diff options
Diffstat (limited to 'pseudocode/operators/MAX_POOL2D.tosac')
-rw-r--r-- | pseudocode/operators/MAX_POOL2D.tosac | 33 |
1 files changed, 33 insertions, 0 deletions
diff --git a/pseudocode/operators/MAX_POOL2D.tosac b/pseudocode/operators/MAX_POOL2D.tosac new file mode 100644 index 0000000..a33b80a --- /dev/null +++ b/pseudocode/operators/MAX_POOL2D.tosac @@ -0,0 +1,33 @@ +// +// 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(kernel_y < 1 || kernel_x < 1); // kernel size must be >= 1 +ERROR_IF(stride_y < 1 || stride_x < 1); +ERROR_IF(pad_top < 0 || pad_bottom < 0 || pad_left < 0 || pad_right < 0); +// Padding must be less than kernel size, otherwise no +// input values will be used. +ERROR_IF(pad_right >= kernel_x || pad_left >= kernel_x); +ERROR_IF(pad_top >= kernel_y || pad_bottom >= kernel_y); +ERROR_IF(OH != idiv_check(IH + pad_top + pad_bottom - kernel_y, stride_y) + 1); +ERROR_IF(OW != idiv_check(IW + pad_left + pad_right - kernel_x, stride_x) + 1); + +for_each(0 <= n < N, 0 <= oy < H, 0 <= ox < W, 0 <= c < C ) { + in_out_t acc = minimum_value<in_out_t>; + index_t iy = oy * stride_y - pad_top; + index_t ix = ox * stride_x - pad_left; + for_each( 0 <= ky < kernel_y, 0 <= kx < kernel_x ) { + index_t y = iy + ky; + index_t x = ix + kx; + if (y >= 0 && y < IH && x >= 0 && x < IW) { + in_out_t value = tensor_read<in_out_t>(input, [N,IH,IW,C], [n,y,x,c]); + acc = apply_max_s<in_out_t>(acc, value); + } + } + tensor_write<in_out_t>(output, [N,OH,OW,C], [n,oy,ox,c], acc); +} |