Keras 3.0.1

This is a minor release focused on bug fixes and performance improvements.

What's Changed

• Bug fixes and performance improvements.
• Add stop_evaluating and stop_predicting model attributes for callbacks, similar to stop_training.
• Add keras.device() scope for managing device placement in a multi-backend way.
• Support dict items in PyDataset.
• Add hard_swish activation and op.
• Fix cuDNN LSTM performance on TensorFlow backend.
• Add a force_download arg to get_file to force cache invalidation.

Full Changelog: v3.0.0...v3.0.1

Keras 3.0.0

Major updates

See the release announcement for a detailed list of major changes. Main highlights compared to Keras 2 are:

• Keras can now be run on top of JAX, PyTorch, TensorFlow, and even NumPy (note that the NumPy backend is inference-only).
• New low-level keras.ops API for building cross-framework components.
• New large-scale model distribution keras.distribution based on JAX.
• New stateless API for layers, models, optimizers, and metrics.

Breaking changes

See this thread for a complete list of breaking changes, as well as the Keras 3 migration guide.

Keras Release 2.15.0

What's Changed

• Typofixes for StringLookup documentation by @cw118 in #18333
• Fix ModelCheckpoint trained-on batch counting when using steps_per_execution>1 by @jasnyj in #17632
• Fix legacy optimizer handling in compile_from_config(). by @nkovela1 in #18492
• Remove options arg from ModelCheckpoint callback for Keras V3 saving, streamline ModelCheckpoint saving flow. Parameterize associated tests. by @nkovela1 in #18545
• Use TENSORFLOW_VERSION when available during pip_build script by @sampathweb in #18739

New Contributors

• @cw118 made their first contribution in #18333
• @jasnyj made their first contribution in #17632

Full Changelog: v2.14.0...v2.15.0

Keras Release 2.14.0

What's Changed

• [keras/layers/normalization] Standardise docstring usage of "Default to" by @SamuelMarks in #17965
• Update Python ver to 3.9 in Dockerfile by @sampathweb in #18076
• [keras/saving/legacy/saved_model] Standardise docstring usage of "Default to" by @SamuelMarks in #17978
• [keras/metrics] Standardise docstring usage of "Default to" by @SamuelMarks in #17972
• Update example losses to bce- metrics/confusion_metrics.py by @Frightera in #18045
• [keras/layers/regularization] Standardise docstring usage of "Default to" by @SamuelMarks in #17968
• [keras/applications/efficientnet.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17758
• [keras/models] Standardise docstring usage of "Default to" by @SamuelMarks in #17974
• [keras/mixed_precision] Standardise docstring usage of "Default to" by @SamuelMarks in #17973
• Update indentation level - losses.py by @Frightera in #18043
• Remove github user sushreebarsa from assignees. by @shmishra99 in #18058
• [keras/preprocessing] Standardise docstring usage of "Default to" by @SamuelMarks in #17977
• [keras/testing_infra] Standardise docstring usage of "Default to" by @SamuelMarks in #17979
• [keras/benchmarks/benchmark_util.py] Use var rather than string literal for is None checks on measure_performance by @SamuelMarks in #17980
• Some cleanup // Optimizers by @Frightera in #18124
• [keras/layers/preprocessing] fix comments in RandomWidth, change to 'horizontally' instead of 'vertically' by @qibolee in #18113
• [keras/applications] Standardise docstring usage of "Default to" by @SamuelMarks in #17954
• [keras/estimator] Standardise docstring usage of "Default to" by @SamuelMarks in #17957
• Fix CategoricalFocalCE documentation by @Frightera in #18144
• [keras/utils] Standardise docstring usage of "Default to" by @SamuelMarks in #17953
• [keras/layers/pooling] Standardise docstring usage of "Default to" by @SamuelMarks in #17966
• use io_utils.print_msg in datset_utils by @pedrobrs in #18054
• Update indentation level - activations.py by @Frightera in #18036
• [keras/legacy_tf_layers] Standardise docstring usage of "Default to" by @SamuelMarks in #17971
• [keras/layers/convolutional] Standardise docstring usage of "Default to" by @SamuelMarks in #17963
• [keras/engine] Standardise docstring usage of "Default to" by @SamuelMarks in #17956
• [keras/feature_column] Standardise docstring usage of "Default to" by @SamuelMarks in #17958
• Fix markdown rendering issue by @sachinprasadhs in #18205
• Consistently use "pickleable" instead of "picklable" by @NicoWeio in #18140
• Use prefetch() after batching // image_dataset.py by @Frightera in #18160
• Update Argument padding for zero_padding1d.py by @SuryanarayanaY in #18223
• RGB image data is not grayscale image data by @misterrioes in #18133
• updated read.me by @VaishnaviMudaliar in #18226
• Fixed the typo in policy.py by @tilakrayal in #18233
• Update example losses @ probabilistic_metrics.py by @Frightera in #18234
• Fixed "reset_state" of R2Score metric by @pdyakov in #18251
• Ignore hidden folders for image_dataset_from_directory by @sachinprasadhs in #18177
• Improve error message for input data to fit. by @tomrtk in #18042
• refactor: _log_epoch_metrics() by @arjun-234 in #18274
• Refactor test cases to improve unit test quality by @freddiewanah in #18303
• typo in disable_interactie_logging by @ganeshiva in #18314
• Removes Python 3.8 support by @sampathweb in #18332
• Update requirements.txt by @qlzh727 in #18382

