#ifndef TH_GENERIC_FILE #define TH_GENERIC_FILE "generic/unfold.c" #else #ifdef _WIN32 # include #endif /* note: due to write issues, this one cannot be parallelized as well as unfolded_copy */ void THNN_(unfolded_acc)( THTensor *finput, THTensor *input, int kW, int kH, int dW, int dH, int padW, int padH, int nInputPlane, int inputWidth, int inputHeight, int outputWidth, int outputHeight) { #ifdef _WIN32 LONG_PTR nip; #else size_t nip; #endif real *input_data = THTensor_(data)(input); real *finput_data = THTensor_(data)(finput); #pragma omp parallel for private(nip) for(nip = 0; nip < nInputPlane; nip++) { size_t kw, kh, y, x; long long ix = 0, iy = 0; for(kh = 0; kh < kH; kh++) { for(kw = 0; kw < kW; kw++) { real *src = finput_data + nip*(kH*kW*outputHeight*outputWidth) + kh*(kW*outputHeight*outputWidth) + kw*(outputHeight*outputWidth); real *dst = input_data + nip*(inputHeight*inputWidth); if (padW > 0 || padH > 0) { size_t lpad,rpad; for(y = 0; y < outputHeight; y++) { iy = (long long)(y*dH - padH + kh); if (iy < 0 || iy >= inputHeight) { } else { if (dW==1){ ix = (long long)(0 - padW + kw); lpad = fmaxf(0,(int)(padW-kw)); rpad = fmaxf(0,(int)(padW-(kW-kw-1))); THVector_(add)(dst+(size_t)(iy*inputWidth+ix+lpad), src+(size_t)(y*outputWidth+lpad), 1, outputWidth - lpad - rpad); /* note: THVector_add could handle 1 value better */ } else{ for (x=0; x= inputWidth){ }else THVector_(add)(dst+(size_t)(iy*inputWidth+ix), src+(size_t)(y*outputWidth+x), 1, 1); } } } } } else { for(y = 0; y < outputHeight; y++) { iy = (long long)(y*dH + kh); ix = (long long)(0 + kw); if (dW == 1 ) THVector_(add)(dst+(size_t)(iy*inputWidth+ix), src+(size_t)(y*outputWidth), 1, outputWidth); /* note: THVector_add could handle 1 value better */ else{ for(x = 0; x < outputWidth; x++) THVector_(add)(dst+(size_t)(iy*inputWidth+ix+x*dW), src+(size_t)(y*outputWidth+x), 1, 1); } } } } } } } void THNN_(unfolded_copy)( THTensor *finput, THTensor *input, int kW, int kH, int dW, int dH, int padW, int padH, int nInputPlane, int inputWidth, int inputHeight, int outputWidth, int outputHeight) { long k; real *input_data = THTensor_(data)(input); real *finput_data = THTensor_(data)(finput); #pragma omp parallel for private(k) for(k = 0; k < nInputPlane*kH*kW; k++) { size_t nip = k / (kH*kW); size_t rest = k % (kH*kW); size_t kh = rest / kW; size_t kw = rest % kW; size_t x,y; long long ix,iy; real *dst = finput_data + nip*(kH*kW*outputHeight*outputWidth) + kh*(kW*outputHeight*outputWidth) + kw*(outputHeight*outputWidth); real *src = input_data + nip*(inputHeight*inputWidth); if (padW > 0 || padH > 0) { size_t lpad,rpad; for(y = 0; y < outputHeight; y++) { iy = (long long)(y*dH - padH + kh); if (iy < 0 || iy >= inputHeight) { memset(dst+y*outputWidth, 0, sizeof(real)*outputWidth); } else { if (dW==1){ ix = (long long)(0 - padW + kw); lpad = fmaxf(0,(int)(padW-kw)); rpad = fmaxf(0,(int)(padW-(kW-kw-1))); if (outputWidth-rpad-lpad <= 0) { memset(dst+(size_t)(y*outputWidth), 0, sizeof(real)*outputWidth); } else { if (lpad > 0) memset(dst+y*outputWidth, 0, sizeof(real)*lpad); memcpy(dst+(size_t)(y*outputWidth+lpad), src+(size_t)(iy*inputWidth+ix+lpad), sizeof(real)*(outputWidth-rpad-lpad)); if (rpad > 0) memset(dst+y*outputWidth + outputWidth - rpad, 0, sizeof(real)*rpad); } } else{ for (x=0; x= inputWidth) memset(dst+(size_t)(y*outputWidth+x), 0, sizeof(real)*1); else memcpy(dst+(size_t)(y*outputWidth+x), src+(size_t)(iy*inputWidth+ix), sizeof(real)*(1)); } } } } } else { for(y = 0; y < outputHeight; y++) { iy = (long long)(y*dH + kh); ix = (long long)(0 + kw); if (dW == 1) memcpy(dst+(size_t)(y*outputWidth), src+(size_t)(iy*inputWidth+ix), sizeof(real)*outputWidth); else{ for (x=0; x