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ericremoreynolds released this
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New functionality to use installation information from the Windows registry. This allows you, for example, to instruct ExcelPython to use the default Python 2 installation even if Python 3 takes precedence according to the system path.
- New macros are available in
xlpython.cfg
providing the folder of each Python version installed and registered as default, as contained in the Windows registry. Further information is available in the docs. - It is now possibile to include a trailing slash within macro parentheses, for example like so:
$(?Registry:Python2Folder)python.exe
. This means that if the macro is not defined the string will simply resolve topython.exe
and notpython.exe
as it would were the slash outside the macro parentheses. - Small bug fix related to reloading config files.
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fchollet released this
Areas of improvement
- RNN improvements:
- Refactor RNN layers to rely on atomic RNN cells. This makes the creation of custom RNN very simple and user-friendly, via the
RNN
base class. - Add ability to create new RNN cells by stacking a list of cells, allowing for efficient stacked RNNs.
- Add
CuDNNLSTM
andCuDNNGRU
layers, backend by NVIDIA's cuDNN library for fast GPU training & inference. - Add RNN Sequence-to-sequence example script.
- Add
constants
argument inRNN
'scall
method, making RNN attention easier to implement.
- Refactor RNN layers to rely on atomic RNN cells. This makes the creation of custom RNN very simple and user-friendly, via the
- Easier multi-GPU data parallelism via
keras.utils.multi_gpu_model
. - Bug fixes & performance improvements (in particular, native support for NCHW data layout in TensorFlow).
- Documentation improvements and examples improvements.
API changes
- Add 'fashion mnist' dataset as
keras.datasets.fashion_mnist.load_data()
- Add
Minimum
merge layer askeras.layers.Minimum
(class) andkeras.layers.minimum(inputs)
(function) - Add
InceptionResNetV2
tokeras.applications
. - Support
bool
variables in TensorFlow backend. - Add
dilation
toSeparableConv2D
. - Add support for dynamic
noise_shape
inDropout
- Add
keras.layers.RNN()
base class for batch-level RNNs (used to implement custom RNN layers from a cell class). - Add
keras.layers.StackedRNNCells()
layer wrapper, used to stack a list of RNN cells into a single cell. - Add
CuDNNLSTM
andCuDNNGRU
layers. - Deprecate
implementation=0
for RNN layers. - The Keras progbar now reports time taken for each past epoch, and average time per step.
- Add option to specific resampling method in
keras.preprocessing.image.load_img()
. - Add
keras.utils.multi_gpu_model
for easy multi-GPU data parallelism. - Add
constants
argument inRNN
'scall
method, used to pass a list of constant tensors to the underlying RNN cell.
Breaking changes
- Implementation change in
keras.losses.cosine_proximity
results in a different (correct) scaling behavior. - Implementation change for samplewise normalization in
ImageDataGenerator
results in a different normalization behavior.
Credits
Thanks to our 59 contributors whose commits are featured in this release!
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