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"more-itertools", "p [extras] fastembed = ["fastembed"] +fastembed-gpu = ["fastembed", "onnxruntime-gpu"] [metadata] lock-version = "2.0" python-versions = ">=3.8" -content-hash = "d9f322012dac6de2c4f537befddade3c059b8f2dcd9420ff742450739da4dc03" +content-hash = "1663b3658fbbf2dc2af72af44fce9a1b3d1f038c192275b9e92b65f9c00fd4f0" diff --git a/pyproject.toml b/pyproject.toml index 25b7d281..6bf65140 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -29,6 +29,9 @@ portalocker = "^2.7.0" fastembed = [ { version = "0.2.6", optional = true, python = "<3.13" } ] +onnxruntime-gpu = [ + { version = "^1.17.0", optional = true, python = "<3.13" } +] [tool.poetry.group.dev.dependencies] pytest = "^7.1" @@ -58,6 +61,7 @@ types-protobuf = "^4.21.0.5" [tool.poetry.extras] fastembed = ["fastembed"] +fastembed-gpu = ["fastembed", "onnxruntime-gpu"] [build-system] requires = ["poetry-core>=1.0.0"] diff --git a/qdrant_client/async_qdrant_fastembed.py b/qdrant_client/async_qdrant_fastembed.py index 888d8e8a..d44d958f 100644 --- a/qdrant_client/async_qdrant_fastembed.py +++ b/qdrant_client/async_qdrant_fastembed.py @@ -12,7 +12,7 @@ import uuid import warnings from itertools import tee -from typing import Any, Dict, Iterable, List, Optional, Tuple, Union +from typing import Any, Dict, Iterable, List, Optional, Sequence, Tuple, Union from qdrant_client.async_client_base import AsyncQdrantBase from qdrant_client.conversions import common_types as types @@ -21,8 +21,7 @@ from qdrant_client.hybrid.fusion import reciprocal_rank_fusion try: - from fastembed import TextEmbedding - from fastembed.sparse.sparse_text_embedding import SparseTextEmbedding + from fastembed import SparseTextEmbedding, TextEmbedding except ImportError: TextEmbedding = None SparseTextEmbedding = None @@ -51,8 +50,7 @@ def __init__(self, **kwargs: Any): self._embedding_model_name: Optional[str] = None self._sparse_embedding_model_name: Optional[str] = None try: - from fastembed import TextEmbedding - from fastembed.sparse.sparse_text_embedding import SparseTextEmbedding + from fastembed import SparseTextEmbedding, TextEmbedding self.__class__._FASTEMBED_INSTALLED = True except ImportError: @@ -75,6 +73,7 @@ def set_model( max_length: Optional[int] = None, cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, **kwargs: Any, ) -> None: """ @@ -86,6 +85,9 @@ def set_model( Can be set using the `FASTEMBED_CACHE_PATH` env variable. Defaults to `fastembed_cache` in the system's temp directory. threads (int, optional): The number of threads single onnxruntime session can use. Defaults to None. + providers: The list of onnx providers (with or without options) to use. Defaults to None. + Example configuration: + https://onnxruntime.ai/docs/execution-providers/CUDA-ExecutionProvider.html#configuration-options Raises: ValueError: If embedding model is not supported. ImportError: If fastembed is not installed. @@ -100,7 +102,11 @@ def set_model( stacklevel=2, ) self._get_or_init_model( - model_name=embedding_model_name, cache_dir=cache_dir, threads=threads, **kwargs + model_name=embedding_model_name, + cache_dir=cache_dir, + threads=threads, + providers=providers, + **kwargs, ) self._embedding_model_name = embedding_model_name @@ -109,6 +115,7 @@ def set_sparse_model( embedding_model_name: Optional[str], cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, ) -> None: """ Set sparse embedding model to use for hybrid search over documents in combination with dense embeddings. @@ -119,6 +126,9 @@ def set_sparse_model( Can be set using the `FASTEMBED_CACHE_PATH` env variable. Defaults to `fastembed_cache` in the system's temp directory. threads (int, optional): The number of threads single onnxruntime session can use. Defaults to None. + providers: The list of onnx providers (with or without options) to use. Defaults to None. + Example configuration: + https://onnxruntime.ai/docs/execution-providers/CUDA-ExecutionProvider.html#configuration-options Raises: ValueError: If embedding model is not supported. ImportError: If fastembed is not installed. @@ -128,7 +138,10 @@ def set_sparse_model( """ if embedding_model_name is not None: self._get_or_init_sparse_model( - model_name=embedding_model_name, cache_dir=cache_dir, threads=threads + model_name=embedding_model_name, + cache_dir=cache_dir, + threads=threads, + providers=providers, ) self._sparse_embedding_model_name = embedding_model_name @@ -155,6 +168,7 @@ def _get_or_init_model( model_name: str, cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, **kwargs: Any, ) -> "TextEmbedding": if model_name in cls.embedding_models: @@ -165,7 +179,11 @@ def _get_or_init_model( f"Unsupported embedding model: {model_name}. Supported models: {SUPPORTED_EMBEDDING_MODELS}" ) cls.embedding_models[model_name] = TextEmbedding( - model_name=model_name, cache_dir=cache_dir, threads=threads, **kwargs + model_name=model_name, + cache_dir=cache_dir, + threads=threads, + providers=providers, + **kwargs, ) return cls.embedding_models[model_name] @@ -175,6 +193,7 @@ def _get_or_init_sparse_model( model_name: str, cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, **kwargs: Any, ) -> "SparseTextEmbedding": if model_name in cls.sparse_embedding_models: @@ -185,7 +204,11 @@ def _get_or_init_sparse_model( f"Unsupported embedding model: {model_name}. Supported models: {SUPPORTED_SPARSE_EMBEDDING_MODELS}" ) cls.sparse_embedding_models[model_name] = SparseTextEmbedding( - model_name=model_name, cache_dir=cache_dir, threads=threads, **kwargs + model_name=model_name, + cache_dir=cache_dir, + threads=threads, + providers=providers, + **kwargs, ) return cls.sparse_embedding_models[model_name] diff --git a/qdrant_client/qdrant_fastembed.py b/qdrant_client/qdrant_fastembed.py index 8850f4ac..810397a4 100644 --- a/qdrant_client/qdrant_fastembed.py +++ b/qdrant_client/qdrant_fastembed.py @@ -1,7 +1,7 @@ import uuid import warnings from itertools import tee -from typing import Any, Dict, Iterable, List, Optional, Tuple, Union +from typing import Any, Dict, Iterable, List, Optional, Sequence, Tuple, Union from qdrant_client.client_base import QdrantBase from qdrant_client.conversions import common_types as types @@ -10,13 +10,11 @@ from qdrant_client.hybrid.fusion import reciprocal_rank_fusion try: - from fastembed import TextEmbedding - from fastembed.sparse.sparse_text_embedding import SparseTextEmbedding + from fastembed import SparseTextEmbedding, TextEmbedding except ImportError: TextEmbedding = None SparseTextEmbedding = None - SUPPORTED_EMBEDDING_MODELS: Dict[str, Tuple[int, models.Distance]] = ( { model["model"]: (model["dim"], models.Distance.COSINE) @@ -45,8 +43,7 @@ def __init__(self, **kwargs: Any): self._embedding_model_name: Optional[str] = None self._sparse_embedding_model_name: Optional[str] = None try: - from fastembed import TextEmbedding # noqa: F401 - from fastembed.sparse.sparse_text_embedding import SparseTextEmbedding + from fastembed import SparseTextEmbedding, TextEmbedding # noqa: F401 self.__class__._FASTEMBED_INSTALLED = True except ImportError: @@ -70,6 +67,7 @@ def set_model( max_length: Optional[int] = None, cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, **kwargs: Any, ) -> None: """ @@ -81,6 +79,9 @@ def set_model( Can be set using the `FASTEMBED_CACHE_PATH` env variable. Defaults to `fastembed_cache` in the system's temp directory. threads (int, optional): The number of threads single onnxruntime session can use. Defaults to None. + providers: The list of onnx providers (with or without options) to use. Defaults to None. + Example configuration: + https://onnxruntime.ai/docs/execution-providers/CUDA-ExecutionProvider.html#configuration-options Raises: ValueError: If embedding model is not supported. ImportError: If fastembed is not installed. @@ -101,6 +102,7 @@ def set_model( model_name=embedding_model_name, cache_dir=cache_dir, threads=threads, + providers=providers, **kwargs, ) self._embedding_model_name = embedding_model_name @@ -110,6 +112,7 @@ def set_sparse_model( embedding_model_name: Optional[str], cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, ) -> None: """ Set sparse embedding model to use for hybrid search over documents in combination with dense embeddings. @@ -120,6 +123,9 @@ def set_sparse_model( Can be set using the `FASTEMBED_CACHE_PATH` env variable. Defaults to `fastembed_cache` in the system's temp directory. threads (int, optional): The number of threads single onnxruntime session can use. Defaults to None. + providers: The list of onnx providers (with or without options) to use. Defaults to None. + Example configuration: + https://onnxruntime.ai/docs/execution-providers/CUDA-ExecutionProvider.html#configuration-options Raises: ValueError: If embedding model is not supported. ImportError: If fastembed is not installed. @@ -132,6 +138,7 @@ def set_sparse_model( model_name=embedding_model_name, cache_dir=cache_dir, threads=threads, + providers=providers, ) self._sparse_embedding_model_name = embedding_model_name @@ -163,6 +170,7 @@ def _get_or_init_model( model_name: str, cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, **kwargs: Any, ) -> "TextEmbedding": if model_name in cls.embedding_models: @@ -179,6 +187,7 @@ def _get_or_init_model( model_name=model_name, cache_dir=cache_dir, threads=threads, + providers=providers, **kwargs, ) return cls.embedding_models[model_name] @@ -189,6 +198,7 @@ def _get_or_init_sparse_model( model_name: str, cache_dir: Optional[str] = None, threads: Optional[int] = None, + providers: Optional[Sequence[Union[str, Tuple[str, Dict[Any, Any]]]]] = None, **kwargs: Any, ) -> "SparseTextEmbedding": if model_name in cls.sparse_embedding_models: @@ -205,6 +215,7 @@ def _get_or_init_sparse_model( model_name=model_name, cache_dir=cache_dir, threads=threads, + providers=providers, **kwargs, ) return cls.sparse_embedding_models[model_name]