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Non zero padding #37

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6acf573
Added non_zero_padding
fzi-peccia Apr 27, 2023
3caef5c
Merge
fzi-peccia May 31, 2023
1a9ff7e
Fix for rectangular convolutions with non zero padding
fzi-peccia Jun 1, 2023
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2 changes: 1 addition & 1 deletion bareMetalC/conv.c
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Original file line number Diff line number Diff line change
Expand Up @@ -228,7 +228,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

(elem_t*)input,
Expand Down
4 changes: 2 additions & 2 deletions bareMetalC/conv_dw.c
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Original file line number Diff line number Diff line change
Expand Up @@ -120,7 +120,7 @@ int main() {
#ifndef FAST
tiled_conv_dw_auto(BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM,
CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, PADDING, KERNEL_DIM,
STRIDE, PADDING, 0, KERNEL_DIM,

(elem_t*)input,
(elem_t*)weights,
Expand All @@ -140,7 +140,7 @@ int main() {
uint64_t start_gemmini = read_cycles();
tiled_conv_dw_auto(BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM,
CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, PADDING, KERNEL_DIM,
STRIDE, PADDING, 0, KERNEL_DIM,

(elem_t*)input,
(elem_t*)weights,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_dw_perf.c
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Original file line number Diff line number Diff line change
Expand Up @@ -85,7 +85,7 @@ int main (int argc, char * argv[]) {
uint64_t start_gemmini = read_cycles();

tiled_conv_dw_auto(BATCH_SIZE, IN_DIM, IN_DIM, CHANNELS, OUT_DIM, OUT_DIM,
STRIDE, PADDING, KERNEL_DIM,
STRIDE, PADDING, 0, KERNEL_DIM,

(elem_t*)input,
(elem_t*)weights,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_first_layer.c
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Original file line number Diff line number Diff line change
Expand Up @@ -229,7 +229,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

(elem_t*)input,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_perf.c
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Original file line number Diff line number Diff line change
Expand Up @@ -114,7 +114,7 @@ int main (int argc, char * argv[]) {
tiled_conv_auto(
BATCH_SIZE, IN_DIM, IN_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_DIM, OUT_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

(elem_t*)input,
Expand Down
4 changes: 2 additions & 2 deletions bareMetalC/conv_trans_input_3120.c
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Original file line number Diff line number Diff line change
Expand Up @@ -163,7 +163,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, TRANS_INPUT_3120, TRANS_WEIGHT_1203, TRANS_WEIGHT_0132,

(elem_t*)input,
Expand All @@ -183,7 +183,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, TRANS_INPUT_3120, TRANS_WEIGHT_1203, TRANS_WEIGHT_0132,

(elem_t*)input,
Expand Down
4 changes: 2 additions & 2 deletions bareMetalC/conv_trans_input_3120_with_kernel_dilation.c
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Original file line number Diff line number Diff line change
Expand Up @@ -165,7 +165,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, KERNEL_DILATION, PADDING, KERNEL_DIM,
STRIDE, 1, KERNEL_DILATION, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, TRANS_INPUT_3120, TRANS_WEIGHT_1203, TRANS_WEIGHT_0132,

(elem_t*)input,
Expand All @@ -185,7 +185,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, KERNEL_DILATION, PADDING, KERNEL_DIM,
STRIDE, 1, KERNEL_DILATION, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, TRANS_INPUT_3120, TRANS_WEIGHT_1203, TRANS_WEIGHT_0132,

(elem_t*)input,
Expand Down
4 changes: 2 additions & 2 deletions bareMetalC/conv_trans_output_1203.c
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Original file line number Diff line number Diff line change
Expand Up @@ -160,7 +160,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, false, false, false,

(elem_t*)input,
Expand All @@ -180,7 +180,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, false, false, false,

(elem_t*)input,
Expand Down
4 changes: 2 additions & 2 deletions bareMetalC/conv_trans_weight_0132.c
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Original file line number Diff line number Diff line change
Expand Up @@ -162,7 +162,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, false, TRANS_WEIGHT_1203, TRANS_WEIGHT_0132,

(elem_t*)input,
Expand All @@ -182,7 +182,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, false, TRANS_WEIGHT_1203, TRANS_WEIGHT_0132,

