diff --git a/CHANGELOG.md b/CHANGELOG.md index 0602cbc04a..8348323432 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,9 +1,10 @@ -## 0.14.3-dev4 +## 0.14.3-dev5 ### Enhancements * **Move `category` field from Text class to Element class.** * **`partition_docx()` now supports pluggable picture sub-partitioners.** A subpartitioner that accepts a DOCX `Paragraph` and generates elements is now supported. This allows adding a custom sub-partitioner that extracts images and applies OCR or summarization for the image. +* **Add VoyageAI embedder** Adds VoyageAI embeddings to support embedding via Voyage AI. ### Features diff --git a/examples/embed/example_voyageai.py b/examples/embed/example_voyageai.py new file mode 100644 index 0000000000..6376fb9a27 --- /dev/null +++ b/examples/embed/example_voyageai.py @@ -0,0 +1,25 @@ +import os + +from unstructured.documents.elements import Text +from unstructured.embed.voyageai import VoyageAIEmbeddingConfig, VoyageAIEmbeddingEncoder + +# To use Voyage AI you will need to pass +# Voyage AI API Key (obtained from https://dash.voyageai.com/) +# as the ``api_key`` parameter. +# +# The ``model_name`` parameter is mandatory, please check the available models +# at https://docs.voyageai.com/docs/embeddings + +embedding_encoder = VoyageAIEmbeddingEncoder( + config=VoyageAIEmbeddingConfig(api_key=os.environ["VOYAGE_API_KEY"], model_name="voyage-law-2") +) +elements = embedding_encoder.embed_documents( + elements=[Text("This is sentence 1"), Text("This is sentence 2")], +) + +query = "This is the query" +query_embedding = embedding_encoder.embed_query(query=query) + +[print(e, e.embeddings) for e in elements] +print(query, query_embedding) +print(embedding_encoder.is_unit_vector, embedding_encoder.num_of_dimensions) diff --git a/requirements/base.txt b/requirements/base.txt index 30b68e0af0..c9d9002578 100644 --- a/requirements/base.txt +++ b/requirements/base.txt @@ -86,7 +86,7 @@ tabulate==0.9.0 # via -r ./base.in tqdm==4.66.4 # via nltk -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -r ./base.in # emoji diff --git a/requirements/deps/constraints.txt b/requirements/deps/constraints.txt index 71e94bb9d7..325252e403 100644 --- a/requirements/deps/constraints.txt +++ b/requirements/deps/constraints.txt @@ -57,7 +57,10 @@ unstructured-client<=0.18.0 fsspec==2024.5.0 -# python 3.12 support +# python 3.12 support numpy>=1.26.0 wrapt>=1.14.0 + +# NOTE(robinson): for compatiblity with voyage embeddings +langsmith==0.1.62 diff --git a/requirements/dev.txt b/requirements/dev.txt index 6ae78969bf..28dfca5fbc 100644 --- a/requirements/dev.txt +++ b/requirements/dev.txt @@ -151,7 +151,7 @@ jsonschema-specifications==2023.12.1 # jsonschema jupyter==1.0.0 # via -r ./dev.in -jupyter-client==8.6.1 +jupyter-client==8.6.2 # via # ipykernel # jupyter-console @@ -185,7 +185,7 @@ jupyter-server==2.14.0 # notebook-shim jupyter-server-terminals==0.5.3 # via jupyter-server -jupyterlab==4.2.0 +jupyterlab==4.2.1 # via notebook jupyterlab-pygments==0.3.0 # via nbconvert @@ -392,7 +392,7 @@ traitlets==5.14.3 # qtconsole types-python-dateutil==2.9.0.20240316 # via arrow -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./base.txt # -c ./test.txt diff --git a/requirements/extra-docx.txt b/requirements/extra-docx.txt index 6b1f08bec9..0323e2a10f 100644 --- a/requirements/extra-docx.txt +++ b/requirements/extra-docx.txt @@ -12,7 +12,7 @@ python-docx==1.1.2 # via # -c ././deps/constraints.txt # -r ./extra-docx.in -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./base.txt # python-docx diff --git a/requirements/extra-odt.txt b/requirements/extra-odt.txt index 913651f5e6..3a3e358fb2 100644 --- a/requirements/extra-odt.txt +++ b/requirements/extra-odt.txt @@ -14,7 +14,7 @@ python-docx==1.1.2 # via # -c ././deps/constraints.txt # -r ./extra-odt.in -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./base.txt # python-docx diff --git a/requirements/extra-paddleocr.txt b/requirements/extra-paddleocr.txt index d2d5a71459..01bb353733 100644 --- a/requirements/extra-paddleocr.txt +++ b/requirements/extra-paddleocr.txt @@ -8,7 +8,7 @@ attrdict==2.0.1 # via unstructured-paddleocr babel==2.15.0 # via flask-babel -bce-python-sdk==0.9.10 +bce-python-sdk==0.9.11 # via visualdl blinker==1.8.2 # via flask @@ -45,7 +45,7 @@ flask==3.0.3 # visualdl flask-babel==4.0.0 # via visualdl -fonttools==4.51.0 +fonttools==4.52.1 # via matplotlib future==1.0.0 # via bce-python-sdk @@ -200,7 +200,7 @@ six==1.16.0 # imgaug # python-dateutil # visualdl -tifffile==2024.5.10 +tifffile==2024.5.22 # via scikit-image tqdm==4.66.4 # via diff --git a/requirements/extra-pdf-image.txt b/requirements/extra-pdf-image.txt index 6be6237572..44a4008aed 100644 --- a/requirements/extra-pdf-image.txt +++ b/requirements/extra-pdf-image.txt @@ -39,7 +39,7 @@ filelock==3.14.0 # transformers flatbuffers==24.3.25 # via onnxruntime -fonttools==4.51.0 +fonttools==4.52.1 # via matplotlib fsspec==2024.5.0 # via @@ -118,7 +118,7 @@ numpy==1.26.4 # transformers omegaconf==2.3.0 # via effdet -onnx==1.16.0 +onnx==1.16.1 # via # -r ./extra-pdf-image.in # unstructured-inference @@ -278,7 +278,7 @@ tqdm==4.66.4 # transformers transformers==4.41.1 # via unstructured-inference -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./base.txt # huggingface-hub diff --git a/requirements/huggingface.txt b/requirements/huggingface.txt index 70e643e042..a3fd56dc03 100644 --- a/requirements/huggingface.txt +++ b/requirements/huggingface.txt @@ -102,7 +102,7 @@ tqdm==4.66.4 # transformers transformers==4.41.1 # via -r ./huggingface.in -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./base.txt # huggingface-hub diff --git a/requirements/ingest/airtable.txt b/requirements/ingest/airtable.txt index 3bb42fb259..114cb3718b 100644 --- a/requirements/ingest/airtable.txt +++ b/requirements/ingest/airtable.txt @@ -31,7 +31,7 @@ requests==2.32.2 # via # -c ./ingest/../base.txt # pyairtable -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # pyairtable diff --git a/requirements/ingest/azure-cognitive-search.txt b/requirements/ingest/azure-cognitive-search.txt index 4b87482810..3aa383cd91 100644 --- a/requirements/ingest/azure-cognitive-search.txt +++ b/requirements/ingest/azure-cognitive-search.txt @@ -34,7 +34,7 @@ six==1.16.0 # -c ./ingest/../base.txt # azure-core # isodate -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # azure-core diff --git a/requirements/ingest/azure.txt b/requirements/ingest/azure.txt index d463074de8..8c38d94271 100644 --- a/requirements/ingest/azure.txt +++ b/requirements/ingest/azure.txt @@ -93,7 +93,7 @@ six==1.16.0 # -c ./ingest/../base.txt # azure-core # isodate -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # azure-core diff --git a/requirements/ingest/chroma.txt b/requirements/ingest/chroma.txt index 0b22cbd5ac..c0daab021d 100644 --- a/requirements/ingest/chroma.txt +++ b/requirements/ingest/chroma.txt @@ -198,7 +198,7 @@ typer==0.9.0 # via # -r ./ingest/chroma.in # chromadb -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # chromadb diff --git a/requirements/ingest/databricks-volumes.txt b/requirements/ingest/databricks-volumes.txt index 92604c517a..f81216af13 100644 --- a/requirements/ingest/databricks-volumes.txt +++ b/requirements/ingest/databricks-volumes.txt @@ -15,7 +15,7 @@ charset-normalizer==3.3.2 # via # -c ./ingest/../base.txt # requests -databricks-sdk==0.27.1 +databricks-sdk==0.28.0 # via -r ./ingest/databricks-volumes.in google-auth==2.29.0 # via databricks-sdk diff --git a/requirements/ingest/elasticsearch.txt b/requirements/ingest/elasticsearch.txt index f468b63876..343b54d257 100644 --- a/requirements/ingest/elasticsearch.txt +++ b/requirements/ingest/elasticsearch.txt @@ -11,7 +11,7 @@ certifi==2024.2.2 # elastic-transport elastic-transport==8.13.0 # via elasticsearch -elasticsearch==8.13.1 +elasticsearch==8.13.2 # via -r ./ingest/elasticsearch.in urllib3==1.26.18 # via diff --git a/requirements/ingest/embed-aws-bedrock.txt b/requirements/ingest/embed-aws-bedrock.txt index f5c707af80..72df6b3658 100644 --- a/requirements/ingest/embed-aws-bedrock.txt +++ b/requirements/ingest/embed-aws-bedrock.txt @@ -37,7 +37,6 @@ charset-normalizer==3.3.2 dataclasses-json==0.6.6 # via # -c ./ingest/../base.txt - # langchain # langchain-community frozenlist==1.4.1 # via @@ -56,9 +55,9 @@ jsonpatch==1.33 # via langchain-core jsonpointer==2.4 # via jsonpatch -langchain==0.2.0 +langchain==0.2.1 # via langchain-community -langchain-community==0.2.0 +langchain-community==0.2.1 # via -r ./ingest/embed-aws-bedrock.in langchain-core==0.2.1 # via @@ -67,8 +66,9 @@ langchain-core==0.2.1 # langchain-text-splitters langchain-text-splitters==0.2.0 # via langchain -langsmith==0.1.61 +langsmith==0.1.62 # via + # -c ./ingest/../deps/constraints.txt # langchain # langchain-community # langchain-core @@ -135,7 +135,7 @@ tenacity==8.3.0 # langchain # langchain-community # langchain-core -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # pydantic diff --git a/requirements/ingest/embed-huggingface.txt b/requirements/ingest/embed-huggingface.txt index 8836013238..7f4d7da852 100644 --- a/requirements/ingest/embed-huggingface.txt +++ b/requirements/ingest/embed-huggingface.txt @@ -30,7 +30,6 @@ charset-normalizer==3.3.2 dataclasses-json==0.6.6 # via # -c ./ingest/../base.txt - # langchain # langchain-community filelock==3.14.0 # via @@ -68,9 +67,9 @@ jsonpatch==1.33 # via langchain-core jsonpointer==2.4 # via jsonpatch -langchain==0.2.0 +langchain==0.2.1 # via langchain-community -langchain-community==0.2.0 +langchain-community==0.2.1 # via -r ./ingest/embed-huggingface.in langchain-core==0.2.1 # via @@ -79,8 +78,9 @@ langchain-core==0.2.1 # langchain-text-splitters