clone tensorflow#7726

nikelite · Dec 5, 2024 · 5dae078 · 5dae078
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diff --git a/README.md b/README.md
@@ -62,8 +62,9 @@ but other *untested* combinations may also work.
 
 tfx                                                                       | Python               | apache-beam[gcp] | ml-metadata | pyarrow | tensorflow        | tensorflow-data-validation | tensorflow-metadata | tensorflow-model-analysis | tensorflow-serving-api | tensorflow-transform | tfx-bsl
 ------------------------------------------------------------------------- | -------------------- | ---------------- | ----------- | ------- | ----------------- | -------------------------- | ------------------- | ------------------------- | ---------------------- | -------------------- | -------
-[GitHub master](https://github.com/tensorflow/tfx/blob/master/RELEASE.md) | >=3.9,<3.11          | 2.47.0           | 1.15.0      | 10.0.0  | nightly (2.x)     | 1.15.1                     | 1.15.0              | 0.46.0                    | 2.15.1                  | 1.15.0               | 1.15.1
-[1.15.0](https://github.com/tensorflow/tfx/blob/v1.15.0/RELEASE.md)       | >=3.9,<3.11          | 2.47.0           | 1.15.0      | 10.0.0  | 2.15              | 1.15.1                     | 1.15.0              | 0.46.0                    | 2.15.1                  | 1.15.0               | 1.15.1
+[GitHub master](https://github.com/tensorflow/tfx/blob/master/RELEASE.md) | >=3.9,<3.11          | 2.59.0           | 1.16.0      | 10.0.1  | nightly (2.x)     | 1.16.1                     | 1.16.1              | 0.47.0                    | 2.16.1                 | 1.16.0               | 1.16.1
+[1.16.0](https://github.com/tensorflow/tfx/blob/v1.16.0/RELEASE.md)       | >=3.9,<3.11          | 2.59.0           | 1.16.0      | 10.0.1  | 2.16              | 1.16.1                     | 1.16.1              | 0.47.0                    | 2.16.1                 | 1.16.0               | 1.16.1
+[1.15.0](https://github.com/tensorflow/tfx/blob/v1.15.0/RELEASE.md)       | >=3.9,<3.11          | 2.47.0           | 1.15.0      | 10.0.0  | 2.15              | 1.15.1                     | 1.15.0              | 0.46.0                    | 2.15.1                 | 1.15.0               | 1.15.1
 [1.14.0](https://github.com/tensorflow/tfx/blob/v1.14.0/RELEASE.md)       | >=3.8,<3.11          | 2.47.0           | 1.14.0      | 10.0.0  | 2.13              | 1.14.0                     | 1.14.0              | 0.45.0                    | 2.9.0                  | 1.14.0               | 1.14.0
 [1.13.0](https://github.com/tensorflow/tfx/blob/v1.13.0/RELEASE.md)       | >=3.8,<3.10          | 2.40.0           | 1.13.1      | 6.0.0   | 2.12              | 1.13.0                     | 1.13.1              | 0.44.0                    | 2.9.0                  | 1.13.0               | 1.13.0
 [1.12.0](https://github.com/tensorflow/tfx/blob/v1.12.0/RELEASE.md)       | >=3.7,<3.10          | 2.40.0           | 1.12.0      | 6.0.0   | 2.11              | 1.12.0                     | 1.12.0              | 0.43.0                    | 2.9.0                  | 1.12.0               | 1.12.0

diff --git a/RELEASE.md b/RELEASE.md
@@ -4,6 +4,26 @@
 
 ## Breaking Changes
 
+### For Pipeline Authors
+
+### For Component Authors
+
+## Deprecations
+
+## Bug Fixes and Other Changes
+
+## Dependency Updates
+
+## Documentation Updates
+
+# Version 1.16.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Breaking Changes
+
 *  `Placeholder.__format__()` is now disallowed, so you cannot use placeholders
    in f-strings and `str.format()` calls anymore. If you get an error from this,
    most likely you discovered a bug and should not use an f-string in the first
@@ -13,19 +33,30 @@
 
