| 1 | namespace dnnl { |
|---|---|
| 2 | namespace impl { |
| 3 | namespace gpu { |
| 4 | namespace ocl { |
| 5 | const char *xe_lp_conv_fwd_data_ow_block_x8s8x_kernel = R"==(/******************************************************************************* )==" "\n" |
| 6 | R"==(* Copyright 2019-2022 Intel Corporation )==" "\n" |
| 7 | R"==(* )==" "\n" |
| 8 | R"==(* Licensed under the Apache License, Version 2.0 (the "License"); )==" "\n" |
| 9 | R"==(* you may not use this file except in compliance with the License. )==" "\n" |
| 10 | R"==(* You may obtain a copy of the License at )==" "\n" |
| 11 | R"==(* )==" "\n" |
| 12 | R"==(* http: )==" "\n" |
| 13 | R"==(* )==" "\n" |
| 14 | R"==(* Unless required by applicable law or agreed to in writing, software )==" "\n" |
| 15 | R"==(* distributed under the License is distributed on an "AS IS" BASIS, )==" "\n" |
| 16 | R"==(* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. )==" "\n" |
| 17 | R"==(* See the License for the specific language governing permissions and )==" "\n" |
| 18 | R"==(* limitations under the License. )==" "\n" |
| 19 | R"==(*******************************************************************************/ )==" "\n" |
| 20 | R"==(#include "gpu/ocl/ocl_math_utils.h" )==" "\n" |
| 21 | R"==(#include "gpu/ocl/ocl_post_ops.h" )==" "\n" |
| 22 | R"==(#include "gpu/ocl/ocl_types.h" )==" "\n" |
| 23 | R"==(#include "gpu/ocl/ocl_zero_points.h" )==" "\n" |
| 24 | R"==(#if IC % IC_BLOCK != 0 )==" "\n" |
| 25 | R"==(#define IC_NBLOCKS_TAIL ((IC - (IC & ~(IC_BLOCK - 1)) + 3) / 4) )==" "\n" |
| 26 | R"==(#else )==" "\n" |
| 27 | R"==(#define IC_NBLOCKS_TAIL 8 )==" "\n" |
| 28 | R"==(#endif )==" "\n" |
| 29 | R"==(#if OW_BLOCK == 4 )==" "\n" |
| 30 | R"==(#define BLOCK 4 )==" "\n" |
| 31 | R"==(#define ACC_DATA_BLOCK int4 )==" "\n" |
| 32 | R"==(#define SRC_DATA_BLOCK_T SRC_MMAD_DATA4_T )==" "\n" |
| 33 | R"==(#define READ_BLOCK intel_sub_group_block_read4 )==" "\n" |
| 34 | R"==(#define WRITE_LOCAL block_write4 )==" "\n" |
| 35 | R"==(DECLARE_MMAD_EMU(mmad_tail, idot4, IC_NBLOCKS_TAIL, 4, SRC_DATA_BLOCK_T, int8, )==" "\n" |
| 36 | R"==(ACC_DATA_BLOCK) )==" "\n" |
| 37 | R"==(#define MMAD_FULL mmad8x4 )==" "\n" |
| 38 | R"==(#define MMAD_TAIL mmad_tail )==" "\n" |
| 39 | R"==(#else )==" "\n" |
| 40 | R"==(#define BLOCK 8 )==" "\n" |
| 41 | R"==(#define ACC_DATA_BLOCK int8 )==" "\n" |
| 42 | R"==(#define SRC_DATA_BLOCK_T SRC_MMAD_DATA8_T )==" "\n" |
| 43 | R"==(#define READ_BLOCK intel_sub_group_block_read8 )==" "\n" |
| 44 | R"==(#define WRITE_LOCAL block_write8 )==" "\n" |
| 45 | R"==(DECLARE_MMAD_EMU(mmad_tail, idot4, IC_NBLOCKS_TAIL, 8, SRC_DATA_BLOCK_T, int8, )==" "\n" |
| 46 | R"==(ACC_DATA_BLOCK) )==" "\n" |
| 47 | R"==(#define MMAD_FULL mmad8x8 )==" "\n" |
| 48 | R"==(#define MMAD_TAIL mmad_tail )==" "\n" |
| 49 | R"==(#endif )==" "\n" |
