// // 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. // Ensure the image size is supported by GPU APIs and that for integer // implementations, position * stride does not overflow int32_t. ERROR_IF(max(OH,OW,IH,IW) >= 16384); ERROR_IF(scale_y_n <= 0 || scale_y_d <= 0 || scale_x_n <= 0 || scale_x_d <= 0); // if in_t=int8_t ensure that an int32_t accumulator can be used ERROR_IF(scale_y_n > (1 << 11) || scale_x_n > (1 << 11)); // set a consistent lower limit of 1/16 downscale to simplify implementations ERROR_IF(scale_y_d >= 16 * scale_y_n || scale_x_d >= 16 * scale_x_n); ERROR_IF(offset_y < -scale_y_n || offset_y >= 16 * scale_y_n); ERROR_IF(offset_x < -scale_x_n || offset_x >= 16 * scale_x_n); ERROR_IF(border_y < -16 * scale_y_n || border_y >= scale_y_n); ERROR_IF(border_x < -16 * scale_x_n || border_x >= scale_x_n); ERROR_IF(OH != idiv_check((IH - 1) * scale_y_n - offset_y + border_y, scale_y_d) + 1); ERROR_IF(OW != idiv_check((IW - 1) * scale_x_n - offset_x + border_x, scale_x_d) + 1); for_each(0 <= n < N, 0 <= oy < OH, 0 <= ox < OW, 0 <= c < C) { out_t acc; resize_t dx, dy; resize_t unit_x, unit_y; unit_x = (is_floating_point()) ? 1.0 : scale_x_n; unit_y = (is_floating_point()) ? 1.0 : scale_y_n; int32_t y = oy * scale_y_d + offset_y; int32_t x = ox * scale_x_d + offset_x; int16_t iy = idiv_floor(y, scale_y_n); int16_t ix = idiv_floor(x, scale_x_n); int16_t ry = y - iy * scale_y_n; // (y % scale_y_n) int16_t rx = x - ix * scale_x_n; // (x % scale_x_n) if (is_floating_point()) { dy = static_cast(ry) / static_cast(scale_y_n); dx = static_cast(rx) / static_cast(scale_x_n); } else { dy = ry; dx = rx; } // Note that -1 <= iy < IH and -1 <= ix < IW int16_t iy0 = apply_max_s(iy, 0); int16_t iy1 = apply_min_s(iy + 1, IH - 1); int16_t ix0 = apply_max_s(ix, 0); int16_t ix1 = apply_min_s(ix + 1, IW - 1); if (mode==BILINEAR) { using in_s_t = make_signed(in_t); // Use signed calculations for i8/i16 in_s_t v00 = static_cast(tensor_read(input, [N,IH,IW,C], [n,iy0,ix0,c])); in_s_t v01 = static_cast(tensor_read(input, [N,IH,IW,C], [n,iy0,ix1,c])); in_s_t v10 = static_cast(tensor_read(input, [N,IH,IW,C], [n,iy1,ix0,c])); in_s_t v11 = static_cast(tensor_read(input, [N,IH,IW,C], [n,iy1,ix1,c])); acc = v00 * (unit_y - dy) * (unit_x - dx); acc += v01 * (unit_y - dy) * dx; acc += v10 * dy * (unit_x - dx); acc += v11 * dy * dx; tensor_write(output, [N,OH,OW,C], [n,oy,ox,c], acc); } else if (mode==NEAREST) { int32_t iy, ix; if (is_floating_point()) { iy = (dy >= 0.5) ? iy1 : iy0; ix = (dx >= 0.5) ? ix1 : ix0; } else { iy = (2 * dy >= scale_y_n) ? iy1 : iy0; ix = (2 * dx >= scale_x_n) ? ix1 : ix0; } in_t v = tensor_read(input, [N,IH,IW,C], [n,iy,ix,c]); tensor_write(output, [N,OH,OW,C], [n,oy,ox,c], v); } }