Support Embeddings in mltransform #29564
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Fix tox.ini Fix pydoc Fix indent in pydoc
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damccorm
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AnandInguva
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sdks/python/apache_beam/ml/transforms/embeddings/tensorflow_hub_test.py
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sdks/python/apache_beam/ml/transforms/embeddings/sentence_transformer.py
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sdks/python/apache_beam/ml/transforms/embeddings/sentence_transformer.py
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… on different machines
This reverts commit cfb1883.
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| raise FileExistsError( | ||
| "The artifact location %s already exists and contains %s. Please " | ||
| "specify a different location." % | ||
| (artifact_location, _ATTRIBUTE_FILE_NAME)) |
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Good call - one possible future enhancement would be to support an overwrite argument that allows users to do this
sdks/python/apache_beam/ml/transforms/embeddings/vertex_ai_test.py
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damccorm
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Co-authored-by: Danny McCormick <[email protected]>
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Each config will define its own model handler so that model handler can be compatible with the inputs passed to the MLTransform.
This PR supports
vertex_ai,hugging face(sentence-transformers).Changes made:
ProcessHandlera PTransform._TextEmbeddingHandlerwhich takes aModelHandlerbut it is responsible to work onDict[str, Any]inputs.MLTransformwould be the container that holds the list of transforms and these list of transforms are passed to the_MLTransformToPTransformMapperwhich maps each data processing transforms to its PTransformjsonpickleto store and load the ptransforms instances. This is done to seal the gap between training and inference.jsonpickleis cross compatible across python versions and has backward compatibility with older versions of its versions.This PR will throw if input is a
Dict[str, List[str]]. Works forDict[str, str]Thank you for your contribution! Follow this checklist to help us incorporate your contribution quickly and easily:
addresses #123), if applicable. This will automatically add a link to the pull request in the issue. If you would like the issue to automatically close on merging the pull request, commentfixes #<ISSUE NUMBER>instead.CHANGES.mdwith noteworthy changes.See the Contributor Guide for more tips on how to make review process smoother.
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