// // 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 for int8_t ERROR_IF(weight_t != i8_t && weight_zp != 0); ERROR_IF(pad_top < 0 || pad_bottom < 0 || pad_left < 0 || pad_right < 0); ERROR_IF(stride_y < 1 || stride_x < 1); ERROR_IF(dilation_y < 1 || dilation_x < 1); ERROR_IF(OH != idiv_check(IH - 1 + pad_top + pad_bottom - (KH - 1) * dilation_y, stride_y) + 1); ERROR_IF(OW != idiv_check(IW - 1 + pad_left + pad_right - (KW - 1) * dilation_x, stride_x) + 1); ERROR_IF(BC != C*M && BC != 1); for_each(0 <= n < N, 0 <= oy < OH, 0 <= ox < OW, 0 <= c < C, 0 <= m < M) { out_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) { 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(tensor_read(input, [N,IH,IW,C], [n,y,x,c])); out_t weight = static_cast(tensor_read(weight, [KH,KW,C,M], [ky,kx,c,m])); value = apply_sub_s(value, static_cast(input_zp)); weight = apply_sub_s(weight, static_cast(weight_zp)); acc = apply_add_s(acc, apply_mul_s(value, weight)); } } acc = apply_add_s(acc, bias[(BC == 1) ? 0 : (c * M) + m]); tensor_write(output, [N,OH,OW,C * M], [n,oy,ox,c * M + m], acc); }