Metadata-Version: 2.1
Name: keras-trans-mask
Version: 0.3.0
Summary: Transfer masking in Keras
Home-page: https://github.com/CyberZHG/keras-trans-mask
Author: CyberZHG
Author-email: CyberZHG@users.noreply.github.com
License: MIT
Description: # Keras Transfer Masking
        
        [![Travis](https://travis-ci.org/CyberZHG/keras-trans-mask.svg)](https://travis-ci.org/CyberZHG/keras-trans-mask)
        [![Coverage](https://coveralls.io/repos/github/CyberZHG/keras-trans-mask/badge.svg?branch=master)](https://coveralls.io/github/CyberZHG/keras-trans-mask)
        
        Remove and restore masks for layers that do not support masking. Note that the result may be incorrect in most cases.
        
        ## Install
        
        ```bash
        pip install keras-trans-mask
        ```
        
        ## Usage
        
        `Conv1D` does not support masking. By removing the mask you'll get a "nearly correct" output:
        
        ```python
        import keras
        from keras_trans_mask import RemoveMask, RestoreMask
        
        input_layer = keras.layers.Input(shape=(None,))
        embed_layer = keras.layers.Embedding(
            input_dim=10,
            output_dim=15,
            mask_zero=True,
        )(input_layer)
        removed_layer = RemoveMask()(embed_layer)  # Remove mask from embeddings
        conv_layer = keras.layers.Conv1D(
            filters=32,
            kernel_size=3,
            padding='same',
        )(removed_layer)
        restored_layer = RestoreMask()([conv_layer, embed_layer])  # Restore mask from embeddings
        lstm_layer = keras.layers.LSTM(units=5)(restored_layer)
        dense_layer = keras.layers.Dense(units=2, activation='softmax')(lstm_layer)
        model = keras.models.Model(inputs=input_layer, outputs=dense_layer)
        model.compile(optimizer='adam', loss='sparse_categorical_crossentropy')
        model.summary()
        ```
        
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 2.7
Classifier: Programming Language :: Python :: 3.6
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Description-Content-Type: text/markdown