New Contributors

• @sampathweb made their first contribution in #18076
• @shmishra99 made their first contribution in #18058
• @qibolee made their first contribution in #18113
• @pedrobrs made their first contribution in #18054
• @NicoWeio made their first contribution in #18140
• @SuryanarayanaY made their first contribution in #18223
• @misterrioes made their first contribution in #18133
• @VaishnaviMudaliar made their first contribution in #18226
• @pdyakov made their first contribution in #18251
• @tomrtk made their first contribution in #18042
• @arjun-234 made their first contribution in #18274
• @freddiewanah made their first contribution in #18303
• @ganeshiva made their first contribution in #18314

Full Changelog: v2.13.1...v2.14.0

Keras Release 2.14.0 RC0

What's Changed

• [keras/layers/normalization] Standardise docstring usage of "Default to" by @SamuelMarks in #17965
• Update Python ver to 3.9 in Dockerfile by @sampathweb in #18076
• [keras/saving/legacy/saved_model] Standardise docstring usage of "Default to" by @SamuelMarks in #17978
• [keras/metrics] Standardise docstring usage of "Default to" by @SamuelMarks in #17972
• Update example losses to bce- metrics/confusion_metrics.py by @Frightera in #18045
• [keras/layers/regularization] Standardise docstring usage of "Default to" by @SamuelMarks in #17968
• [keras/applications/efficientnet.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17758
• [keras/models] Standardise docstring usage of "Default to" by @SamuelMarks in #17974
• [keras/mixed_precision] Standardise docstring usage of "Default to" by @SamuelMarks in #17973
• Update indentation level - losses.py by @Frightera in #18043
• Remove github user sushreebarsa from assignees. by @shmishra99 in #18058
• [keras/preprocessing] Standardise docstring usage of "Default to" by @SamuelMarks in #17977
• [keras/testing_infra] Standardise docstring usage of "Default to" by @SamuelMarks in #17979
• [keras/benchmarks/benchmark_util.py] Use var rather than string literal for is None checks on measure_performance by @SamuelMarks in #17980
• Some cleanup // Optimizers by @Frightera in #18124
• [keras/layers/preprocessing] fix comments in RandomWidth, change to 'horizontally' instead of 'vertically' by @qibolee in #18113
• [keras/applications] Standardise docstring usage of "Default to" by @SamuelMarks in #17954
• [keras/estimator] Standardise docstring usage of "Default to" by @SamuelMarks in #17957
• Fix CategoricalFocalCE documentation by @Frightera in #18144
• [keras/utils] Standardise docstring usage of "Default to" by @SamuelMarks in #17953
• [keras/layers/pooling] Standardise docstring usage of "Default to" by @SamuelMarks in #17966
• use io_utils.print_msg in datset_utils by @pedrobrs in #18054
• Update indentation level - activations.py by @Frightera in #18036
• [keras/legacy_tf_layers] Standardise docstring usage of "Default to" by @SamuelMarks in #17971
• [keras/layers/convolutional] Standardise docstring usage of "Default to" by @SamuelMarks in #17963
• [keras/engine] Standardise docstring usage of "Default to" by @SamuelMarks in #17956
• [keras/feature_column] Standardise docstring usage of "Default to" by @SamuelMarks in #17958
• Fix markdown rendering issue by @sachinprasadhs in #18205
• Consistently use "pickleable" instead of "picklable" by @NicoWeio in #18140
• Use prefetch() after batching // image_dataset.py by @Frightera in #18160
• Update Argument padding for zero_padding1d.py by @SuryanarayanaY in #18223
• RGB image data is not grayscale image data by @misterrioes in #18133
• updated read.me by @VaishnaviMudaliar in #18226
• Fixed the typo in policy.py by @tilakrayal in #18233
• Update example losses @ probabilistic_metrics.py by @Frightera in #18234
• Fixed "reset_state" of R2Score metric by @pdyakov in #18251
• Ignore hidden folders for image_dataset_from_directory by @sachinprasadhs in #18177
• Improve error message for input data to fit. by @tomrtk in #18042
• refactor: _log_epoch_metrics() by @arjun-234 in #18274
• Refactor test cases to improve unit test quality by @freddiewanah in #18303
• typo in disable_interactie_logging by @ganeshiva in #18314
• Removes Python 3.8 support by @sampathweb in #18332