| 50 | R"==(#define BLOCK_READ_SRC(data, idx) \ )==" "\n" |
| 51 | R"==(data = intel_sub_group_block_read8((__global uint *)&src[idx]); )==" "\n" |
| 52 | R"==(#define BLOCK_READ_WHT_1x32(data, idx) \ )==" "\n" |
| 53 | R"==(data = as_int(intel_sub_group_block_read((__global uint *)&wei[idx])); )==" "\n" |
| 54 | R"==(#define BLOCK_READ_WHT_8x32(data, idx) \ )==" "\n" |
| 55 | R"==(data = as_int8(intel_sub_group_block_read8((__global uint *)&wei[idx])); )==" "\n" |
| 56 | R"==(#if OC % OC_BLOCK == 0 )==" "\n" |
| 57 | R"==(#define BLOCK_READ_BIA(data, idx) \ )==" "\n" |
| 58 | R"==(data = as_float4(intel_sub_group_block_read4((__global uint *)&bias[idx])); )==" "\n" |
| 59 | R"==(#else )==" "\n" |
| 60 | R"==(#define BLOCK_READ_BIA(data, idx) \ )==" "\n" |
| 61 | R"==(data = (float4)0; \ )==" "\n" |
| 62 | R"==(int i; \ )==" "\n" |
| 63 | R"==(for (i = idx; i < idx + OC_BLOCK && i < OC - (OC % SUB_GROUP_SIZE); \ )==" "\n" |
| 64 | R"==(i += SUB_GROUP_SIZE) { \ )==" "\n" |
| 65 | R"==(data[(i - idx) / SUB_GROUP_SIZE] = as_float( \ )==" "\n" |
| 66 | R"==(intel_sub_group_block_read((__global uint *)&bias[i])); \ )==" "\n" |
| 67 | R"==(} \ )==" "\n" |
| 68 | R"==(if ((get_sub_group_local_id() < OC % SUB_GROUP_SIZE) && i < OC \ )==" "\n" |
| 69 | R"==(&& (i - idx) / SUB_GROUP_SIZE < 4) { \ )==" "\n" |
| 70 | R"==(data[(i - idx) / SUB_GROUP_SIZE] \ )==" "\n" |
| 71 | R"==(= as_float(bias[i + get_sub_group_local_id()]); \ )==" "\n" |
| 72 | R"==(} )==" "\n" |
| 73 | R"==(#endif )==" "\n" |
| 74 | R"==(#define BLOCK_READ_SCALES(data, idx) \ )==" "\n" |
| 75 | R"==(if (OC >= idx + (SUB_GROUP_SIZE * 4)) { \ )==" "\n" |
| 76 | R"==(data = as_float4(intel_sub_group_block_read4( \ )==" "\n" |
| 77 | R"==((__global uint *)&runtime_scales[idx])); \ )==" "\n" |
| 78 | R"==(} else { \ )==" "\n" |
| 79 | R"==(float local_dat[4] = {}; \ )==" "\n" |
| 80 | R"==(for (int i = 0; i < 4; ++i) \ )==" "\n" |
| 81 | R"==(if (idx + ((i + 1) * SUB_GROUP_SIZE) <= OC) { \ )==" "\n" |
| 82 | R"==(local_dat[i] = as_float(intel_sub_group_block_read( \ )==" "\n" |
| 83 | R"==((__global uint *)&runtime_scales[idx \ )==" "\n" |
| 84 | R"==(+ (SUB_GROUP_SIZE * i)])); \ )==" "\n" |
| 85 | R"==(} else if (idx + (i * SUB_GROUP_SIZE) + subg_local_id < OC) { \ )==" "\n" |
| 86 | R"==(local_dat[i] = runtime_scales[idx + (SUB_GROUP_SIZE * i) \ )==" "\n" |
| 87 | R"==(+ subg_local_id]; \ )==" "\n" |
| 88 | R"==(} \ )==" "\n" |
| 89 | R"==(data.s0 = local_dat[0]; \ )==" "\n" |
| 90 | R"==(data.s1 = local_dat[1]; \ )==" "\n" |
| 91 | R"==(data.s2 = local_dat[2]; \ )==" "\n" |
| 92 | R"==(data.s3 = local_dat[3]; \ )==" "\n" |
| 93 | R"==(} )==" "\n" |
| 94 | R"==(#if SCALES_PER_OC )==" "\n" |
| 95 | R"==(#define SCALE scales )==" "\n" |
| 96 | R"==(#elif SCALES_COMMON )==" "\n" |
| 97 | R"==(#define SCALE runtime_scales[0] )==" "\n" |
| 98 | R"==(#else )==" "\n" |
