// 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 ushort extract_weights(uchar val, int bit) { return ((val >> bit) & 1); } __kernel void binary_convolution( const __global half *restrict src_data, const __global uchar *restrict weights_data, __global half *restrict dst_data, float pad_value, int IW, int IH, int IC, int DW, int DH, int GC, int KW, int KH, int PW, int PH, int SW, int SH, int OW) { __local half src_local[32 * 1024]; __local half dst_local[2 * 1024]; const int oh = get_group_id(0); const int oc = get_group_id(1); const int OH = get_global_size(0); const int OC = get_global_size(1); const int gc = oc / (OC / GC); if (oh * SH >= 0 && oh * SH <= IH - 1) { const __global half *src = src_data + (gc * IC / GC) * IW * IH + (SH * oh) * IW; event_t e1 = async_work_group_copy_2D2D( src_local, // dst src, // src IW, // num_elements_per_line, IC / GC, // num_lines, IH * IW - IW, // src_line_stride, 0, // dst_line_stride, 0); wait_group_events(1, &e1); } half pad_value_half = convert_half(pad_value); //padding row if (oh * SH > IH - 1) { __local half *dst = src_local; for (int c = 0; c < IC / GC; c++) { #pragma unroll 8 for (int j = 0; j < IW; j++) { dst[j] = pad_value_half; } dst += IW; } } int OWS = SW * OW; ushort8 in; for (int ows8 = 0; ows8 < (OWS + 7) / 8; ows8++) { ushort8 val = {0, 0, 0, 0, 0, 0, 0, 0}; for (int ic = 0; ic < IC / GC; ++ic) { __local half *src = (__local half *)((__local half8 *)(src_local + ic * IW) + ows8); int weight_pos = oc * IC / GC + ic; ushort w = extract_weights(weights_data[((weight_pos + 0)) / 8], ((weight_pos + 0) % 8)); if ((ows8 * 8) <= IW - 1) { in = *((__local ushort8 *)(src)); } //padding column if (ows8 * 8 + 7 > IW - 1) { int boundary = (IW - 1) - ows8 * 8 + 1; boundary = boundary < 0 ? 0 : boundary; for (int offset = boundary; offset < 8; offset++) { *((half *)(&in) + offset) = pad_value_half; } } ushort8 w8 = (ushort8)(w); ushort8 cond = (((in) < (ushort8)0x8000) && (in > (ushort8)0x0000)) ? (ushort8)(1) : (ushort8)(0); val += (cond ^ w8); } ushort8 val_shift = val << 1; int boundary = (ows8 * 8 + 7) / SW < OW - 1 ? (ows8 * 8 + 7) / SW : OW - 1; for (int ow = (ows8 * 8 + SW - 1) / SW; ow <= boundary; ow++) { *(dst_local + ow) = (half)(IC / GC - *((ushort *)(&val_shift) + ow * SW - ows8 * 8)); } } barrier(CLK_LOCAL_MEM_FENCE); event_t e2 = async_work_group_copy(dst_data + oc * OW * OH + oh * OW, dst_local, OW, 0); wait_group_events(1, &e2); }