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TensorFlow Data Validation 1.7.0
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@rtg0795 rtg0795 released this 02 Mar 20:48
v1.7.0
f5e6975
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Major Features and Improvements

  • Adds the DetectFeatureSkew PTransform to the public API, which can be used
    to detect feature skew between training and serving examples.
  • Uses sketch-based top-k/uniques in TFDV inmemory mode.

Bug Fixes and Other Changes

  • Fixes a bug in load_statistics that would cause failure when reading binary
    protos.
  • Depends on pyfarmhash>=0.2,<0.4.
  • Depends on
    tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.
  • Depends on tensorflow-metadata>=1.7.0,<1.8.0.
  • Depends on tfx-bsl>=1.7.0,<1.8.0.
  • Depends on apache-beam[gcp]>=2.36,<3.
  • Updated the documentation for CombinerStatsGenerator to clarify that the
    first accumulator passed to merge_accumulators may be modified.
  • Added compression type detection when reading csv header.
  • Detection of invalid utf8 strings now works regardless of relative frequency.

Known Issues

  • N/A

Breaking Changes

  • N/A

Deprecations

  • N/A
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