langchain-text-splitters==0.2.0 # via langchain -langsmith==0.1.61 +langsmith==0.1.62 # via + # -c ./ingest/../deps/constraints.txt # langchain # langchain-community # langchain-core @@ -188,7 +188,7 @@ tqdm==4.66.4 # transformers transformers==4.41.1 # via sentence-transformers -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # huggingface-hub diff --git a/requirements/ingest/embed-octoai.txt b/requirements/ingest/embed-octoai.txt index b7e086a19d..ba70a819de 100644 --- a/requirements/ingest/embed-octoai.txt +++ b/requirements/ingest/embed-octoai.txt @@ -38,7 +38,7 @@ idna==3.7 # anyio # httpx # requests -openai==1.30.1 +openai==1.30.3 # via -r ./ingest/embed-octoai.in pydantic==2.7.1 # via openai @@ -63,7 +63,7 @@ tqdm==4.66.4 # via # -c ./ingest/../base.txt # openai -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # openai diff --git a/requirements/ingest/embed-openai.txt b/requirements/ingest/embed-openai.txt index 73273ecc82..f2efe23722 100644 --- a/requirements/ingest/embed-openai.txt +++ b/requirements/ingest/embed-openai.txt @@ -37,7 +37,6 @@ charset-normalizer==3.3.2 dataclasses-json==0.6.6 # via # -c ./ingest/../base.txt - # langchain # langchain-community distro==1.9.0 # via openai @@ -64,9 +63,9 @@ jsonpatch==1.33 # via langchain-core jsonpointer==2.4 # via jsonpatch -langchain==0.2.0 +langchain==0.2.1 # via langchain-community -langchain-community==0.2.0 +langchain-community==0.2.1 # via -r ./ingest/embed-openai.in langchain-core==0.2.1 # via @@ -75,8 +74,9 @@ langchain-core==0.2.1 # langchain-text-splitters langchain-text-splitters==0.2.0 # via langchain -langsmith==0.1.61 +langsmith==0.1.62 # via + # -c ./ingest/../deps/constraints.txt # langchain # langchain-community # langchain-core @@ -98,7 +98,7 @@ numpy==1.26.4 # -c ./ingest/../deps/constraints.txt # langchain # langchain-community -openai==1.30.1 +openai==1.30.3 # via -r ./ingest/embed-openai.in orjson==3.10.3 # via langsmith @@ -152,7 +152,7 @@ tqdm==4.66.4 # via # -c ./ingest/../base.txt # openai -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # openai diff --git a/requirements/ingest/embed-vertexai.txt b/requirements/ingest/embed-vertexai.txt index bdc3855b1a..358f102590 100644 --- a/requirements/ingest/embed-vertexai.txt +++ b/requirements/ingest/embed-vertexai.txt @@ -32,7 +32,6 @@ charset-normalizer==3.3.2 dataclasses-json==0.6.6 # via # -c ./ingest/../base.txt - # langchain # langchain-community docstring-parser==0.16 # via google-cloud-aiplatform @@ -101,11 +100,11 @@ jsonpatch==1.33 # via langchain-core jsonpointer==2.4 # via jsonpatch -langchain==0.2.0 +langchain==0.2.1 # via # -r ./ingest/embed-vertexai.in # langchain-community -langchain-community==0.2.0 +langchain-community==0.2.1 # via -r ./ingest/embed-vertexai.in langchain-core==0.2.1 # via @@ -117,8 +116,9 @@ langchain-google-vertexai==1.0.4 # via -r ./ingest/embed-vertexai.in langchain-text-splitters==0.2.0 # via langchain -langsmith==0.1.61 +langsmith==0.1.62 # via + # -c ./ingest/../deps/constraints.txt # langchain # langchain-community # langchain-core @@ -215,7 +215,7 @@ tenacity==8.3.0 # langchain # langchain-community # langchain-core -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # pydantic diff --git a/requirements/ingest/embed-voyageai.in b/requirements/ingest/embed-voyageai.in new file mode 100644 index 0000000000..efe01c7b0b --- /dev/null +++ b/requirements/ingest/embed-voyageai.in @@ -0,0 +1,4 @@ +-c ../deps/constraints.txt +-c ../base.txt +langchain +langchain-voyageai diff --git a/requirements/ingest/embed-voyageai.txt b/requirements/ingest/embed-voyageai.txt new file mode 100644 index 0000000000..e58022a64d --- /dev/null +++ b/requirements/ingest/embed-voyageai.txt @@ -0,0 +1,116 @@ +# +# This file is autogenerated by pip-compile with Python 3.9 +# by the following command: +# +# pip-compile ./ingest/embed-voyageai.in +# +aiohttp==3.9.5 + # via + # langchain + # voyageai +aiolimiter==1.1.0 + # via voyageai +aiosignal==1.3.1 + # via aiohttp +annotated-types==0.7.0 + # via pydantic +async-timeout==4.0.3 + # via + # aiohttp + # langchain +attrs==23.2.0 + # via aiohttp +certifi==2024.2.2 + # via + # -c ./ingest/../base.txt + # -c ./ingest/../deps/constraints.txt + # requests +charset-normalizer==3.3.2 + # via + # -c ./ingest/../base.txt + # requests +frozenlist==1.4.1 + # via + # aiohttp + # aiosignal +idna==3.7 + # via + # -c ./ingest/../base.txt + # requests + # yarl +jsonpatch==1.33 + # via langchain-core +jsonpointer==2.4 + # via jsonpatch +langchain==0.2.1 + # via -r ./ingest/embed-voyageai.in +langchain-core==0.2.1 + # via + # langchain + # langchain-text-splitters + # langchain-voyageai +langchain-text-splitters==0.2.0 + # via langchain +langchain-voyageai==0.1.1 + # via -r ./ingest/embed-voyageai.in +langsmith==0.1.62 + # via + # -c ./ingest/../deps/constraints.txt + # langchain + # langchain-core +multidict==6.0.5 + # via + # aiohttp + # yarl +numpy==1.26.4 + # via + # -c ./ingest/../base.txt + # -c ./ingest/../deps/constraints.txt + # langchain + # voyageai +orjson==3.10.3 + # via langsmith +packaging==23.2 + # via + # -c ./ingest/../base.txt + # -c ./ingest/../deps/constraints.txt + # langchain-core +pydantic==2.7.1 + # via + # langchain + # langchain-core + # langsmith +pydantic-core==2.18.2 + # via pydantic +pyyaml==6.0.1 + # via + # langchain + # langchain-core +requests==2.32.2 + # via + # -c ./ingest/../base.txt + # langchain + # langsmith + # voyageai +sqlalchemy==2.0.30 + # via langchain +tenacity==8.3.0 + # via + # langchain + # langchain-core + # voyageai +typing-extensions==4.12.0 + # via + # -c ./ingest/../base.txt + # pydantic + # pydantic-core + # sqlalchemy +urllib3==1.26.18 + # via + # -c ./ingest/../base.txt + # -c ./ingest/../deps/constraints.txt + # requests +voyageai==0.2.2 + # via langchain-voyageai +yarl==1.9.4 + # via aiohttp diff --git a/requirements/ingest/github.txt b/requirements/ingest/github.txt index 14c91309cf..1a04cf9fa7 100644 --- a/requirements/ingest/github.txt +++ b/requirements/ingest/github.txt @@ -37,7 +37,7 @@ requests==2.32.2 # via # -c ./ingest/../base.txt # pygithub -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # pygithub diff --git a/requirements/ingest/google-drive.txt b/requirements/ingest/google-drive.txt index 7db731d29e..86d1e488f4 100644 --- a/requirements/ingest/google-drive.txt +++ b/requirements/ingest/google-drive.txt @@ -17,7 +17,7 @@ charset-normalizer==3.3.2 # requests google-api-core==2.19.0 # via google-api-python-client -google-api-python-client==2.129.0 +google-api-python-client==2.130.0 # via -r ./ingest/google-drive.in google-auth==2.29.0 # via diff --git a/requirements/ingest/pinecone.txt b/requirements/ingest/pinecone.txt index 91b0bea83b..5c3d214b6e 100644 --- a/requirements/ingest/pinecone.txt +++ b/requirements/ingest/pinecone.txt @@ -15,7 +15,7 @@ tqdm==4.66.4 # via # -c ./ingest/../base.txt # pinecone-client -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # pinecone-client diff --git a/requirements/ingest/qdrant.txt b/requirements/ingest/qdrant.txt index 58c70f6726..04e6e46e51 100644 --- a/requirements/ingest/qdrant.txt +++ b/requirements/ingest/qdrant.txt @@ -62,7 +62,7 @@ sniffio==1.3.1 # via # anyio # httpx -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # pydantic diff --git a/requirements/ingest/s3.txt b/requirements/ingest/s3.txt index 7d31688d74..547e2625ac 100644 --- a/requirements/ingest/s3.txt +++ b/requirements/ingest/s3.txt @@ -51,7 +51,7 @@ six==1.16.0 # via # -c ./ingest/../base.txt # python-dateutil -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # aioitertools diff --git a/requirements/ingest/salesforce.txt b/requirements/ingest/salesforce.txt index 34ec3ab350..206714b66a 100644 --- a/requirements/ingest/salesforce.txt +++ b/requirements/ingest/salesforce.txt @@ -58,7 +58,7 @@ six==1.16.0 # via # -c ./ingest/../base.txt # isodate -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # simple-salesforce diff --git a/requirements/ingest/weaviate.txt b/requirements/ingest/weaviate.txt index 7fafb7c07a..8aae9d48c8 100644 --- a/requirements/ingest/weaviate.txt +++ b/requirements/ingest/weaviate.txt @@ -69,7 +69,7 @@ sniffio==1.3.1 # via # anyio # httpx -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./ingest/../base.txt # pydantic diff --git a/requirements/test.txt b/requirements/test.txt index cf372b91d4..18fa199d68 100644 --- a/requirements/test.txt +++ b/requirements/test.txt @@ -130,7 +130,7 @@ rpds-py==0.18.1 # via # jsonschema # referencing -ruff==0.4.4 +ruff==0.4.5 # via -r ./test.in six==1.16.0 # via @@ -153,7 +153,7 @@ types-tabulate==0.9.0.20240106 # via -r ./test.in types-urllib3==1.26.25.14 # via types-requests -typing-extensions==4.11.0 +typing-extensions==4.12.0 # via # -c ./base.txt # black diff --git a/scripts/pip-compile.sh b/scripts/pip-compile.sh index 5d66809b28..ece191698b 100755 --- a/scripts/pip-compile.sh +++ b/scripts/pip-compile.sh @@ -12,5 +12,3 @@ pushd ./requirements || exit make clean make all popd || exit - -cp requirements/build.txt docs/requirements.txt diff --git a/setup.py b/setup.py index bf593ac47f..a51a842eaa 100644 --- a/setup.py +++ b/setup.py @@ -171,6 +171,7 @@ def load_requirements(file_list: Optional[Union[str, List[str]]] = None) -> List "embed-huggingface": load_requirements("requirements/ingest/embed-huggingface.in"), "embed-octoai": load_requirements("requirements/ingest/embed-octoai.in"), "embed-vertexai": load_requirements("requirements/ingest/embed-vertexai.in"), + "embed-voyageai": load_requirements("requirements/ingest/embed-voyageai.in"), "openai": load_requirements("requirements/ingest/embed-openai.in"), "bedrock": load_requirements("requirements/ingest/embed-aws-bedrock.in"), "databricks-volumes": load_requirements("requirements/ingest/databricks-volumes.in"), diff --git a/test_unstructured/embed/test_voyageai.py b/test_unstructured/embed/test_voyageai.py new file mode 100644 index 0000000000..cd4bd05517 --- /dev/null +++ b/test_unstructured/embed/test_voyageai.py @@ -0,0 +1,21 @@ +from unstructured.documents.elements import Text +from unstructured.embed.voyageai import VoyageAIEmbeddingConfig, VoyageAIEmbeddingEncoder + + +def test_embed_documents_does_not_break_element_to_dict(mocker): + # Mocked client with the desired behavior for embed_documents + mock_client = mocker.MagicMock() + mock_client.embed_documents.return_value = [1, 2] + + # Mock create_client to return our mock_client + mocker.patch.object(VoyageAIEmbeddingEncoder, "create_client", return_value=mock_client) + + encoder = VoyageAIEmbeddingEncoder( + config=VoyageAIEmbeddingConfig(api_key="api_key", model_name="voyage-law-2") + ) + elements = encoder.embed_documents( + elements=[Text("This is sentence 1"), Text("This is sentence 2")], + ) + assert len(elements) == 2 + assert elements[0].to_dict()["text"] == "This is sentence 1" + assert elements[1].to_dict()["text"] == "This is sentence 2" diff --git a/test_unstructured_ingest/expected-structured-output/embed-voyageai/book-war-and-peace-1p.txt.json b/test_unstructured_ingest/expected-structured-output/embed-voyageai/book-war-and-peace-1p.txt.json new file mode 100644 index 0000000000..3b3b124ca5 --- /dev/null +++ b/test_unstructured_ingest/expected-structured-output/embed-voyageai/book-war-and-peace-1p.txt.json @@ -0,0 +1,20243 @@ +[ + { + "type": "Title", + "element_id": "ecc6ecfdda0975d91546edf1cd407e86", + "text": "CHAPTER I", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.012315734289586544, + 0.0248310174793005, + 0.03843347728252411, + 0.026602957397699356, + 0.05042894184589386, + 0.005664000287652016, + -0.012063480913639069, + -0.007575939409434795, + -0.036281000822782516, + 0.02548283152282238, + -0.020442405715584755, + 0.02001851238310337, + 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But I warn you, if you don't tell me that this means war, if you still try to defend the infamies and horrors perpetrated by that Antichrist--I really believe he is Antichrist--I will have nothing more to do with you and you are no longer my friend, no longer my 'faithful slave,' as you call yourself! But how do you do? I see I have frightened you--sit down and tell me all the news.\"", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.028935329988598824, + 0.03723364323377609, + 0.04033279046416283, + 0.026062695309519768, + 0.06733209639787674, + 0.031770382076501846, + -0.03818303719162941, + -0.0041510239243507385, + -0.02508021704852581, + 0.010048868134617805, + -0.008604167960584164, + 0.025432925671339035, + -0.003290546592324972, + -0.0093748914077878, + 0.012452159076929092, + -0.02820282056927681, + 0.02485469914972782, + 0.0006526419892907143, + -0.04185760021209717, + 0.03913872689008713, + 0.03854716196656227, + 0.08180064707994461, + -0.0038482947275042534, + -0.02262287773191929, + 0.015173649415373802, + -0.01013067178428173, + -0.018866147845983505, + -0.0441766194999218, + 0.03913608938455582, + 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With these words she greeted Prince Vasili Kuragin, a man of high rank and importance, who was the first to arrive at her reception. Anna Pavlovna had had a cough for some days. She was, as she said, suffering from la grippe; grippe being then a new word in St. Petersburg, used only by the elite.", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.002469821833074093, + 0.03950459137558937, + 0.03895006328821182, + 0.0012564504286274314, + 0.06867896765470505, + 0.05204717442393303, + -0.047539182007312775, + -0.01811908558011055, + -0.037660978734493256, + 0.009802883490920067, + -0.023140033707022667, + 0.024338601157069206, + -0.030284183099865913, + -0.0010175287025049329, + -0.0006070001982152462, + -0.020807452499866486, + 0.017635440453886986, + -0.011903112754225731, + -0.04477943852543831, + 0.040752653032541275, + 0.019619660452008247, + 0.06237800046801567, + -0.03400038182735443, + -0.010159227065742016, + 0.012424635700881481, + -0.011602170765399933, + 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of spending an evening with a poor invalid is not too terrible, I shall be very charmed to see you tonight between 7 and 10--Annette Scherer.