| #include <ATen/ATen.h> |
| |
| #include <ATen/Dispatch.h> |
| #include <ATen/native/Lerp.h> |
| #include <ATen/native/TensorIterator.h> |
| #include <ATen/native/cpu/Loops.h> |
| |
| namespace at { |
| namespace native { |
| namespace { |
| |
| static void lerp_kernel_scalar( |
| Tensor& ret, |
| const Tensor& self, |
| const Tensor& end, |
| const Scalar& weight) { |
| TORCH_CHECK(self.dtype() == end.dtype(), "expected dtype ", self.dtype(), " for `end` but got dtype ", end.dtype()); |
| auto iter = TensorIterator::binary_op(ret, self, end); |
| AT_DISPATCH_FLOATING_AND_COMPLEX_TYPES(ret.scalar_type(), "lerp_kernel_scalar", [&] { |
| using value_t = typename c10::scalar_value_type<scalar_t>::type; |
| scalar_t weight_val = weight.to<scalar_t>(); |
| at::native::cpu_kernel( |
| iter, |
| [weight_val](scalar_t self_val, scalar_t end_val) { |
| return (zabs<scalar_t, value_t>(weight_val) < 0.5) |
| ? self_val + weight_val * (end_val - self_val) |
| : end_val - (end_val - self_val) * (scalar_t(1) - weight_val); |
| }); |
| }); |
| } |
| |
| static void lerp_kernel_tensor( |
| Tensor& ret, |
| const Tensor& self, |
| const Tensor& end, |
| const Tensor& weights) { |
| TORCH_CHECK(self.dtype() == end.dtype(), "expected dtype ", self.dtype(), " for `end` but got dtype ", end.dtype()); |
| TORCH_CHECK(self.dtype() == weights.dtype(), "expected dtype ", self.dtype(), " for `weights` but got dtype ", weights.dtype()); |
| auto iter = TensorIteratorConfig() |
| .add_output(ret) |
| .add_input(self) |
| .add_input(end) |
| .add_input(weights) |
| .build(); |
| AT_DISPATCH_FLOATING_AND_COMPLEX_TYPES(ret.scalar_type(), "lerp_kernel_tensor", [&] { |
| using value_t = typename c10::scalar_value_type<scalar_t>::type; |
| at::native::cpu_kernel( |
| iter, |
| [](scalar_t self_val, scalar_t end_val, scalar_t weight_val) { |
| return (zabs<scalar_t, value_t>(weight_val) < 0.5) |
| ? self_val + weight_val * (end_val - self_val) |
| : end_val - (end_val - self_val) * (scalar_t(1) - weight_val); |
| }); |
| }); |
| } |
| |
| } // anonymous namespace |
| |
| REGISTER_DISPATCH(lerp_kernel_scalar_weight, &lerp_kernel_scalar); |
| REGISTER_DISPATCH(lerp_kernel_tensor_weight, &lerp_kernel_tensor); |
| |
| } // namespace native |
| } // namespace at |