New Contributors

• @sampathweb made their first contribution in #18076
• @shmishra99 made their first contribution in #18058
• @qibolee made their first contribution in #18113
• @pedrobrs made their first contribution in #18054
• @NicoWeio made their first contribution in #18140
• @SuryanarayanaY made their first contribution in #18223
• @misterrioes made their first contribution in #18133
• @VaishnaviMudaliar made their first contribution in #18226
• @pdyakov made their first contribution in #18251
• @tomrtk made their first contribution in #18042
• @arjun-234 made their first contribution in #18274
• @freddiewanah made their first contribution in #18303
• @ganeshiva made their first contribution in #18314

Full Changelog: v2.13.1...v2.14.0-rc0

Keras Release 2.13.1

What's Changed

• Fix timeseries_dataset_from_array counts when sequence_stride > 1 by @basjacobs93 in #17396
• Fix doc for MultiHeadAttention's output_shape arg by @tsdeng in #17432
• Added a link to the TextVectorization API Reference Page. by @Neeshamraghav012 in #17540
• Fix ConvNeXt classifier activation bug by @Frightera in #17544
• Activations clean up by @joesho112358 in #17545
• Perform all ops in apply_gradient in a given tf.name_scope. by @foxik in #17550
• Bugfix/normalization invert by @jerabaul29 in #17501
• OptimizerV2: Allow deepcopy by @jschueller in #17463
• keras.models.clone_model creates different weight names for RNN layers by @mergian in #17465
• Fix spelling error in Initializer warning by @edknv in #17568
• LayerScale fix to support pretrained ConvNeXt models with mixed precision by @andreped in #17547
• Softmax fix in Mixed Precision by @dsr-lab in #17571
• Less restrictive ROCm+GRU/LSTM fallback logic by @ekuznetsov139 in #17587
• Update security section. by @sachinprasadhs in #17522
• Fix serialization error with EfficientNet by @RocketDelivery in #17498
• grammar corrections by @egurnick in #17595
• Update documentation to keras reuters dataset by @hxy9243 in #17635
• Add Lion optimizer by @drauh in #17605
• Correct the docstring of Head func in convnext.py by @Frightera in #17667
• keras.layers.Bidirectional is missing argument "states", which is defined for keras.layers.RNN by @mergian in #17469
• fix a small bug in tf.keras.layer.Layer.compute_output_signature by @yamanoko in #17636
• Optimize mixed-precision finite check for sparse tensors. by @nluehr in #17638
• Typo Lion docstring by @drauh in #17726
• Raise ValueError if reducing axis dimension is 0 by @old-school-kid in #16755
• Add CategoricalFocalCrossentropy to Losses API by @Frightera in #17651
• Unifying interpolation selection by @jpodivin in #17742
• Add a missing space by @sudoLife in #17744
• [keras/initializers/initializers_v1.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17785
• [keras/layers/convolutional/conv3d_transpose.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17797
• [keras/engine/training.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17780
• [keras/feature_column/dense_features.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17783
• [keras/datasets/imdb.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17771
• [keras/backend.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17769
• [keras/engine/base_layer_utils.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17774
• [keras/layers/activation/leaky_relu.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17786
• [keras/engine/training_v1.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17781
• [keras/layers/activation/relu.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17787
• [keras/layers/convolutional/conv2d_transpose.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17795
• [keras/layers/convolutional/conv3d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17796
• [keras/layers/activation/softmax.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17788
• [keras/layers/convolutional/depthwise_conv2d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17799
• [keras/layers/convolutional/separable_conv2d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17800
• [keras/layers/locally_connected/locally_connected2d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17803
• [keras/layers/locally_connected/locally_connected1d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17802
• Fix performance issue with sample weights in model.fit() by @nershman in #17357
• [keras/datasets/reuters.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17772
• [keras/applications/mobilenet.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17763
• [keras/applications/inception_v3.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17762
• [keras/engine/input_layer.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17779
• [keras/engine/data_adapter.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17777
• [keras/applications/imagenet_utils.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17760
• [keras/layers/attention/additive_attention.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17789
• [keras/engine/base_layer.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17773
• [keras/layers/kernelized.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17801
• [keras/engine/functional.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17778
• [keras/layers/attention/multi_head_attention.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17791
• Minor improvements and code refactoring in backend.py by @Frightera in #17746
• Update indentation level - layers/attention by @Frightera in #17945
• Update indentation level - layers/activation by @Frightera in #17943
• [keras/layers/preprocessing/image_preprocessing_test.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17820
• [keras/layers/preprocessing/text_vectorization.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17825
• [keras/optimizers/ftrl.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17864
• [keras/optimizers/adam.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17861
• [keras/optimizers/adamax.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17862
• [keras/optimizers/legacy/adam.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17867
• [keras/optimizers/legacy/ftrl.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17868
• [keras/utils/dataset_utils.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17895
• [keras/utils/feature_space.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17896
• [keras/optimizers/nadam.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17875
• [keras/saving/serialization_lib.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17889
• [keras/metrics/base_metric.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17850
• Update indentation level - utils/image_dataset by @Frightera in #18005
• [keras/optimizers/schedules] Standardise docstring usage of "Default to" by @SamuelMarks in #17976
• [keras/layers/reshaping] Standardise docstring usage of "Default to" by @SamuelMarks in #17969
• [keras/optimizers/legacy] Standardise docstring usage of "Default to" by @SamuelMarks in https://github.com/kera...

