// Copyright (C) 2018-2022 Intel Corporation // SPDX-License-Identifier: Apache-2.0 // #pragma OPENCL EXTENSION cl_khr_fp16 : enable #pragma OPENCL EXTENSION cl_khr_extended_async_copies : enable __kernel void quantize( __global const half *restrict src_data, __global const half *restrict input_low, __global const half *restrict input_high, __global const half *restrict output_low, __global const half *restrict output_high, __global half *restrict dst_data, int levels, int input_low_size, int input_high_size, int output_low_size, int output_high_size, int W, int H) { __local half local_src[15 * 1024]; __local half local_dst[15 * 1024]; event_t e1 = async_work_group_copy(local_src, src_data + get_group_id(2) * W * H, W * H, 0); wait_group_events(1, &e1); int c = get_group_id(2); half h_ilow = (input_low_size == 1 ? input_low[0] : input_low[c]); half h_ihigh = (input_high_size == 1 ? input_high[0] : input_high[c]); half h_olow = (output_low_size == 1 ? output_low[0] : output_low[c]); half h_ohigh = (output_high_size == 1 ? output_high[0] : output_high[c]); half const1 = (half)( !(h_ihigh - h_ilow) ? 0.0f : convert_float(levels - 1) / (convert_float(h_ihigh) - convert_float(h_ilow))); half const2 = (half)(!(levels - 1) ? 0.0f : (convert_float(h_ohigh) - convert_float(h_olow)) / convert_float(levels - 1)); __local const half *restrict src = local_src + W * get_local_id(1); __local half *restrict dst = local_dst + W * get_local_id(1); for (int w = 0; w < W / 8; w++) { half8 val = *((__local half8 *)src + w); half8 aux = (val - (half8)h_ilow) * (half8)const1 + (half8)0.5h; aux = (half8){ (half)(short)(aux.s0), (half)(short)(aux.s1), (half)(short)(aux.s2), (half)(short)(aux.s3), (half)(short)(aux.s4), (half)(short)(aux.s5), (half)(short)(aux.s6), (half)(short)(aux.s7)}; aux = aux * (half8)const2 + (half8)h_olow; short8 a; short8 b; a.s0 = (val.s0 <= h_ilow); a.s1 = (val.s1 <= h_ilow); a.s2 = (val.s2 <= h_ilow); a.s3 = (val.s3 <= h_ilow); a.s4 = (val.s4 <= h_ilow); a.s5 = (val.s5 <= h_ilow); a.s6 = (val.s6 <= h_ilow); a.s7 = (val.s7 <= h_ilow); b.s0 = (val.s0 > h_ihigh); b.s1 = (val.s1 > h_ihigh); b.s2 = (val.s2 > h_ihigh); b.s3 = (val.s3 > h_ihigh); b.s4 = (val.s4 > h_ihigh); b.s5 = (val.s5 > h_ihigh); b.s6 = (val.s6 > h_ihigh); b.s7 = (val.s7 > h_ihigh); a = ~(a - (short8)1); b = ~(b - (short8)1); short8 c1 = (~a & b); short8 c2 = (~a & ~b); short8 res = (a & as_short8((half8)h_olow)) | (c1 & as_short8((half8)h_ohigh)) | (c2 & as_short8(aux)); *((__local half8 *)dst + w) = as_half8(res); } for (int w = W & (~0x7); w < W; w++) { half val = src[w]; short a = val <= h_ilow; a = ~(a - 1); short b = val > h_ihigh; b = ~(b - 1); short c1 = (~a & b); short c2 = (~a & ~b); short res = (a & as_short(h_olow)) | (c1 & as_short(h_ohigh)) | (c2 & as_short(((half)(round((val - h_ilow) * const1) * const2) + h_olow))); dst[w] = as_half(res); } barrier(CLK_LOCAL_MEM_FENCE); event_t e2 = async_work_group_copy(dst_data + get_group_id(2) * W * H, local_dst, W * H, 0); wait_group_events(1, &e2); }