 ### For Pipeline Authors
 
+*   N/A
+
 ### For Component Authors
 
+*   N/A
+
 ## Deprecations
 
+*   KubeflowDagRunner (KFP v1 SDK) is deprecated. Use KubeflowV2DagRunner (KFP v2 pipeline spec) instead.
+*   Since Estimators will no longer be available in TensorFlow 2.16 and later versions, we have deprecated examples and templates that use them. We encourage you to explore Keras as a more modern and flexible high-level API for building and training models in TensorFlow.
+
 ## Bug Fixes and Other Changes
 
+*   N/A
+
 ## Dependency Updates
 | Package Name | Version Constraints | Previously (in `v1.15.1`) | Comments |
 | -- | -- | -- | -- |
 | `docker` | `>=7,<8` | `>=4.1,<5` | |
 
 ## Documentation Updates
 
+*   N/A
+
 # Version 1.15.1
 
 ## Major Features and Improvements

diff --git a/nightly_test_constraints.txt b/nightly_test_constraints.txt
@@ -11,28 +11,17 @@
 # TODO(b/321609768): Remove pinned Flask-session version after resolving the issue.
 Flask-session<0.6.0
 
-#TODO(b/329181965): Remove once we migrate TFX to 2.16.
-tensorflow==2.15.1
-tensorflow-text==2.15.0
+tensorflow==2.16.2
+tensorflow-text==2.16.1
+keras==3.6.0
 