Keras Release 2.13.1 RC1

What's Changed

• Cherrypick Sequential serialization bug fix for r2.13 by @nkovela1 in #18258

New Contributors

• @nkovela1 made their first contribution in #18258

Full Changelog: v2.13.1-rc0...v2.13.1-rc1

Keras Release 2.13.1 RC0

What's Changed

• Fix timeseries_dataset_from_array counts when sequence_stride > 1 by @basjacobs93 in #17396
• Fix doc for MultiHeadAttention's output_shape arg by @tsdeng in #17432
• Added a link to the TextVectorization API Reference Page. by @Neeshamraghav012 in #17540
• Fix ConvNeXt classifier activation bug by @Frightera in #17544
• Activations clean up by @joesho112358 in #17545
• Perform all ops in apply_gradient in a given tf.name_scope. by @foxik in #17550
• Bugfix/normalization invert by @jerabaul29 in #17501
• OptimizerV2: Allow deepcopy by @jschueller in #17463
• keras.models.clone_model creates different weight names for RNN layers by @mergian in #17465
• Fix spelling error in Initializer warning by @edknv in #17568
• LayerScale fix to support pretrained ConvNeXt models with mixed precision by @andreped in #17547
• Softmax fix in Mixed Precision by @dsr-lab in #17571
• Less restrictive ROCm+GRU/LSTM fallback logic by @ekuznetsov139 in #17587
• Update security section. by @sachinprasadhs in #17522
• Fix serialization error with EfficientNet by @RocketDelivery in #17498
• grammar corrections by @egurnick in #17595
• Update documentation to keras reuters dataset by @hxy9243 in #17635
• Add Lion optimizer by @drauh in #17605
• Correct the docstring of Head func in convnext.py by @Frightera in #17667
• keras.layers.Bidirectional is missing argument "states", which is defined for keras.layers.RNN by @mergian in #17469
• fix a small bug in tf.keras.layer.Layer.compute_output_signature by @yamanoko in #17636
• Optimize mixed-precision finite check for sparse tensors. by @nluehr in #17638
• Typo Lion docstring by @drauh in #17726
• Raise ValueError if reducing axis dimension is 0 by @old-school-kid in #16755
• Add CategoricalFocalCrossentropy to Losses API by @Frightera in #17651
• Unifying interpolation selection by @jpodivin in #17742
• Add a missing space by @sudoLife in #17744
• [keras/initializers/initializers_v1.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17785
• [keras/layers/convolutional/conv3d_transpose.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17797
• [keras/engine/training.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17780
• [keras/feature_column/dense_features.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17783
• [keras/datasets/imdb.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17771
• [keras/backend.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17769
• [keras/engine/base_layer_utils.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17774
• [keras/layers/activation/leaky_relu.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17786
• [keras/engine/training_v1.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17781
• [keras/layers/activation/relu.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17787
• [keras/layers/convolutional/conv2d_transpose.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17795
• [keras/layers/convolutional/conv3d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17796
• [keras/layers/activation/softmax.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17788
• [keras/layers/convolutional/depthwise_conv2d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17799
• [keras/layers/convolutional/separable_conv2d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17800
• [keras/layers/locally_connected/locally_connected2d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17803
• [keras/layers/locally_connected/locally_connected1d.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17802
• Fix performance issue with sample weights in model.fit() by @nershman in #17357
• [keras/datasets/reuters.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17772
• [keras/applications/mobilenet.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17763
• [keras/applications/inception_v3.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17762
• [keras/engine/input_layer.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17779
• [keras/engine/data_adapter.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17777
• [keras/applications/imagenet_utils.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17760
• [keras/layers/attention/additive_attention.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17789
