// All functions assume that input and output tensors are already initialized // and have the correct dimensions #include // Forward definition of implementation functions extern "C" { int _ca_forward_cuda(int N, int C, int H, int W, const float *t, const float *f, float *weight, cudaStream_t); int _ca_backward_cuda(int N, int C, int H, int W, const float *dw, const float *t, const float *f, float *dt, float *df, cudaStream_t); int _ca_map_forward_cuda(int N, int C, int H, int W, const float *weight, const float *g, float *out, cudaStream_t); int _ca_map_backward_cuda(int N, int C, int H, int W, const float *dout, const float *weight, const float *g, float *dw, float *dg, cudaStream_t); } extern THCState *state; void get_sizes(const THCudaTensor *t, int *N, int *C, int *H, int *W){ // Get sizes *N = THCudaTensor_size(state, t, 0); *C = THCudaTensor_size(state, t, 1); *H = THCudaTensor_size(state, t, 2); *W = THCudaTensor_size(state, t, 3); } extern "C" int ca_forward_cuda(const THCudaTensor *t, const THCudaTensor *f, THCudaTensor *weight) { cudaStream_t stream = THCState_getCurrentStream(state); int N, C, H, W; get_sizes(t, &N, &C, &H, &W); // Get pointers const float *t_data = THCudaTensor_data(state, t); const float *f_data = THCudaTensor_data(state, f); float *weight_data = THCudaTensor_data(state, weight); return _ca_forward_cuda(N, C, H, W, t_data, f_data, weight_data, stream); } extern "C" int ca_backward_cuda(const THCudaTensor *dw, const THCudaTensor *t, const THCudaTensor *f, THCudaTensor *dt, THCudaTensor *df) { cudaStream_t stream = THCState_getCurrentStream(state); int N, C, H, W; get_sizes(t, &N, &C, &H, &W); // Get pointers const float *dw_data = THCudaTensor_data(state, dw); const float *t_data = THCudaTensor_data(state, t); const float *f_data = THCudaTensor_data(state, f); float *dt_data = THCudaTensor_data(state, dt); float *df_data = THCudaTensor_data(state, df); return _ca_backward_cuda(N, C, H, W, dw_data, t_data, f_data, dt_data, df_data, stream); } extern "C" int ca_map_forward_cuda(const THCudaTensor *weight, const THCudaTensor *g, THCudaTensor *out) { cudaStream_t stream = THCState_getCurrentStream(state); int N, C, H, W; get_sizes(g, &N, &C, &H, &W); const float *weight_data = THCudaTensor_data(state, weight); const float *g_data = THCudaTensor_data(state, g); float *out_data = THCudaTensor_data(state, out); return _ca_map_forward_cuda(N, C, H, W, weight_data, g_data, out_data, stream); } extern "C" int ca_map_backward_cuda(const THCudaTensor *dout, const THCudaTensor *weight, const THCudaTensor *g, THCudaTensor *dw, THCudaTensor *dg) { cudaStream_t stream = THCState_getCurrentStream(state); int N, C, H, W; get_sizes(dout, &N, &C, &H, &W); const float *dout_data = THCudaTensor_data(state, dout); const float *weight_data = THCudaTensor_data(state, weight); const float *g_data = THCudaTensor_data(state, g); float *dw_data = THCudaTensor_data(state, dw); float *dg_data = THCudaTensor_data(state, dg); return _ca_map_backward_cuda(N, C, H, W, dout_data, weight_data, g_data, dw_data, dg_data, stream); }