| 99 | R"==(#define SCALE 1 )==" "\n" |
| 100 | R"==(#endif )==" "\n" |
| 101 | R"==(__attribute__((intel_reqd_sub_group_size(SUB_GROUP_SIZE))) )==" "\n" |
| 102 | R"==(__attribute__((reqd_work_group_size(LWS_0, LWS_1, LWS_2))) __kernel void )==" "\n" |
| 103 | R"==(conv_fwd_ow_block_x8s8x(const __global SRC_DATA_T *src, )==" "\n" |
| 104 | R"==(const __global char *wei, const __global float *bias, )==" "\n" |
| 105 | R"==(__global DATA_T *dst POST_OP_ARGS, const __global float *runtime_scales, )==" "\n" |
| 106 | R"==(const __global int *src_compensation, const __global int *src_zpoints, )==" "\n" |
| 107 | R"==(const __global int *dst_compensation) { )==" "\n" |
| 108 | R"==(const int group_oc = get_group_id(0) * OC_GROUP; )==" "\n" |
| 109 | R"==(const int group_mb = get_group_id(2) * MB_GROUP; )==" "\n" |
| 110 | R"==(const int group_sp = get_group_id(1) * SP_GROUP; )==" "\n" |
| 111 | R"==(const int sub_group_id = get_sub_group_id(); )==" "\n" |
| 112 | R"==(const int subg_local_id = get_sub_group_local_id(); )==" "\n" |
| 113 | R"==(const int oc = (sub_group_id % OC_GROUP); )==" "\n" |
| 114 | R"==(const int sp = (sub_group_id / OC_GROUP); )==" "\n" |
| 115 | R"==(const int g = (group_oc + oc) / OC_NCHUNK; )==" "\n" |
| 116 | R"==(const int group_ic = IC_NCHUNK * g; )==" "\n" |
| 117 | R"==(const int god = group_sp / (OW_PADDED * OH); )==" "\n" |
| 118 | R"==(const int gohw = group_sp % (OW_PADDED * OH); )==" "\n" |
| 119 | R"==(const int goh = gohw / OW_PADDED; )==" "\n" |
| 120 | R"==(const int gow = OW_BLOCK * (gohw % OW_PADDED); )==" "\n" |
| 121 | R"==(const int gid = god * SD; )==" "\n" |
| 122 | R"==(const int gih = goh * SH; )==" "\n" |
| 123 | R"==(const int giw = gow * SW; )==" "\n" |
| 124 | R"==(const int local_ow = OW_BLOCK * sp; )==" "\n" |
| 125 | R"==(const int local_iw = local_ow * SW; )==" "\n" |
| 126 | R"==(const int od = god; )==" "\n" |
| 127 | R"==(const int ow = gow + local_ow; )==" "\n" |
| 128 | R"==(const int oh = goh; )==" "\n" |
| 129 | R"==(const int id = gid - PD; )==" "\n" |
| 130 | R"==(const int iw = giw + local_iw - PW; )==" "\n" |
| 131 | R"==(const int ih = gih - PH; )==" "\n" |
| 132 | R"==(__local uint S_slice[SRC_SLM_SIZE]; )==" "\n" |
| 133 | R"==(__local uint *S_part = S_slice + IC_BLOCK / 4 * (sp * SW * OW_BLOCK + PW); )==" "\n" |
| 134 | R"==(__local uint *S_work = S_slice + IC_BLOCK / 4 * (sp * SW * OW_BLOCK); )==" "\n" |
| 135 | R"==(const bool left_tail = iw < 0; )==" "\n" |
| 136 | R"==(const bool left_nozero_tail = sub_group_id == 0 && iw > -PW; )==" "\n" |
| 137 | R"==(const bool right_tail = (iw + PW + SLM_TAIL >= IW) && (iw + PW < IW); )==" "\n" |
| 138 | R"==(const bool right_nozero_tail )==" "\n" |
| 139 | R"==(= sp == (LWS_1 - 1) && (iw + PW + SLM_TAIL < IW); )==" "\n" |
| 140 | R"==(const bool empty = (iw + PW >= IW); )==" "\n" |