 absl-py==1.4.0
 aiohappyeyeballs==2.4.3
-aiohttp==3.10.9
 aiosignal==1.3.1
 alembic==1.13.3
 annotated-types==0.7.0
 anyio==4.6.0
-apache-airflow==2.10.2
-apache-airflow-providers-common-compat==1.2.1rc1
-apache-airflow-providers-common-io==1.4.2rc1
-apache-airflow-providers-common-sql==1.18.0rc1
-apache-airflow-providers-fab==1.4.1rc1
-apache-airflow-providers-ftp==3.11.1
-apache-airflow-providers-http==4.13.1
-apache-airflow-providers-imap==3.7.0
-apache-airflow-providers-mysql==5.7.2rc1
-apache-airflow-providers-smtp==1.8.0
-apache-airflow-providers-sqlite==3.9.0
+apache-airflow==2.10.3
 apache-beam==2.59.0
 apispec==6.6.1
 argcomplete==3.5.1
@@ -91,7 +80,6 @@ fasteners==0.19
 fastjsonschema==2.20.0
 filelock==3.16.1
 Flask==2.2.5
-Flask-AppBuilder==4.5.0
 Flask-Babel==2.0.0
 Flask-Caching==2.3.0
 Flask-JWT-Extended==4.6.0
@@ -152,7 +140,6 @@ importlib_resources==6.4.5
 inflection==0.5.1
 iniconfig==2.0.0
 ipykernel==6.29.5
-ipython==7.34.0
 ipython-genutils==0.2.0
 ipywidgets==7.8.4
 isoduration==20.11.0
@@ -179,7 +166,7 @@ jupyterlab==4.2.5
 jupyterlab_pygments==0.3.0
 jupyterlab_server==2.27.3
 jupyterlab_widgets==1.1.10
-keras==2.15.0
+tf-keras==2.16.0
 keras-tuner==1.4.7
 kfp==2.5.0
 kfp-pipeline-spec==0.2.2
@@ -205,12 +192,12 @@ mdurl==0.1.2
 methodtools==0.4.7
 mistune==3.0.2
 ml-dtypes==0.3.2
-ml-metadata>=1.17.0.dev20241016
+ml-metadata>=1.16.0
 mmh==2.2
 more-itertools==10.5.0
 msgpack==1.1.0
 multidict==6.1.0
-mysql-connector-python==9.0.0
+mysql-connector-python==9.1.0
 mysqlclient==2.2.4
 nbclient==0.10.0
 nbconvert==7.16.4
@@ -262,7 +249,6 @@ proto-plus==1.24.0
 protobuf==3.20.3
 psutil==6.0.0
 ptyprocess==0.7.0
-pyarrow==10.0.1
 pyarrow-hotfix==0.6
 pyasn1==0.6.1
 pyasn1_modules==0.4.1
@@ -316,33 +302,33 @@ SQLAlchemy==1.4.54
 SQLAlchemy-JSONField==1.0.2
 SQLAlchemy-Utils==0.41.2
 sqlparse==0.5.1
-struct2tensor>=0.47.0.dev20240430; extra == "all"
+struct2tensor>=0.47.0
 tabulate==0.9.0
 tenacity==9.0.0
-tensorboard==2.15.2
+tensorboard==2.16.2
 tensorboard-data-server==0.7.2
-tensorflow==2.15.1
+tensorflow==2.16.2
 tensorflow-cloud==0.1.16
-tensorflow-data-validation>=1.16.0.dev20240508
+tensorflow-data-validation>=1.16.1
 tensorflow-datasets==4.9.3
-tensorflow-decision-forests==1.8.1
+tensorflow-decision-forests==1.9.2
 tensorflow-estimator==2.15.0
 tensorflow-hub==0.15.0
 tensorflow-io==0.24.0
 tensorflow-io-gcs-filesystem==0.24.0
-tensorflow-metadata>=1.17.0.dev20241016
-tensorflow-ranking==0.5.5
-tensorflow-serving-api==2.15.1
-tensorflow-text==2.15.0
-tensorflow-transform>=1.16.0.dev20240430
-tensorflow_model_analysis>=0.47.0.dev20240617
+tensorflow-metadata>=1.16.1
+# tensorflow-ranking==0.5.5
+tensorflow-serving-api==2.16.1
+tensorflow-text==2.16.1
+tensorflow-transform>=1.16.0
+tensorflow_model_analysis>=0.47.0
 tensorflowjs==4.17.0
 tensorstore==0.1.66
 termcolor==2.5.0
 terminado==0.18.1
 text-unidecode==1.3
 tflite-support==0.4.4
-tfx-bsl>=1.16.0.dev20240430
+tfx-bsl>=1.16.1
 threadpoolctl==3.5.0
 time-machine==2.16.0
 tinycss2==1.3.0
@@ -367,7 +353,6 @@ wcwidth==0.2.13
 webcolors==24.8.0
 webencodings==0.5.1
 websocket-client==0.59.0
-Werkzeug==2.2.3
 widgetsnbextension==3.6.9
 wirerope==0.4.7
 wrapt==1.14.1

diff --git a/test_constraints.txt b/test_constraints.txt
@@ -11,28 +11,17 @@
 # TODO(b/321609768): Remove pinned Flask-session version after resolving the issue.
 Flask-session<0.6.0
 
-#TODO(b/329181965): Remove once we migrate TFX to 2.16.
-tensorflow==2.15.1
-tensorflow-text==2.15.0
+tensorflow==2.16.2
+tensorflow-text==2.16.1
+keras==3.6.0
 
