlite_connection(loop): @pytest_asyncio.fixture(scope="session", autouse=True) -async def sqlite_vec_index(sqlite_connection): - return await SQLiteVecIndex.create(dimension=EMBEDDING_DIMENSION, connection=sqlite_connection, bank_id="test_bank") - - -@pytest.fixture(scope="session") -def sample_chunks(): - """Generates chunks that force multiple batches for a single document to expose ID conflicts.""" - n, k = 10, 3 - sample = [ - Chunk(content=f"Sentence {i} from document {j}", metadata={"document_id": f"document-{j}"}) - for j in range(k) - for i in range(n) - ] - return sample - - -@pytest.fixture(scope="session") -def sample_embeddings(sample_chunks): - np.random.seed(42) - return np.array([np.random.rand(EMBEDDING_DIMENSION).astype(np.float32) for _ in sample_chunks]) +async def sqlite_vec_index(sqlite_connection, embedding_dimension): + return await SQLiteVecIndex.create(dimension=embedding_dimension, connection=sqlite_connection, bank_id="test_bank") @pytest.mark.asyncio @@ -82,21 +62,21 @@ async def test_add_chunks(sqlite_vec_index, sample_chunks, sample_embeddings): @pytest.mark.asyncio -async def test_query_chunks(sqlite_vec_index, sample_chunks, sample_embeddings): +async def test_query_chunks(sqlite_vec_index, sample_chunks, sample_embeddings, embedding_dimension): await sqlite_vec_index.add_chunks(sample_chunks, sample_embeddings) - query_embedding = np.random.rand(EMBEDDING_DIMENSION).astype(np.float32) + query_embedding = np.random.rand(embedding_dimension).astype(np.float32) response = await sqlite_vec_index.query(query_embedding, k=2, score_threshold=0.0) assert isinstance(response, QueryChunksResponse) assert len(response.chunks) == 2 @pytest.mark.asyncio -async def test_chunk_id_conflict(sqlite_vec_index, sample_chunks): +async def test_chunk_id_conflict(sqlite_vec_index, sample_chunks, embedding_dimension): """Test that chunk IDs do not conflict across batches when inserting chunks.""" # Reduce batch size to force multiple batches for same document # since there are 10 chunks per document and batch size is 2 batch_size = 2 - sample_embeddings = np.random.rand(len(sample_chunks), EMBEDDING_DIMENSION).astype(np.float32) + sample_embeddings = np.random.rand(len(sample_chunks), embedding_dimension).astype(np.float32) await sqlite_vec_index.add_chunks(sample_chunks, sample_embeddings, batch_size=batch_size) diff --git a/uv.lock b/uv.lock index 860b29241..b63d23b14 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,4 @@ version = 1 -revision = 1 requires-python = ">=3.10" resolution-markers = [ "(python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'linux')", @@ -8,9 +7,12 @@ resolution-markers = [ 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!= 'darwin' and sys_platform != 'linux')", - "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "(python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')", + "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.12.*' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", ] dependencies = [ { name = "filelock", marker = "sys_platform != 'darwin'" }, @@ -3482,8 +3655,10 @@ resolution-markers = [ "python_full_version < '3.11' and sys_platform == 'darwin'", "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", "python_full_version == '3.11.*' and sys_platform == 'darwin'", - "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'", - "python_full_version >= '3.12' and sys_platform == 'darwin'", + "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", + "python_full_version >= '3.13' and sys_platform == 'darwin'", + "python_full_version == '3.12.*' and sys_platform == 'darwin'", ] dependencies = [ { name = "numpy", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or sys_platform == 'darwin'" }, @@ -3509,7 +3684,8 @@ source = { registry = "https://download.pytorch.org/whl/cpu" } resolution-markers = [ "(python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'linux')", "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'linux')", - "(python_full_version >= '3.12' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and sys_platform != 'darwin' and sys_platform != 'linux')", + "(python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')", + "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.12.*' and sys_platform != 'darwin' and sys_platform != 'linux')", ] dependencies = [ { name = "numpy", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },