scripts/nn/layers/leaky_relu.dml

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/*
 * Leaky Rectified Linear Unit (ReLU) nonlinearity layer.
 */

forward = function(matrix[double] X)
    return (matrix[double] out) {
  /*
   * Computes the forward pass for a Leaky ReLU nonlinearity layer.
   *
   * Inputs:
   *  - X: Inputs, of shape (any, any).
   *
   * Outputs:
   *  - out: Outputs, of same shape as `X`.
   */
  # compute ifelse(X > 0, X, 0.01 * X)
  out = max(X, 0.01 * X)
}

backward = function(matrix[double] dout, matrix[double] X)
    return (matrix[double] dX) {
  /*
   * Computes the backward pass for a Leaky ReLU nonlinearity layer.
   *
   * Inputs:
   *  - dout: Gradient wrt `out` from upstream, of same shape as `X`.
   *  - X: Previous input data matrix, of shape (any, any).
   *
   * Outputs:
   *  - dX: Gradient wrt `X`, of same shape as `X`.
   */
  dX = ifelse(X > 0, dout, 0.01 * dout)
}