(elem_t*)input,
Expand Down
4 changes: 2 additions & 2 deletions bareMetalC/conv_trans_weight_1203.c
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Original file line number Diff line number Diff line change
Expand Up @@ -161,7 +161,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, false, TRANS_WEIGHT_1203, false,

(elem_t*)input,
Expand All @@ -181,7 +181,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, TRANS_OUTPUT_1203, false, TRANS_WEIGHT_1203, false,

(elem_t*)input,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_with_input_dilation.c
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Expand Up @@ -263,7 +263,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, KERNEL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

(elem_t*)input,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_with_input_dilation_and_neg_padding.c
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Original file line number Diff line number Diff line change
Expand Up @@ -255,7 +255,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, KERNEL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

(elem_t*)input,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_with_input_dilation_and_rot180.c
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Original file line number Diff line number Diff line change
Expand Up @@ -269,7 +269,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, KERNEL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, 0, KERNEL_DIM,
WROT180, false, false, false, false,

(elem_t*)input,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_with_kernel_dilation.c
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Original file line number Diff line number Diff line change
Expand Up @@ -276,7 +276,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, INPUT_DILATION, KERNEL_DILATION, PADDING, KERNEL_DIM,
STRIDE, INPUT_DILATION, KERNEL_DILATION, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

(elem_t*)input,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_with_pool.c
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Original file line number Diff line number Diff line change
Expand Up @@ -288,7 +288,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

// 1,
Expand Down
2 changes: 1 addition & 1 deletion bareMetalC/conv_with_rot180.c
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Original file line number Diff line number Diff line change
Expand Up @@ -269,7 +269,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_ROW_DIM, IN_COL_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_ROW_DIM, OUT_COL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, KERNEL_DIM,
STRIDE, INPUT_DILATION, 1, PADDING, 0, KERNEL_DIM,
WROT180, false, false, false, false,

(elem_t*)input,
Expand Down
2 changes: 1 addition & 1 deletion gemmini-data-collection/templates/conv_template.c
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Original file line number Diff line number Diff line change
Expand Up @@ -201,7 +201,7 @@ int main() {
tiled_conv_auto(
BATCH_SIZE, IN_DIM, IN_CHANNELS,
OUT_CHANNELS, OUT_DIM,
STRIDE, 1, 1, PADDING, KERNEL_DIM,
STRIDE, 1, 1, PADDING, 0, KERNEL_DIM,
false, false, false, false, false,

(elem_t*)input,
Expand Down
4 changes: 2 additions & 2 deletions imagenet/alexnet.c
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Original file line number Diff line number Diff line change
Expand Up @@ -104,7 +104,7 @@ int main (int argc, char * argv[]) {
tiled_conv_auto(
conv_1_params.batch_size, conv_1_params.in_dim, conv_1_params.in_channels,
conv_1_params.out_channels, conv_1_params.out_dim,
conv_1_params.stride, conv_1_params.padding, conv_1_params.kernel_size,
conv_1_params.stride, conv_1_params.padding, 0, conv_1_params.kernel_size,

(elem_t*)images, (elem_t*)conv_1_w, (acc_t*)conv_1_b, (elem_t*)conv_1_out_pooled,

Expand Down Expand Up @@ -156,7 +156,7 @@ int main (int argc, char * argv[]) {
tiled_conv_auto(
conv_2_params.batch_size, conv_2_params.in_dim, conv_2_params.in_channels,
conv_2_params.out_channels, conv_2_params.out_dim,
conv_2_params.stride, conv_2_params.padding, conv_2_params.kernel_size,
conv_2_params.stride, conv_2_params.padding, 0, conv_2_params.kernel_size,

(elem_t*)conv_1_out_pooled, (elem_t*)conv_2_w, (acc_t*)conv_2_b, (elem_t*)conv_2_out_pooled,

Expand Down
36 changes: 18 additions & 18 deletions imagenet/mobilenet.c
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Original file line number Diff line number Diff line change
Expand Up @@ -97,7 +97,7 @@ int main (int argc, char * argv[]) {
conv_1_params.batch_size, conv_1_params.in_row_dim, conv_1_params.in_col_dim,
conv_1_params.in_channels,
conv_1_params.out_channels, conv_1_params.out_row_dim, conv_1_params.out_col_dim,
conv_1_params.stride, 1, 1, conv_1_params.padding, conv_1_params.kernel_size,
conv_1_params.stride, 1, 1, conv_1_params.padding, 0, conv_1_params.kernel_size,
false, false, false, false, false,

