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toolkit.neuralnetwork.function

Convolution

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object Convolution

Helper function object for creating a convolutional Compute Node along with its associated State

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  4. def apply(input: DifferentiableField, weights: DifferentiableField, border: libcog.BorderPolicy, stride: Int = 1, impl: ConvolutionalLayerPolicy = Best): DifferentiableField

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    Create Compute/State Node pair.

    Create Compute/State Node pair. This selects between a spatial domain and frequency domain implementation depending on the impl policy and other parameters.

    input

    the input signal DifferentiableField

    weights

    the weight DifferentiableField for this convolution

    border

    the policy for supplying missing input values for border convolutions

    stride

    the downsample factor applied to the output of the convolution

    impl

    the policy for selecting the convolution implementation (spacial vs frequency domain)

    returns

    The convolutional Node. The associated ConvolutionalState node can be accessed as the in2 Node member of the returned node.

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