• [keras/engine/base_layer.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17773
• [keras/layers/kernelized.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17801
• [keras/engine/functional.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17778
• [keras/layers/attention/multi_head_attention.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17791
• Minor improvements and code refactoring in backend.py by @Frightera in #17746
• Update indentation level - layers/attention by @Frightera in #17945
• Update indentation level - layers/activation by @Frightera in #17943
• [keras/layers/preprocessing/image_preprocessing_test.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17820
• [keras/layers/preprocessing/text_vectorization.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17825
• [keras/optimizers/ftrl.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17864
• [keras/optimizers/adam.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17861
• [keras/optimizers/adamax.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17862
• [keras/optimizers/legacy/adam.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17867
• [keras/optimizers/legacy/ftrl.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17868
• [keras/utils/dataset_utils.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17895
• [keras/utils/feature_space.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17896
• [keras/optimizers/nadam.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17875
• [keras/saving/serialization_lib.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17889
• [keras/metrics/base_metric.py] Standardise docstring usage of "Default to" by @SamuelMarks in #17850
• Update indentation level - utils/image_dataset by @Frightera in #18005
• [keras/optimizers/schedules] Standardise docstring usage of "Default to" by @SamuelMarks in #17976
• [keras/layers/reshaping] Standardise docstring usage of "Default to" by @SamuelMarks in #17969
• [keras/optimizers/legacy] Standardise docstring usage of "Default to" by @SamuelMarks in https://github.com/kera...

Keras Release 2.12.0

Please see the release history at https://github.com/tensorflow/tensorflow/releases/tag/v2.12.0 for more details.

What's Changed

• Updated Function _create_seed() in keras.backend by @sushreebarsa in #17150
• Fixed typo in keras/keras/preprocessing/text.py by @KarahanS in #17159
• Changed .format to f-string for better readability by @AdityaPunetha in #17170
• Use the fallback method for GRU and LSTM on ROCm if padded I/O is needed by @ekuznetsov139 in #17111
• Updated broken link by @sushreebarsa in #17196
• Remove unused amsgrad argument in SGD by @lgeiger in #17197
• Delegate finalize_variable_values in LossScaleOptimizerV3 by @lgeiger in #17225
• Update broken link by @chunduriv in #17224
• Fix use_causal_mask=True with RaggedTensor bug by @haifeng-jin in #17231
• Restore update_freq functionality by @myaaaaaaaaa in #17142
• support to compat python 3.11 by @hongxu-jia in #17239
• Update base_layer_v1.py by @kbuyukakyuz in #17246
• Added identity layer by @AdityaKane2001 in #17291
• Adds show_trainable option to plot_model() by @mfidabel in #17145
• Update deprecated tf.contrib by @sachinprasadhs in #17344
• Update depthwise_conv2d.py by @gowthamkpr in #17341
• Tzm/optional verbosity by @Mirandatz in #17346
• Fixed EfficientNetV2's MBConvBlock output phase. by @sebastian-sz in #17364
• Update README.md to fix wrong links by @NourEldin-Osama in #17374
• Warning if categorical crossentropy is used for 2 labels by @old-school-kid in #17330
• Improved the CONTRIBUTING.md file by @izam-mohammed in #17428
• Updated Docs string of doc_utils.py with new apis by @mohantym in #17441
• Update MHA docstrings by @haifeng-jin in #17461
• Update docstrings in text_dataset by @haifeng-jin in #17462
• Bugfix: Pass show_layer_activations to expand_nested calls by @alkatar21 in #17415
• Fix index_directory directory structure ignoring when passing labels explicitly by @wwossname in #17403
• Add to_ordinal feature for ordinal regression/classification by @awsaf49 in #17419
• Use 4 spaces indent for Dense layer docstrings by @haifeng-jin in #17472
• keras.layers.Bidirectional constructor ignores trainable argument, causing models with trainable=False layers to incorrectly be cloned by @mergian in #17467
• Fix api_docs for to_ordinal by @awsaf49 in #17485
• Less restrictive fallback logic by @jayfurmanek in #17591