(elem_t*)images, (elem_t*)conv_1_w, (acc_t*)conv_1_b, (elem_t*)conv_1_out,
Expand Down Expand Up @@ -126,7 +126,7 @@ int main (int argc, char * argv[]) {
conv_dw_2_params.batch_size, conv_dw_2_params.in_row_dim, conv_dw_2_params.in_col_dim,
conv_dw_2_params.in_channels,
conv_dw_2_params.out_row_dim, conv_dw_2_params.out_col_dim,
conv_dw_2_params.stride, conv_dw_2_params.padding, conv_dw_2_params.kernel_size,
conv_dw_2_params.stride, conv_dw_2_params.padding, 0, conv_dw_2_params.kernel_size,

(elem_t*)conv_1_out, (elem_t*)conv_dw_2_w, (acc_t*)conv_dw_2_b, (elem_t*)conv_dw_2_out,

Expand Down Expand Up @@ -206,7 +206,7 @@ int main (int argc, char * argv[]) {
conv_dw_5_params.batch_size, conv_dw_5_params.in_row_dim, conv_dw_5_params.in_col_dim,
conv_dw_5_params.in_channels,
conv_dw_5_params.out_row_dim, conv_dw_5_params.out_col_dim,
conv_dw_5_params.stride, conv_dw_5_params.padding, conv_dw_5_params.kernel_size,
conv_dw_5_params.stride, conv_dw_5_params.padding, 0, conv_dw_5_params.kernel_size,

(elem_t*)conv_4_out, (elem_t*)conv_dw_5_w, (acc_t*)conv_dw_5_b, (elem_t*)conv_dw_5_out,

Expand Down Expand Up @@ -287,7 +287,7 @@ int main (int argc, char * argv[]) {
conv_dw_8_params.batch_size, conv_dw_8_params.in_row_dim, conv_dw_8_params.in_col_dim,
conv_dw_8_params.in_channels,
conv_dw_8_params.out_row_dim, conv_dw_8_params.out_col_dim,
conv_dw_8_params.stride, conv_dw_8_params.padding, conv_dw_8_params.kernel_size,
conv_dw_8_params.stride, conv_dw_8_params.padding, 0, conv_dw_8_params.kernel_size,

(elem_t*)conv_7_out, (elem_t*)conv_dw_8_w, (acc_t*)conv_dw_8_b, (elem_t*)conv_dw_8_out,

Expand Down Expand Up @@ -383,7 +383,7 @@ int main (int argc, char * argv[]) {
conv_dw_11_params.batch_size, conv_dw_11_params.in_row_dim, conv_dw_11_params.in_col_dim,
conv_dw_11_params.in_channels,
conv_dw_11_params.out_row_dim, conv_dw_11_params.out_col_dim,
conv_dw_11_params.stride, conv_dw_11_params.padding, conv_dw_11_params.kernel_size,
conv_dw_11_params.stride, conv_dw_11_params.padding, 0, conv_dw_11_params.kernel_size,

(elem_t*)conv_10_out, (elem_t*)conv_dw_11_w, (acc_t*)conv_dw_11_b, (elem_t*)conv_dw_11_out,

Expand Down Expand Up @@ -463,7 +463,7 @@ int main (int argc, char * argv[]) {
conv_dw_14_params.batch_size, conv_dw_14_params.in_row_dim, conv_dw_14_params.in_col_dim,
conv_dw_14_params.in_channels,
conv_dw_14_params.out_row_dim, conv_dw_14_params.out_col_dim,
conv_dw_14_params.stride, conv_dw_14_params.padding, conv_dw_14_params.kernel_size,
conv_dw_14_params.stride, conv_dw_14_params.padding, 0, conv_dw_14_params.kernel_size,

(elem_t*)conv_13_out, (elem_t*)conv_dw_14_w, (acc_t*)conv_dw_14_b, (elem_t*)conv_dw_14_out,

Expand Down Expand Up @@ -559,7 +559,7 @@ int main (int argc, char * argv[]) {
conv_dw_17_params.batch_size, conv_dw_17_params.in_row_dim, conv_dw_17_params.in_col_dim,
conv_dw_17_params.in_channels,
conv_dw_17_params.out_row_dim, conv_dw_17_params.out_col_dim,
conv_dw_17_params.stride, conv_dw_17_params.padding, conv_dw_17_params.kernel_size,
conv_dw_17_params.stride, conv_dw_17_params.padding, 0, conv_dw_17_params.kernel_size,