\"", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.047568079084157944, + 0.023360062390565872, + 0.021851595491170883, + 0.04100184515118599, + 0.05089946463704109, + 2.0140940250712447e-05, + 0.0012340211542323232, + -0.028611576184630394, + -0.015601461753249168, + 0.01992011070251465, + -0.007415488362312317, + 0.012539224699139595, + -0.018713194876909256, + -0.010837467387318611, + -0.01168630737811327, + -0.014989616349339485, + 0.014722093008458614, + -0.021687110885977745, + -0.012103939428925514, + 0.03816765919327736, + -0.017657142132520676, + 0.0663977786898613, + -0.04407603666186333, + 0.009828784503042698, + 0.017616016790270805, + -0.009690983220934868, 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prince, not in the least disconcerted by this reception. He had just entered, wearing an embroidered court uniform, knee breeches, and shoes, and had stars on his breast and a serene expression on his flat face. He spoke in that refined French in which our grandfathers not only spoke but thought, and with the gentle, patronizing intonation natural to a man of importance who had grown old in society and at court. He went up to Anna Pavlovna, kissed her hand, presenting to her his bald, scented, and shining head, and complacently seated himself on the sofa.", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.017582528293132782, + 0.04367572441697121, + 0.03829461336135864, + 0.016592655330896378, + 0.05600695312023163, + 0.00989577267318964, + -0.034150488674640656, + 0.004835106898099184, + -0.02056644670665264, + 0.00968565046787262, + 0.001797854551114142, + 0.010737331584095955, + -0.021414076909422874, + -0.02726973220705986, + -0.004384131170809269, + -0.03619975224137306, + 0.018233979120850563, + -0.0027744409162551165, + -0.009935426525771618, + 0.010997059755027294, + 0.030303670093417168, + 0.0669935792684555, + -0.036417797207832336, + -0.005581393837928772, + 0.013357825577259064, + -0.011746605858206749, + 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Set your friend's mind at rest,\" said he without altering his tone, beneath the politeness and affected sympathy of which indifference and even irony could be discerned.", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.02454259991645813, + 0.038451384752988815, + 0.046336445957422256, + 0.040520891547203064, + 0.05967313051223755, + 0.014776237308979034, + -0.034936439245939255, + -0.01686958596110344, + -0.0450812429189682, + 0.017725292593240738, + -0.019258134067058563, + 0.02535839006304741, + -0.042722657322883606, + -0.03209377080202103, + -0.0048111798241734505, + -0.02009446732699871, + 0.025625504553318024, + -0.012640990316867828, + -0.023545311763882637, + 0.022612817585468292, + 0.028178377076983452, + 0.08897994458675385, + -0.020741742104291916, + -0.023968737572431564, + 0.013672626577317715, 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Can one be calm in times like these if one has any feeling?\" said Anna Pavlovna. \"You are staying the whole evening, I hope?\"", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.014508732594549656, + 0.034946050494909286, + 0.037328705191612244, + 0.021805599331855774, + 0.07855017483234406, + 0.010607920587062836, + -0.04373366758227348, + -0.019123584032058716, + -0.024782991036772728, + 0.02037881128489971, + -0.005829688161611557, + 0.026296308264136314, + -0.0350639633834362, + -0.027568543329834938, + -0.005890362896025181, + -0.016878919675946236, + 0.03375706076622009, + -0.0033230572007596493, + -0.028894253075122833, + 0.03087441250681877, + 0.02288171462714672, + 0.0644431859254837, + -0.037122856825590134, + -0.004235604777932167, + 0.012085526250302792, + -0.003432035446166992, + 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"element_id": "92ccca74969ed207c2b36cecb1b1b677", + "text": "\"And the fete at the English ambassador's? Today is Wednesday. I must put in an appearance there,\" said the prince. \"My daughter is coming for me to take me there.\"", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.03627083823084831, + 0.021340474486351013, + 0.04758290573954582, + 0.03310293331742287, + 0.06374482810497284, + 0.021282382309436798, + -0.016108877956867218, + -0.02770540490746498, + -0.042480748146772385, + 0.01212940365076065, + -0.007165578193962574, + 0.038679465651512146, + -0.02369389310479164, + -0.024430977180600166, + -0.008143110200762749, + -0.031522899866104126, + 0.0044131288304924965, + -0.021157613024115562, + -0.02573416568338871, + 0.019976435229182243, + 0.02339228242635727, + 0.08462920039892197, + -0.026863742619752884, + -0.006013383157551289, + 0.00809574220329523, + -0.017017912119627, + -0.017512917518615723, + 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I confess all these festivities and fireworks are becoming wearisome.