Pooling Layers
Imports a Keras 1D Pooling layer as a DL4J Subsampling layer.
KerasPooling1D
public KerasPooling1D(Map<String, Object> layerConfig)
throws InvalidKerasConfigurationException, UnsupportedKerasConfigurationException
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration.
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getSubsampling1DLayer
public Subsampling1DLayer getSubsampling1DLayer()
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration
- param enforceTrainingConfig whether to enforce training-related configuration options
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getOutputType
public InputType getOutputType(InputType... inputType) throws InvalidKerasConfigurationException
Get layer output type.
- param inputType Array of InputTypes
- return output type as InputType
- throws InvalidKerasConfigurationException Invalid Keras config
Utility functionality for Keras pooling layers.
mapPoolingType
public static PoolingType mapPoolingType(String className, KerasLayerConfiguration conf)
throws UnsupportedKerasConfigurationException
Map Keras pooling layers to DL4J pooling types.
- param className name of the Keras pooling class
- return DL4J pooling type
- throws UnsupportedKerasConfigurationException Unsupported Keras config
Imports a Keras 3D Pooling layer as a DL4J Subsampling3D layer.
KerasPooling3D
public KerasPooling3D(Map<String, Object> layerConfig)
throws InvalidKerasConfigurationException, UnsupportedKerasConfigurationException
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration.
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getSubsampling3DLayer
public Subsampling3DLayer getSubsampling3DLayer()
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration
- param enforceTrainingConfig whether to enforce training-related configuration options
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getOutputType
public InputType getOutputType(InputType... inputType) throws InvalidKerasConfigurationException
Get layer output type.
- param inputType Array of InputTypes
- return output type as InputType
- throws InvalidKerasConfigurationException Invalid Keras config
Imports a Keras Pooling layer as a DL4J Subsampling layer.
KerasGlobalPooling
public KerasGlobalPooling(Map<String, Object> layerConfig)
throws InvalidKerasConfigurationException, UnsupportedKerasConfigurationException
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration.
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getGlobalPoolingLayer
public GlobalPoolingLayer getGlobalPoolingLayer()
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration
- param enforceTrainingConfig whether to enforce training-related configuration options
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getInputPreprocessor
public InputPreProcessor getInputPreprocessor(InputType... inputType) throws InvalidKerasConfigurationException
Gets appropriate DL4J InputPreProcessor for given InputTypes.
- param inputType Array of InputTypes
- return DL4J InputPreProcessor
- throws InvalidKerasConfigurationException Invalid Keras config
- see org.deeplearning4j.nn.conf.InputPreProcessor
getOutputType
public InputType getOutputType(InputType... inputType) throws InvalidKerasConfigurationException
Get layer output type.
- param inputType Array of InputTypes
- return output type as InputType
- throws InvalidKerasConfigurationException Invalid Keras config
Imports a Keras 2D Pooling layer as a DL4J Subsampling layer.
KerasPooling2D
public KerasPooling2D(Map<String, Object> layerConfig)
throws InvalidKerasConfigurationException, UnsupportedKerasConfigurationException
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration.
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getSubsampling2DLayer
public SubsamplingLayer getSubsampling2DLayer()
Constructor from parsed Keras layer configuration dictionary.
- param layerConfig dictionary containing Keras layer configuration
- param enforceTrainingConfig whether to enforce training-related configuration options
- throws InvalidKerasConfigurationException Invalid Keras config
- throws UnsupportedKerasConfigurationException Unsupported Keras config
getOutputType
public InputType getOutputType(InputType... inputType) throws InvalidKerasConfigurationException
Get layer output type.
- param inputType Array of InputTypes
- return output type as InputType
- throws InvalidKerasConfigurationException Invalid Keras config
Last modified 1yr ago