(elem_t*)conv_16_out, (elem_t*)conv_dw_17_w, (acc_t*)conv_dw_17_b, (elem_t*)conv_dw_17_out,

Expand Down Expand Up @@ -655,7 +655,7 @@ int main (int argc, char * argv[]) {
conv_dw_20_params.batch_size, conv_dw_20_params.in_row_dim, conv_dw_20_params.in_col_dim,
conv_dw_20_params.in_channels,
conv_dw_20_params.out_row_dim, conv_dw_20_params.out_col_dim,
conv_dw_20_params.stride, conv_dw_20_params.padding, conv_dw_20_params.kernel_size,
conv_dw_20_params.stride, conv_dw_20_params.padding, 0, conv_dw_20_params.kernel_size,

(elem_t*)conv_19_out, (elem_t*)conv_dw_20_w, (acc_t*)conv_dw_20_b, (elem_t*)conv_dw_20_out,

Expand Down Expand Up @@ -734,7 +734,7 @@ int main (int argc, char * argv[]) {
conv_dw_23_params.batch_size, conv_dw_23_params.in_row_dim, conv_dw_23_params.in_col_dim,
conv_dw_23_params.in_channels,
conv_dw_23_params.out_row_dim, conv_dw_23_params.out_col_dim,
conv_dw_23_params.stride, conv_dw_23_params.padding, conv_dw_23_params.kernel_size,
conv_dw_23_params.stride, conv_dw_23_params.padding, 0, conv_dw_23_params.kernel_size,

(elem_t*)conv_22_out, (elem_t*)conv_dw_23_w, (acc_t*)conv_dw_23_b, (elem_t*)conv_dw_23_out,

Expand Down Expand Up @@ -830,7 +830,7 @@ int main (int argc, char * argv[]) {
conv_dw_26_params.batch_size, conv_dw_26_params.in_row_dim, conv_dw_26_params.in_col_dim,
conv_dw_26_params.in_channels,
conv_dw_26_params.out_row_dim, conv_dw_26_params.out_col_dim,
conv_dw_26_params.stride, conv_dw_26_params.padding, conv_dw_26_params.kernel_size,
conv_dw_26_params.stride, conv_dw_26_params.padding, 0, conv_dw_26_params.kernel_size,

(elem_t*)conv_25_out, (elem_t*)conv_dw_26_w, (acc_t*)conv_dw_26_b, (elem_t*)conv_dw_26_out,

Expand Down Expand Up @@ -926,7 +926,7 @@ int main (int argc, char * argv[]) {
conv_dw_29_params.batch_size, conv_dw_29_params.in_row_dim, conv_dw_29_params.in_col_dim,
conv_dw_29_params.in_channels,
conv_dw_29_params.out_row_dim, conv_dw_29_params.out_col_dim,
conv_dw_29_params.stride, conv_dw_29_params.padding, conv_dw_29_params.kernel_size,
conv_dw_29_params.stride, conv_dw_29_params.padding, 0, conv_dw_29_params.kernel_size,

(elem_t*)conv_28_out, (elem_t*)conv_dw_29_w, (acc_t*)conv_dw_29_b, (elem_t*)conv_dw_29_out,

Expand Down Expand Up @@ -1022,7 +1022,7 @@ int main (int argc, char * argv[]) {
conv_dw_32_params.batch_size, conv_dw_32_params.in_row_dim, conv_dw_32_params.in_col_dim,
conv_dw_32_params.in_channels,
conv_dw_32_params.out_row_dim, conv_dw_32_params.out_col_dim,
conv_dw_32_params.stride, conv_dw_32_params.padding, conv_dw_32_params.kernel_size,
conv_dw_32_params.stride, conv_dw_32_params.padding, 0, conv_dw_32_params.kernel_size,

(elem_t*)conv_31_out, (elem_t*)conv_dw_32_w, (acc_t*)conv_dw_32_b, (elem_t*)conv_dw_32_out,

