Major Features and Improvements
-
This is the last version that supports TensorFlow 1.15.x. TF 1.15.x support
will be removed in the next version. Please check the
TF2 migration guide to migrate
to TF2. -
Artifact/Channel properties now support the new MLMD PROTO property type.
-
Supports environment variables in the placeholder expression.
This placeholder can be used to generate beam_pipeline_args
dynamically.
Breaking Changes
- N/A
For Pipeline Authors
- N/A
For Component Authors
- N/A
Deprecations
- N/A
Bug Fixes and Other Changes
- Moved
tflite-supportrelated dependencies from[examples]to a separate
[tflite-support]extra. - Moved
flaxrelated dependencies from[examples]to a separate[flax]
extra. - Statistics gen and Schema gen now crash on empty input examples and statistics respectively.
- Importer will now check that an existing artifact has the same type as the intended output before reusing the existing artifact.
- Importer will now use the most recently created artifact when reusing an existing artifact instead of the one with the highest ID.
- Proto placeholder now works with proto files that have non-trivial transitive dependencies.
- Adding tutorials for recommenders and ranking
Dependency Updates
| Package Name | Version Constraints | Previously (in v1.8.0)
| Comments |
|---|---|---|---|
tensorflow
| >=1.15.5,<2 or ~=2.10.0
| >=1.15.5,<2 or ~=2.9.0
| |
tflite-support
| ~=0.4.2
| >=0.1.0a1,<0.2.1
| Update to a TF-2.10 compatible version. |
google-cloud-aiplatform
| >=1.6.2,<1.18
| >=1.6.2,<2
| Added to help pip dependency resolution. |
ml-metadata
| ~=1.11.0
| ~=1.10.0
| Synced release train |
struct2tensor
| ~=0.42.0
| ~=0.41.0
| Synced release train |
tensorflow-data-validation
| ~=1.11.0
| ~=1.10.0
| Synced release train |
tensorflow-model-analysis
| ~=0.42.0
| ~=0.41.0
| Synced release train |
tensorflow-transform
| ~=1.11.0
| ~=1.10.0
| Synced release train |
tfx-bsl
| ~=1.11.0
| ~=1.10.0
| Synced release train |
Documentation Updates
- N/A