 absl-py==1.4.0
 aiohappyeyeballs==2.4.3
-aiohttp==3.10.9
 aiosignal==1.3.1
 alembic==1.13.3
 annotated-types==0.7.0
 anyio==4.6.0
-apache-airflow==2.10.2
-apache-airflow-providers-common-compat==1.2.1rc1
-apache-airflow-providers-common-io==1.4.2rc1
-apache-airflow-providers-common-sql==1.18.0rc1
-apache-airflow-providers-fab==1.4.1rc1
-apache-airflow-providers-ftp==3.11.1
-apache-airflow-providers-http==4.13.1
-apache-airflow-providers-imap==3.7.0
-apache-airflow-providers-mysql==5.7.2rc1
-apache-airflow-providers-smtp==1.8.0
-apache-airflow-providers-sqlite==3.9.0
+apache-airflow==2.10.3
 apache-beam==2.59.0
 apispec==6.6.1
 argcomplete==3.5.1
@@ -91,7 +80,6 @@ fasteners==0.19
 fastjsonschema==2.20.0
 filelock==3.16.1
 Flask==2.2.5
-Flask-AppBuilder==4.5.0
 Flask-Babel==2.0.0
 Flask-Caching==2.3.0
 Flask-JWT-Extended==4.6.0
@@ -152,7 +140,6 @@ importlib_resources==6.4.5
 inflection==0.5.1
 iniconfig==2.0.0
 ipykernel==6.29.5
-ipython==7.34.0
 ipython-genutils==0.2.0
 ipywidgets==7.8.4
 isoduration==20.11.0
@@ -179,7 +166,7 @@ jupyterlab==4.2.5
 jupyterlab_pygments==0.3.0
 jupyterlab_server==2.27.3
 jupyterlab_widgets==1.1.10
-keras==2.15.0
+tf-keras==2.16.0
 keras-tuner==1.4.7
 kfp==2.5.0
 kfp-pipeline-spec==0.2.2
@@ -205,11 +192,12 @@ mdurl==0.1.2
 methodtools==0.4.7
 mistune==3.0.2
 ml-dtypes==0.3.2
+ml-metadata>=1.16.0
 mmh==2.2
 more-itertools==10.5.0
 msgpack==1.1.0
 multidict==6.1.0
-mysql-connector-python==9.0.0
+mysql-connector-python==9.1.0
 mysqlclient==2.2.4
 nbclient==0.10.0
 nbconvert==7.16.4
@@ -261,7 +249,6 @@ proto-plus==1.24.0
 protobuf==3.20.3
 psutil==6.0.0
 ptyprocess==0.7.0
-pyarrow==10.0.1
 pyarrow-hotfix==0.6
 pyasn1==0.6.1
 pyasn1_modules==0.4.1
@@ -315,27 +302,33 @@ SQLAlchemy==1.4.54
 SQLAlchemy-JSONField==1.0.2
 SQLAlchemy-Utils==0.41.2
 sqlparse==0.5.1
+struct2tensor>=0.47.0
 tabulate==0.9.0
 tenacity==9.0.0
-tensorboard==2.15.2
+tensorboard==2.16.2
 tensorboard-data-server==0.7.2
-tensorflow==2.15.1
+tensorflow==2.16.2
 tensorflow-cloud==0.1.16
+tensorflow-data-validation>=1.16.1
 tensorflow-datasets==4.9.3
-tensorflow-decision-forests==1.8.1
+tensorflow-decision-forests==1.9.2
 tensorflow-estimator==2.15.0
 tensorflow-hub==0.15.0
 tensorflow-io==0.24.0
 tensorflow-io-gcs-filesystem==0.24.0
-tensorflow-ranking==0.5.5
-tensorflow-serving-api==2.15.1
-tensorflow-text==2.15.0
+tensorflow-metadata>=1.16.1
+# tensorflow-ranking==0.5.5
+tensorflow-serving-api==2.16.1
+tensorflow-text==2.16.1
+tensorflow-transform>=1.16.0
+tensorflow_model_analysis>=0.47.0
 tensorflowjs==4.17.0
 tensorstore==0.1.66
 termcolor==2.5.0
 terminado==0.18.1
 text-unidecode==1.3
 tflite-support==0.4.4
+tfx-bsl>=1.16.1
 threadpoolctl==3.5.0
 time-machine==2.16.0
 tinycss2==1.3.0
@@ -360,7 +353,6 @@ wcwidth==0.2.13
 webcolors==24.8.0
 webencodings==0.5.1
 websocket-client==0.59.0
-Werkzeug==2.2.3
 widgetsnbextension==3.6.9
 wirerope==0.4.7
 wrapt==1.14.1