concatenate3D function

Tensor<Tensor3D> concatenate3D(
  1. Tensor<Tensor3D> a,
  2. Tensor<Tensor3D> b
)

Implementation

Tensor<Tensor3D> concatenate3D(Tensor<Tensor3D> a, Tensor<Tensor3D> b) {
  int aDepth = a.shape[0];
  int bDepth = b.shape[0];

  Tensor3D aVal = a.value;
  Tensor3D bVal = b.value;

  Tensor3D outValue = [];
  for (int d = 0; d < aDepth; d = d + 1) {
    outValue.add(aVal[d]);
  }
  for (int d = 0; d < bDepth; d = d + 1) {
    outValue.add(bVal[d]);
  }

  Tensor<Tensor3D> out = Tensor<Tensor3D>(outValue);

  out.creator = Node(
    [a, b],
        () {
      int aLen = a.data.length;
      for (int i = 0; i < aLen; i = i + 1) {
        a.grad[i] = a.grad[i] + out.grad[i];
      }

      int bLen = b.data.length;
      for (int i = 0; i < bLen; i = i + 1) {
        b.grad[i] = b.grad[i] + out.grad[aLen + i];
      }
    },
    opName: 'concat_3d',
    cost: 0,
  );
  return out;
}