26 lines
1.3 KiB
C++
26 lines
1.3 KiB
C++
|
#include <torch/extension.h>
|
||
|
|
#include "ATen/ATen.h"
|
||
|
|
typedef at::BFloat16 bf16;
|
||
|
|
|
||
|
|
void cuda_forward(int B, int T, int C, float *w, bf16 *u, bf16 *k, bf16 *v, bf16 *y);
|
||
|
|
void cuda_backward(int B, int T, int C, float *w, bf16 *u, bf16 *k, bf16 *v, bf16 *y, bf16 *gy, bf16 *gw, bf16 *gu, bf16 *gk, bf16 *gv);
|
||
|
|
|
||
|
|
void forward(int64_t B, int64_t T, int64_t C, torch::Tensor &w, torch::Tensor &u, torch::Tensor &k, torch::Tensor &v, torch::Tensor &y) {
|
||
|
|
cuda_forward(B, T, C, w.data_ptr<float>(), u.data_ptr<bf16>(), k.data_ptr<bf16>(), v.data_ptr<bf16>(), y.data_ptr<bf16>());
|
||
|
|
}
|
||
|
|
void backward(int64_t B, int64_t T, int64_t C, torch::Tensor &w, torch::Tensor &u, torch::Tensor &k, torch::Tensor &v, torch::Tensor &y,
|
||
|
|
torch::Tensor &gy, torch::Tensor &gw, torch::Tensor &gu, torch::Tensor &gk, torch::Tensor &gv) {
|
||
|
|
cuda_backward(B, T, C, w.data_ptr<float>(), u.data_ptr<bf16>(), k.data_ptr<bf16>(), v.data_ptr<bf16>(), y.data_ptr<bf16>(),
|
||
|
|
gy.data_ptr<bf16>(), gw.data_ptr<bf16>(), gu.data_ptr<bf16>(), gk.data_ptr<bf16>(), gv.data_ptr<bf16>());
|
||
|
|
}
|
||
|
|
|
||
|
|
PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
|
||
|
|
m.def("forward", &forward, "wkv forward");
|
||
|
|
m.def("backward", &backward, "wkv backward");
|
||
|
|
}
|
||
|
|
|
||
|
|
TORCH_LIBRARY(wkv, m) {
|
||
|
|
m.def("forward", forward);
|
||
|
|
m.def("backward", backward);
|
||
|
|
}
|