Version 1.10.0-rc0
September 23, 2022 ยท View on GitHub
Major Features and Improvements
- Saved tuner results in pandas
recordsformatted JSON. - TFX Transform now supports
tf.SequenceExamplenatively. The native path can be activated by providingTensorRepresentations 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
- N/A
Deprecations
- N/A
Bug Fixes and Other Changes
- Type hint on BaseComponent.inputs and BaseComponent.outputs corrected to be Channel subclasses.
- Added
input_optionalparameter 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-airflow2.x versions. - Moved
tflite-supportrelated dependencies from[examples]to a separate[tflite-support]extra. - Output artifacts from multiple invocations of the same component are given unique names, avoiding duplication errors, especially in the InteractiveContext.
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 |
ml-metadata | ~=1.10.0 | ~=1.9.0 | Synced release train |
struct2tensor | ~=0.41.0 | ~=0.40.0 | Synced release train |
tensorflow-data-validation | ~=1.10.0 | ~=1.9.0 | Synced release train |
tensorflow-model-analysis | ~=0.41.0 | ~=0.40.0 | Synced release train |
tensorflow-transform | ~=1.10.1 | ~=1.9.0 | Synced release train |
tfx-bsl | ~=1.10.1 | ~=1.9.0 | Synced release train |
Documentation Updates
- N/A