Expand Down Expand Up @@ -1102,7 +1102,7 @@ int main (int argc, char * argv[]) {
conv_dw_35_params.batch_size, conv_dw_35_params.in_row_dim, conv_dw_35_params.in_col_dim,
conv_dw_35_params.in_channels,
conv_dw_35_params.out_row_dim, conv_dw_35_params.out_col_dim,
conv_dw_35_params.stride, conv_dw_35_params.padding, conv_dw_35_params.kernel_size,
conv_dw_35_params.stride, conv_dw_35_params.padding, 0, conv_dw_35_params.kernel_size,

(elem_t*)conv_34_out, (elem_t*)conv_dw_35_w, (acc_t*)conv_dw_35_b, (elem_t*)conv_dw_35_out,

Expand Down Expand Up @@ -1198,7 +1198,7 @@ int main (int argc, char * argv[]) {
conv_dw_38_params.batch_size, conv_dw_38_params.in_row_dim, conv_dw_38_params.in_col_dim,
conv_dw_38_params.in_channels,
conv_dw_38_params.out_row_dim, conv_dw_38_params.out_col_dim,
conv_dw_38_params.stride, conv_dw_38_params.padding, conv_dw_38_params.kernel_size,
conv_dw_38_params.stride, conv_dw_38_params.padding, 0, conv_dw_38_params.kernel_size,

(elem_t*)conv_37_out, (elem_t*)conv_dw_38_w, (acc_t*)conv_dw_38_b, (elem_t*)conv_dw_38_out,

Expand Down Expand Up @@ -1294,7 +1294,7 @@ int main (int argc, char * argv[]) {
conv_dw_41_params.batch_size, conv_dw_41_params.in_row_dim, conv_dw_41_params.in_col_dim,
conv_dw_41_params.in_channels,
conv_dw_41_params.out_row_dim, conv_dw_41_params.out_col_dim,
conv_dw_41_params.stride, conv_dw_41_params.padding, conv_dw_41_params.kernel_size,
conv_dw_41_params.stride, conv_dw_41_params.padding, 0, conv_dw_41_params.kernel_size,

(elem_t*)conv_40_out, (elem_t*)conv_dw_41_w, (acc_t*)conv_dw_41_b, (elem_t*)conv_dw_41_out,

Expand Down Expand Up @@ -1374,7 +1374,7 @@ int main (int argc, char * argv[]) {
conv_dw_44_params.batch_size, conv_dw_44_params.in_row_dim, conv_dw_44_params.in_col_dim,
conv_dw_44_params.in_channels,
conv_dw_44_params.out_row_dim, conv_dw_44_params.out_col_dim,
conv_dw_44_params.stride, conv_dw_44_params.padding, conv_dw_44_params.kernel_size,
conv_dw_44_params.stride, conv_dw_44_params.padding, 0, conv_dw_44_params.kernel_size,

(elem_t*)conv_43_out, (elem_t*)conv_dw_44_w, (acc_t*)conv_dw_44_b, (elem_t*)conv_dw_44_out,

Expand Down Expand Up @@ -1470,7 +1470,7 @@ int main (int argc, char * argv[]) {
conv_dw_47_params.batch_size, conv_dw_47_params.in_row_dim, conv_dw_47_params.in_col_dim,
conv_dw_47_params.in_channels,
conv_dw_47_params.out_row_dim, conv_dw_47_params.out_col_dim,
conv_dw_47_params.stride, conv_dw_47_params.padding, conv_dw_47_params.kernel_size,
conv_dw_47_params.stride, conv_dw_47_params.padding, 0, conv_dw_47_params.kernel_size,

(elem_t*)conv_46_out, (elem_t*)conv_dw_47_w, (acc_t*)conv_dw_47_b, (elem_t*)conv_dw_47_out,

Expand Down Expand Up @@ -1566,7 +1566,7 @@ int main (int argc, char * argv[]) {
conv_dw_50_params.batch_size, conv_dw_50_params.in_row_dim, conv_dw_50_params.in_col_dim,
conv_dw_50_params.in_channels,
conv_dw_50_params.out_row_dim, conv_dw_50_params.out_col_dim,
conv_dw_50_params.stride, conv_dw_50_params.padding, conv_dw_50_params.kernel_size,
conv_dw_50_params.stride, conv_dw_50_params.padding, 0, conv_dw_50_params.kernel_size,

(elem_t*)conv_49_out, (elem_t*)conv_dw_50_w, (acc_t*)conv_dw_50_b, (elem_t*)conv_dw_50_out,

Expand Down
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