New Contributors

• @KarahanS made their first contribution in #17159
• @AdityaPunetha made their first contribution in #17170
• @hongxu-jia made their first contribution in #17239
• @kbuyukakyuz made their first contribution in #17246
• @gowthamkpr made their first contribution in #17341
• @Mirandatz made their first contribution in #17346
• @NourEldin-Osama made their first contribution in #17374
• @izam-mohammed made their first contribution in #17428
• @alkatar21 made their first contribution in #17415
• @wwossname made their first contribution in #17403
• @awsaf49 made their first contribution in #17419
• @jayfurmanek made their first contribution in #17591

Full Changelog: v2.11.0...v2.12.0

Keras Release 2.12.0 RC1

Please see the release history at https://github.com/tensorflow/tensorflow/releases/tag/v2.12.0-rc0 for more details.

What's Changed

• Updated Function _create_seed() in keras.backend by @sushreebarsa in #17150
• Fixed typo in keras/keras/preprocessing/text.py by @KarahanS in #17159
• Changed .format to f-string for better readability by @AdityaPunetha in #17170
• Use the fallback method for GRU and LSTM on ROCm if padded I/O is needed by @ekuznetsov139 in #17111
• Updated broken link by @sushreebarsa in #17196
• Remove unused amsgrad argument in SGD by @lgeiger in #17197
• Delegate finalize_variable_values in LossScaleOptimizerV3 by @lgeiger in #17225
• Update broken link by @chunduriv in #17224
• Fix use_causal_mask=True with RaggedTensor bug by @haifeng-jin in #17231
• Restore update_freq functionality by @myaaaaaaaaa in #17142
• support to compat python 3.11 by @hongxu-jia in #17239
• Update base_layer_v1.py by @kbuyukakyuz in #17246
• Added identity layer by @AdityaKane2001 in #17291
• Adds show_trainable option to plot_model() by @mfidabel in #17145
• Update deprecated tf.contrib by @sachinprasadhs in #17344
• Update depthwise_conv2d.py by @gowthamkpr in #17341
• Tzm/optional verbosity by @Mirandatz in #17346
• Fixed EfficientNetV2's MBConvBlock output phase. by @sebastian-sz in #17364
• Update README.md to fix wrong links by @NourEldin-Osama in #17374
• Warning if categorical crossentropy is used for 2 labels by @old-school-kid in #17330
• Improved the CONTRIBUTING.md file by @izam-mohammed in #17428
• Updated Docs string of doc_utils.py with new apis by @mohantym in #17441
• Update MHA docstrings by @haifeng-jin in #17461
• Update docstrings in text_dataset by @haifeng-jin in #17462
• Bugfix: Pass show_layer_activations to expand_nested calls by @alkatar21 in #17415
• Fix index_directory directory structure ignoring when passing labels explicitly by @wwossname in #17403
• Add to_ordinal feature for ordinal regression/classification by @awsaf49 in #17419
• Use 4 spaces indent for Dense layer docstrings by @haifeng-jin in #17472
• keras.layers.Bidirectional constructor ignores trainable argument, causing models with trainable=False layers to incorrectly be cloned by @mergian in #17467
• Fix api_docs for to_ordinal by @awsaf49 in #17485
• Less restrictive fallback logic by @jayfurmanek in #17591

New Contributors

• @KarahanS made their first contribution in #17159
• @AdityaPunetha made their first contribution in #17170
• @ekuznetsov139 made their first contribution in #17111
• @hongxu-jia made their first contribution in #17239
• @kbuyukakyuz made their first contribution in #17246
• @gowthamkpr made their first contribution in #17341
• @Mirandatz made their first contribution in #17346
• @NourEldin-Osama made their first contribution in #17374
• @izam-mohammed made their first contribution in #17428
• @alkatar21 made their first contribution in #17415
• @wwossname made their first contribution in #17403
• @awsaf49 made their first contribution in #17419
• @jayfurmanek made their first contribution in #17591

Full Changelog: v2.11.0...v2.12.0-rc1