Major Features and Improvements
- Supported setting the container image at a component level for Kubeflow V2
Dag Runner.
Breaking Changes
For Pipeline Authors
-
Conditional can be used from
tfx.dsl.Cond(Givenfrom tfx import v1 as tfx). -
Dummy channel for testing can be constructed by
tfx.testing.Channel(artifact_type). -
placeholder.Placeholder.placeholders_involved()was replaced with
placeholder.Placeholder.traverse(). -
placeholder.Predicate.dependent_channels()was replaced with
channel_utils.get_dependent_channels(Placeholder). -
placeholder.Predicate.encode_with_keys(...)was replaced with
channel_utils.encode_placeholder_with_channels(Placeholder, ...). -
placeholder.Predicate.from_comparison()removed (was deprecated) -
enable
external_pipeline_artifact_queryfor querying artifact within one pipeline -
Support
InputArtifact[List[Artifact]]annotation in Python function custom component
For Component Authors
- N/A
Deprecations
- Deprecate python 3.7 support
Bug Fixes and Other Changes
- Support to task type "workerpool1" of CLUSTER_SPEC in Vertex AI training's
service according to the changes of task type in Tuner component. - Propagates unexpected import failures in the public v1 module.
Dependency Updates
| Package Name | Version Constraints | Previously (in v1.12.0)
| Comments |
|---|---|---|---|
click
| >=7,<9
| >=7,<8
| |
ml-metadata
| ~=1.13.1
| ~=1.12.0
| Synced release train |
protobuf
| >=3.13,<4
| >=3.20.3,<5
| To support TF 2.12 |
struct2tensor
| ~=0.44.0
| ~=0.43.0
| Synced release train |
tensorflow
| ~=2.12.0
| >=1.15.5,<2 or ~=2.11.0
| |
tensorflow-data-validation
| ~=1.13.0
| ~=1.12.0
| Synced release train |
tensorflow-model-analysis
| ~=0.44.0
| ~=0.43.0
| Synced release train |
tensorflow-transform
| ~=1.13.0
| ~=1.12.0
| Synced release train |
tfx-bsl
| ~=1.13.0
| ~=1.12.0
| Synced release train |
Documentation Updates
- Added page for TFX-Addons