diff options
Diffstat (limited to 'pseudocode/operators/CONV2D.tosac')
| -rw-r--r-- | pseudocode/operators/CONV2D.tosac | 17 |
1 files changed, 9 insertions, 8 deletions
diff --git a/pseudocode/operators/CONV2D.tosac b/pseudocode/operators/CONV2D.tosac index fe61747..0ae0e81 100644 --- a/pseudocode/operators/CONV2D.tosac +++ b/pseudocode/operators/CONV2D.tosac @@ -17,24 +17,25 @@ ERROR_IF(OW != idiv_check(IW - 1 + pad_left + pad_right - (KW - 1) * dilation_x, ERROR_IF(BC != OC && BC != 1); for_each(0 <= n < N, 0 <= oy < OH, 0 <= ox < OW, 0 <= oc < OC) { - out_t acc = 0; + acc_t acc = 0; index_t iy = oy * stride_y - pad_top; index_t ix = ox * stride_x - pad_left; for_each(0 <= ky < KH, 0 <= kx < KW, 0 <= ic < IC) { index_t y = iy + ky * dilation_y; index_t x = ix + kx * dilation_x; if (0 <= y < IH && 0 <= x < IW) { - out_t value = static_cast<out_t>(tensor_read<in_t>(input, + acc_t value = static_cast<out_t>(tensor_read<in_t>(input, [N,IH,IW,IC], [n,y,x,ic])); - out_t weight = static_cast<out_t>(tensor_read<weight_t>(weight, + acc_t weight = static_cast<out_t>(tensor_read<weight_t>(weight, [OC,KH,KW,IC], [oc,ky,kx,ic])); - value = apply_sub_s<out_t>(value, static_cast<out_t>(input_zp)); - weight = apply_sub_s<out_t>(weight, static_cast<out_t>(weight_zp)); - acc = apply_add_s<out_t>(acc, apply_mul_s<out_t>(value, weight)); + value = apply_sub_s<acc_t>(value, static_cast<out_t>(input_zp)); + weight = apply_sub_s<acc_t>(weight, static_cast<out_t>(weight_zp)); + acc = apply_add_s<acc_t>(acc, apply_mul_s<acc_t>(value, weight)); } } - acc = apply_add_s<out_t>(acc, bias[(BC == 1) ? 0 : oc]); - tensor_write<out_t>(output, [N,OH,OW,OC], [n,oy,ox,oc], acc); + out_t out = static_cast<out_t>(acc); + out = apply_add_s<out_t>(out, bias[(BC == 1) ? 0 : oc]); + tensor_write<out_t>(output, [N,OH,OW,OC], [n,oy,ox,oc], out); } |