\"", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.016024300828576088, + 0.027915775775909424, + 0.05175032839179039, + 0.01956683211028576, + 0.060082148760557175, + 0.03306838870048523, + -0.025314150378108025, + -0.01832747831940651, + -0.04191600903868675, + 0.017094187438488007, + -0.017633728682994843, + 0.02954409457743168, + -0.03217419609427452, + -0.033020805567502975, + -0.00206517381593585, + -0.03875788673758507, + 0.027598772197961807, + -0.028709765523672104, + -0.04298604652285576, + 0.041511669754981995, + 0.03981409966945648, + 0.07894480973482132, + -0.03711878880858421, + -0.005434400402009487, + 0.0019189313752576709, + -0.022537728771567345, + -0.013781563378870487, + -0.042783986777067184, + 0.01674349419772625, + 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clock, by force of habit said things he did not even wish to be believed.", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.011459263041615486, + 0.032590851187705994, + 0.037900473922491074, + 0.028545552864670753, + 0.0419779047369957, + 0.0012165859807282686, + -0.018140258267521858, + 0.005498797167092562, + -0.014879610389471054, + -0.010045167058706284, + -0.023642748594284058, + 0.007207047194242477, + -0.04055957496166229, + -0.020624708384275436, + -0.02478640340268612, + -0.029835598543286324, + 0.019122112542390823, + -0.011582234874367714, + -0.014720198698341846, + 0.018973389640450478, + 0.026382211595773697, + 0.09703464061021805, + -0.012257014401257038, + -0.0039169881492853165, + 0.008749489672482014, + -0.009501130320131779, + -0.018689695745706558, + -0.037341490387916565, + 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Well, and what has been decided about Novosiltsev's dispatch? You know everything.\"", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.025834541767835617, + 0.014142018742859364, + 0.04221060127019882, + 0.04482080414891243, + 0.08012032508850098, + 0.011624137870967388, + -0.04262758418917656, + -0.018585707992315292, + -0.026558220386505127, + 0.019549677148461342, + 0.0010804360499605536, + 0.028839370235800743, + -0.022324053570628166, + -0.012976695783436298, + 0.009351487271487713, + -0.03179028257727623, + 0.02502640150487423, + -0.016070770099759102, + -0.026360269635915756, + 0.02921352908015251, + 0.026661742478609085, + 0.09859684854745865, + -0.024911724030971527, + -0.022506939247250557, + 0.015091603621840477, + 0.013791774399578571, + -0.010551986284554005, + -0.027768803760409355, + 0.008011294528841972, + 0.005517570301890373, + 0.022480763494968414, + 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They have decided that Buonaparte has burnt his boats, and I believe that we are ready to burn ours.\"", + "metadata": { + "data_source": { + "url": "example-docs/book-war-and-peace-1p.txt", + "permissions_data": [ + { + "mode": 33188 + } + ] + }, + "filetype": "text/plain", + "languages": [ + "eng" + ] + }, + "embeddings": [ + -0.009420862421393394, + 0.027727752923965454, + 0.05591515079140663, + 0.040047697722911835, + 0.07466220110654831, + 0.022155804559588432, + -0.04507433623075485, + -0.015250779688358307, + -0.019049707800149918, + 0.013624646700918674, + 0.006537849549204111, + 0.018945131450891495, + -0.03261455520987511, + -0.019284486770629883, + -0.00561504764482379, + -0.03418842703104019, + 0.030256284400820732, + -0.023511022329330444, + -0.02935064770281315, + 0.032072391360998154, + 0.021970130503177643, + 0.08509241044521332, + -0.007317131385207176, + -0.009787516668438911, + 0.005980818532407284, + -0.013193347491323948, + -0.02520092949271202, + 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0000000000..af18a273fe --- /dev/null +++ b/test_unstructured_ingest/src/local-embed-voyageai.sh @@ -0,0 +1,41 @@ +#!/usr/bin/env bash + +set -e + +SRC_PATH=$(dirname "$(realpath "$0")") +SCRIPT_DIR=$(dirname "$SRC_PATH") +cd "$SCRIPT_DIR"/.. || exit 1 +OUTPUT_FOLDER_NAME=embed-voyageai +OUTPUT_ROOT=${OUTPUT_ROOT:-$SCRIPT_DIR} +OUTPUT_DIR=$OUTPUT_ROOT/structured-output/$OUTPUT_FOLDER_NAME +WORK_DIR=$OUTPUT_ROOT/workdir/$OUTPUT_FOLDER_NAME +max_processes=${MAX_PROCESSES:=$(python3 -c "import os; print(os.cpu_count())")} +VOYAGE_API_KEY=${VOYAGE_API_KEY:-$VOYAGE_API_KEY} + +# shellcheck disable=SC1091 +source "$SCRIPT_DIR"/cleanup.sh +function cleanup() { + cleanup_dir "$OUTPUT_DIR" + cleanup_dir "$WORK_DIR" +} +trap cleanup EXIT + +RUN_SCRIPT=${RUN_SCRIPT:-./unstructured/ingest/main.py} +PYTHONPATH=${PYTHONPATH:-.} "$RUN_SCRIPT" \ + local \ + --num-processes "$max_processes" \ + --metadata-exclude coordinates,filename,file_directory,metadata.data_source.date_created,metadata.data_source.date_modified,metadata.data_source.date_processed,metadata.last_modified,metadata.detection_class_prob,metadata.parent_id,metadata.category_depth \ + --output-dir "$OUTPUT_DIR" \ + --verbose \ + --reprocess \ + --input-path example-docs/book-war-and-peace-1p.txt \ + --work-dir "$WORK_DIR" \ + --embedding-provider "langchain-voyageai" \ + --embedding-api-key "$VOYAGE_API_KEY" \ + --embedding-model-name "voyage-large-2" + +set +e + +"$SCRIPT_DIR"/check-diff-expected-output.sh $OUTPUT_FOLDER_NAME + +"$SCRIPT_DIR"/evaluation-ingest-cp.sh "$OUTPUT_DIR" "$OUTPUT_FOLDER_NAME" diff --git a/test_unstructured_ingest/test-ingest-src.sh b/test_unstructured_ingest/test-ingest-src.sh