#include void cuda_forward(int B, int T, int C, float *w, float *u, float *k, float *v, float *y); void cuda_backward(int B, int T, int C, float *w, float *u, float *k, float *v, float *y, float *gy, float *gw, float *gu, float *gk, float *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(), u.data_ptr(), k.data_ptr(), v.data_ptr(), y.data_ptr()); } 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(), u.data_ptr(), k.data_ptr(), v.data_ptr(), y.data_ptr(), gy.data_ptr(), gw.data_ptr(), gu.data_ptr(), gk.data_ptr(), gv.data_ptr()); } 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); }