kernel
rotary / torch-ext /torch_binding.cpp
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Add rotary kernel
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#include <torch/all.h>
#include <c10/cuda/CUDAGuard.h>
#include "registration.h"
#define CHECK_DEVICE(x) TORCH_CHECK(x.device().type() == torch::kCUDA, #x " must be on CUDA")
#define CHECK_SHAPE(x, ...) TORCH_CHECK(x.sizes() == torch::IntArrayRef({__VA_ARGS__}), #x " must have shape (" #__VA_ARGS__ ")")
void apply_rotary_cuda(torch::Tensor const &x1, torch::Tensor const &x2,
torch::Tensor const &cos, torch::Tensor const &sin,
torch::Tensor &out1, torch::Tensor &out2,
bool const conj);
void apply_rotary(torch::Tensor const &x1, torch::Tensor const &x2,
torch::Tensor const &cos, torch::Tensor const &sin,
torch::Tensor &out1, torch::Tensor &out2,
bool const conj) {
CHECK_DEVICE(x1); CHECK_DEVICE(x2);
CHECK_DEVICE(cos); CHECK_DEVICE(sin);
CHECK_DEVICE(out1); CHECK_DEVICE(out1);
TORCH_CHECK(x1.dtype() == x2.dtype());
TORCH_CHECK(cos.dtype() == sin.dtype());
TORCH_CHECK(out1.dtype() == out2.dtype());
TORCH_CHECK(x1.dtype() == cos.dtype());
TORCH_CHECK(x1.dtype() == out1.dtype());
TORCH_CHECK(x1.sizes() == x2.sizes());
TORCH_CHECK(cos.sizes() == sin.sizes());
TORCH_CHECK(out1.sizes() == out2.sizes());
// Otherwise the kernel will be launched from cuda:0 device
at::cuda::CUDAGuard device_guard{x1.device()};
apply_rotary_cuda(x1, x2, cos, sin, out1, out2, conj);
}
TORCH_LIBRARY_EXPAND(TORCH_EXTENSION_NAME, ops) {
ops.def("apply_rotary(Tensor x1, Tensor x2, Tensor cos, Tensor sin,"
"Tensor! out1, Tensor! out2, bool conj) -> ()");
ops.impl("apply_rotary", torch::kCUDA, &apply_rotary);
}
REGISTER_EXTENSION(TORCH_EXTENSION_NAME)