Tfx-bsl

Major Features and Improvements

* `ExamplesToRecordBatchDecoder` is now picklable.
* `ParquetTFXIO` can now be used as `RecordBasedTFXIO`.
* Introduces `CreateTfSequenceExampleParserConfig` that takes TFMD schema as
input and produces configs for `tf.SequenceExample` parsing.
* `TFSequenceExampleRecord` can now produce an equivalent tf.data.Dataset.
* Introduces an api: `CreateModelHandler` that produces a model handler
suitable for apache_beam.ml.inference.
* Quantiles sketch supports GetQuantilesAndCumulativeWeights, which returns
the sum of weights in each quantiles bin along with boundaries.

Bug Fixes and Other Changes

* Depends on `apache-beam[gcp]>=2.40,<3`.
* Depends on `pyarrow>=6,<7`.
* Depends on `tensorflow-metadata>=1.10,<1.11`.
* Depends on `tensorflow>=1.15.5,<2` or `tensorflow>=2.9,<3`.

Breaking Changes

* GenerateQuantiles removed from weighted_quantiles_summary.h and replaced
with GenerateQuantilesAndCumulativeWeights.

Deprecations

* N/A

Major Features and Improvements

* N/A

Bug Fixes and Other Changes

* Depends on `tensorflow-metadata>=1.9,<1.10`.
* Depends on `tensorflow>=1.15.5,<2` or `tensorflow>=2.9,<3`.
* Depends on `protobuf>=3.13,<3.21`.

Breaking Changes

* N/A

Deprecations

* N/A

Major Features and Improvements

* Introduced `RunInferencePerModel` PTransform, which is a vectorized variant
of `RunInference` (useful for ensembles).
* Introduced `ParquetTFXIO` that allows reading data from Parquet files in
`pyarrow.RecordBatch` format.
* From this version we will be releasing python 3.9 wheels.
* Depends on `apache-beam[gcp]>=2.38,<3`.

Bug Fixes and Other Changes

* Depends on `tensorflow-metadata>=1.8,<1.9`.

Breaking Changes

* N/A

Deprecations

* N/A

Major Features and Improvements

* N/A

Bug Fixes and Other Changes

* Depends on `apache-beam[gcp]>=2.36,<3`.
* Depends on `tensorflow-metadata>=1.7,<1.8`.
* 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-serving-api>=1.15,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3`.
* Added a TFXIO where the user defines the beam source.

Breaking Changes

* N/A

Deprecations

* N/A

Major Features and Improvements

* N/A

Bug Fixes and Other Changes

* Fixes a bug when `TensorsToRecordBatchConverter` could not handle
`tf.RaggedTensor`s with uniform inner dimensions in TF 1.15.
* Depends on `apache-beam[gcp]>=2.35,<3`.
* Depends on `tensorflow-metadata>=1.6,<1.7`.
* Depends on `numpy>=1.16,<2`.
* Depends on `absl-py>=0.9,<2.0.0`.
* Depends on
`tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3`.

Breaking Changes

* N/A

Deprecations

* N/A

Major Features and Improvements

* `TensorsToRecordBatchConverter` can now handle `tf.RaggedTensor`s with
uniform inner dimensions.

Bug Fixes and Other Changes

* Depends on `apache-beam[gcp]>=2.34,<3`.
* Depends on
`tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3`.
* Depends on
`tensorflow-serving-api>=1.15,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3`.
* Depends on `tensorflow-metadata>=1.5,<1.6`.

Breaking Changes

* N/A

Deprecations

* N/A