TFX 1.10.0-rc0
Pre-release
Pre-release
Major Features and Improvements
- Saved tuner results in pandas
records
formatted JSON. - TFX Transform now supports
tf.SequenceExample
natively. The native path can be activated by providingTensorRepresentation
s in the Schema. - TFX Transform now supports reading raw and materializing transformed data in
Apache Parquet format. - ExampleDiff outputs statistics on the matching process, and optional counts
of paired feature values.
Breaking Changes
- N/A
For Pipeline Authors
- N/A
For Component Authors
Deprecations
- N/A
Bug Fixes and Other Changes
- Type hint on BaseComponent.inputs and BaseComponent.outputs corrected to be
Channel subclasses. - Added
input_optional
parameter toChannelParameter
. This allows
component authors to declare that even if a channel isoptional
, if it is
provided during pipeline definition time, then it must have resolved inputs
during run time. - Allow latest
apache-airflow
2.x versions. - Moved
tflite-support
related dependencies from[examples]
to a separate
[tflite-support]
extra.
Dependency Updates
Package Name | Version Constraints | Previously (in v1.9.0 ) |
Comments |
---|---|---|---|
google-api-core |
<2 |
N/A | Added to help pip dependency resolution. google-api-core was already a transitive dependency. |
apache-beam[gcp] |
>=2.40,<3 |
>=2.38,<3 |
Synced release train |
attrs |
>=19.3.0,<22 |
>=19.3.0,<21 |
Allow more recent versions |
pyarrow |
>=6,<7 |
>=1,<6 |
Synced release train |
tflite-support |
~=0.4.2 |
>=0.1.0a1,<0.2.1 |
Update to a TF-2.10 compatible version. |
Documentation Updates
- N/A