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// All functions assume that input and output tensors are already initialized
// and have the correct dimensions
#include <THC/THC.h>
// 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);
}