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TensorFlow Metadata 0.25.0
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@jay90099 jay90099 released this 02 Nov 19:00
v0.25.0
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Major Features and Improvements

  • Added new Anomaly and Schema field to support drift and distribution skew
    detection for numeric features.

  • Added a new field in Anomalies proto to report the raw measurements of
    distribution skew detection.

  • From this release TFMD will also be hosting nightly packages on
    https://pypi-nightly.tensorflow.org. To install the nightly package use the
    following command:

    pip install -i https://pypi-nightly.tensorflow.org/simple tensorflow-metadata

    Note: These nightly packages are unstable and breakages are likely to
    happen. The fix could often take a week or more depending on the complexity
    involved for the wheels to be available on the PyPI cloud service. You can
    always use the stable version of TFMD available on PyPI by running the
    command pip install tensorflow-metadata .

Bug Fixes and Other Changes

  • Added new Anomaly type to describe when a domain is incompatible with the
    data type.
  • Added new Anomaly types for invalid schema configurations (missing name,
    missing type, etc).
  • Added new Anomaly type to describe when type does not match the data.
  • Added new LifecycleStage:DISABLED.

Breaking changes

  • N/A

Deprecations

  • N/A
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