index 0d5adc3e3a..fffcc4f44d 100755 --- a/test_unstructured_ingest/test-ingest-src.sh +++ b/test_unstructured_ingest/test-ingest-src.sh @@ -59,6 +59,7 @@ all_tests=( 'local-embed-bedrock.sh' 'local-embed-octoai.sh' 'local-embed-vertexai.sh' + 'local-embed-voyageai.sh' 'sftp.sh' 'opensearch.sh' # NOTE(robinson) - mongo conflicts with astra because it ships with its diff --git a/unstructured/__version__.py b/unstructured/__version__.py index a1c7ac250b..6239897e42 100644 --- a/unstructured/__version__.py +++ b/unstructured/__version__.py @@ -1 +1 @@ -__version__ = "0.14.3-dev4" # pragma: no cover +__version__ = "0.14.3-dev5" # pragma: no cover diff --git a/unstructured/embed/__init__.py b/unstructured/embed/__init__.py index 2bb4d7fdbd..2010c1cce0 100644 --- a/unstructured/embed/__init__.py +++ b/unstructured/embed/__init__.py @@ -3,11 +3,13 @@ from unstructured.embed.octoai import OctoAIEmbeddingEncoder from unstructured.embed.openai import OpenAIEmbeddingEncoder from unstructured.embed.vertexai import VertexAIEmbeddingEncoder +from unstructured.embed.voyageai import VoyageAIEmbeddingEncoder EMBEDDING_PROVIDER_TO_CLASS_MAP = { "langchain-openai": OpenAIEmbeddingEncoder, "langchain-huggingface": HuggingFaceEmbeddingEncoder, "langchain-aws-bedrock": BedrockEmbeddingEncoder, "langchain-vertexai": VertexAIEmbeddingEncoder, + "langchain-voyageai": VoyageAIEmbeddingEncoder, "octoai": OctoAIEmbeddingEncoder, } diff --git a/unstructured/embed/voyageai.py b/unstructured/embed/voyageai.py new file mode 100644 index 0000000000..b286e85fea --- /dev/null +++ b/unstructured/embed/voyageai.py @@ -0,0 +1,82 @@ +from dataclasses import dataclass, field +from typing import TYPE_CHECKING, List, Optional + +import numpy as np + +from unstructured.documents.elements import Element +from unstructured.embed.interfaces import BaseEmbeddingEncoder, EmbeddingConfig +from unstructured.ingest.error import EmbeddingEncoderConnectionError +from unstructured.utils import requires_dependencies + +if TYPE_CHECKING: + from langchain_voyageai import VoyageAIEmbeddings + + +@dataclass +class VoyageAIEmbeddingConfig(EmbeddingConfig): + api_key: str + model_name: str + batch_size: Optional[int] = None + truncation: Optional[bool] = None + + +@dataclass +class VoyageAIEmbeddingEncoder(BaseEmbeddingEncoder): + config: VoyageAIEmbeddingConfig + _client: Optional["VoyageAIEmbeddings"] = field(init=False, default=None) + _exemplary_embedding: Optional[List[float]] = field(init=False, default=None) + + @property + def client(self) -> "VoyageAIEmbeddings": + if self._client is None: + self._client = self.create_client() + return self._client + + @property + def exemplary_embedding(self) -> List[float]: + if self._exemplary_embedding is None: + self._exemplary_embedding = self.client.embed_query("A sample query.") + return self._exemplary_embedding + + def initialize(self): + pass + + @property + def num_of_dimensions(self) -> tuple[int, ...]: + return np.shape(self.exemplary_embedding) + + @property + def is_unit_vector(self) -> bool: + return np.isclose(np.linalg.norm(self.exemplary_embedding), 1.0) + + def embed_documents(self, elements: List[Element]) -> List[Element]: + embeddings = self.client.embed_documents([str(e) for e in elements]) + return self._add_embeddings_to_elements(elements, embeddings) + + def embed_query(self, query: str) -> List[float]: + return self.client.embed_query(query) + + @staticmethod + def _add_embeddings_to_elements(elements, embeddings) -> List[Element]: + assert len(elements) == len(embeddings) + elements_w_embedding = [] + for i, element in enumerate(elements): + element.embeddings = embeddings[i] + elements_w_embedding.append(element) + return elements + + @EmbeddingEncoderConnectionError.wrap + @requires_dependencies( + ["langchain", "langchain_voyageai"], + extras="embed-voyageai", + ) + def create_client(self) -> "VoyageAIEmbeddings": + """Creates a Langchain VoyageAI python client to embed elements.""" + from langchain_voyageai import VoyageAIEmbeddings + + return VoyageAIEmbeddings( + voyage_api_key=self.config.api_key, + model=self.config.model_name, + batch_size=self.config.batch_size, + truncation=self.config.truncation, + ) diff --git a/unstructured/ingest/interfaces.py b/unstructured/ingest/interfaces.py index 66f8c2c9e7..40a6bf3b1f 100644 --- a/unstructured/ingest/interfaces.py +++ b/unstructured/ingest/interfaces.py @@ -234,6 +234,13 @@ def get_embedder(self) -> BaseEmbeddingEncoder: ) return VertexAIEmbeddingEncoder(config=VertexAIEmbeddingConfig(**kwargs)) + elif self.provider == "langchain-voyageai": + from unstructured.embed.voyageai import ( + VoyageAIEmbeddingConfig, + VoyageAIEmbeddingEncoder, + ) + + return VoyageAIEmbeddingEncoder(config=VoyageAIEmbeddingConfig(**kwargs)) else: raise ValueError(f"{self.provider} not a recognized encoder")