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-rw-r--r--pseudocode/operators/TRANSPOSE_CONV2D.tosac35
1 files changed, 35 insertions, 0 deletions
diff --git a/pseudocode/operators/TRANSPOSE_CONV2D.tosac b/pseudocode/operators/TRANSPOSE_CONV2D.tosac
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+//
+// This confidential and proprietary software may be used only as
+// authorised by a licensing agreement from ARM Limited
+// (C) COPYRIGHT 2020-2024 ARM Limited
+// ALL RIGHTS RESERVED
+// The entire notice above must be reproduced on all authorised
+// copies and copies may only be made to the extent permitted
+// by a licensing agreement from ARM Limited.
+
+ERROR_IF(in_t != i8_t && input_zp != 0); // Zero point only allowed for int8_t
+ERROR_IF(weight_t != i8_t && weight_zp != 0);
+ERROR_IF(out_pad_top <= -KH || out_pad_bottom <= -KH);
+ERROR_IF(out_pad_left <= -KW || out_pad_right <= -KW);
+ERROR_IF(stride_y < 1 || stride_x < 1);
+ERROR_IF(OH != (IH - 1) * stride_y + out_pad_top + out_pad_bottom + KH);
+ERROR_IF(OW != (IW - 1) * stride_x + out_pad_left + out_pad_right + KW);
+ERROR_IF(BC != OC && BC != 1);
+
+for_each(index in [N, OH, OW, OC]) {
+ tensor_write<out_t>(output, [N,OH,OW,OC], index, bias[(BC == 1) ? 0 : index[3]])
+}
+for_each(0 <= n < N, 0 <= iy < IH, 0 <= ix < IW, 0 <= oc < OC,
+ 0 <= ic < IC, 0 <= ky < KH, 0 <= kx < KW) {
+ index_t oy = iy * stride_y + out_pad_top + ky;
+ index_t ox = ix * stride_x + out_pad_left + kx;
+ if (oy >= 0 && oy < OH && ox >= 0 && ox < OW) {
+ out_t acc = static_cast<out_t>(tensor_read<out_t>(output, [N,OH,OW,OC], [n,oy,ox,oc]));
+ out_t value = static_cast<out_t>(tensor_read<in_t>(input, [N,IH,IW,IC], [n,iy,ix,ic]));
+ out_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));
+ tensor_write<out_t>(output, [N,OH,OW,OC], [n,oy,ox,oc], acc);
+ }
+}