step method

  1. @override
void step()
override

Implementation

@override
void step() {
  for (int p = 0; p < parameters.length; p = p + 1) {
    Tensor<dynamic> param = parameters[p];
    List<double> vList = _v[param.id]!;

    for (int i = 0; i < param.data.length; i = i + 1) {
      double grad = param.grad[i];
      double vOld = vList[i];
      double vNew = momentum * vOld + grad;
      vList[i] = vNew;

      // NAG update rule
      param.data[i] = param.data[i] - learningRate * (grad + momentum * vNew);
    }
  }
}