| 141 | R"==(dst += OC_BLOCK * OD * OH * OW * MB_BLOCK * (group_oc + oc); )==" "\n" |
| 142 | R"==(dst += OC_BLOCK * OD * OH * OW * OC_NCHUNK * G * MB_BLOCK * group_mb; )==" "\n" |
| 143 | R"==(dst += OC_BLOCK * MB_BLOCK * (OW * OH * od + OW * oh + ow); )==" "\n" |
| 144 | R"==(src += IC_BLOCK * ID * IH * IW * MB_BLOCK * group_ic; )==" "\n" |
| 145 | R"==(src += IC_BLOCK * ID * IH * IW * IC_NCHUNK * G * MB_BLOCK * group_mb; )==" "\n" |
| 146 | R"==(src += IC_BLOCK * MB_BLOCK * (IW * IH * id + IW * ih + iw + PW); )==" "\n" |
| 147 | R"==(wei += IC_BLOCK * KD * KH * KW * OC_BLOCK * (group_oc + oc) * IC_NCHUNK; )==" "\n" |
| 148 | R"==(/* Prepare S_slice tails */ )==" "\n" |
| 149 | R"==(#if PW > 0 )==" "\n" |
| 150 | R"==(if (left_tail) { )==" "\n" |
| 151 | R"==(for (int i = 0; i < PW; i++) { )==" "\n" |
| 152 | R"==(block_write(S_slice + i * 8, 0); )==" "\n" |
| 153 | R"==(} )==" "\n" |
| 154 | R"==(} )==" "\n" |
| 155 | R"==(#endif )==" "\n" |
| 156 | R"==(#if ZERO_TAIL > 0 )==" "\n" |
| 157 | R"==(if (right_tail) { )==" "\n" |
| 158 | R"==(for (int i = SLM_TAIL; i < SW * OW_BLOCK + (KW - 1) * (1 + DW) - PW; )==" "\n" |
| 159 | R"==(i++) { )==" "\n" |
| 160 | R"==(block_write(S_part + i * 8, 0); )==" "\n" |
| 161 | R"==(} )==" "\n" |
| 162 | R"==(} )==" "\n" |
| 163 | R"==(#if SLM_NCHUNK < OW_NCHUNK )==" "\n" |
| 164 | R"==(if (empty) { )==" "\n" |
| 165 | R"==(for (int i = -PW; i < SW * OW_BLOCK + (KW - 1) * (1 + DW) - PW; i++) { )==" "\n" |
| 166 | R"==(block_write(S_part + i * 8, 0); )==" "\n" |
| 167 | R"==(} )==" "\n" |
| 168 | R"==(} )==" "\n" |
| 169 | R"==(#endif )==" "\n" |
| 170 | R"==(#endif )==" "\n" |
| 171 | R"==(ACC_DATA_BLOCK C00 = 0, C01 = 0, C02 = 0, C03 = 0; )==" "\n" |
| 172 | R"==(for (int ic_chunk = 0; ic_chunk < IC_NCHUNK; ic_chunk++) { )==" "\n" |
| 173 | R"==(SRC_DATA_BLOCK_T S0; )==" "\n" |
| 174 | R"==(for (int kd = 0; kd < KD; kd++) { )==" "\n" |
| 175 | R"==(if (kd * (1 + DD) + id < 0 || kd * (1 + DD) + id >= ID) { )==" "\n" |
| 176 | R"==(src += IC_BLOCK * MB_BLOCK * IH * IW * (1 + DD); )==" "\n" |
| 177 | R"==(wei += IC_BLOCK * OC_BLOCK * KH * KW; )==" "\n" |
| 178 | R"==(continue; )==" "\n" |
| 179 | R"==(} )==" "\n" |
| 180 | R"==(for (int kh = 0; kh < KH; kh++) { )==" "\n" |
| 181 | R"==(if (kh * (1 + DH) + ih < 0 || kh * (1 + DH) + ih >= IH) { )==" "\n" |
| 182 | R"==(src += IC_BLOCK * MB_BLOCK * IW * (1 + DH); )==" "\n" |
| 183 | R"==(wei += IC_BLOCK * OC_BLOCK * KW; )==" "\n" |
| 184 | R"==(continue; )==" "\n" |
| 185 | R"==(} )==" "\n" |
| 186 | R"==(barrier(CLK_LOCAL_MEM_FENCE); )==" "\n" |
| 187 | R"==(#if SLM_NCHUNK < OW_NCHUNK )==" "\n" |
| 188 | R"==(if (iw + PW < IW) { )==" "\n" |
| 189 | R"==(#endif )==" "\n" |
| 190 | R"==(#if OW_NCHUNK > LWS_1 )==" "\n" |
| 191 | R"==(/* Copy tails in case of multigroups */ )==" "\n" |
| 192 | R"==(if (ow < OW) { )==" "\n" |
| 193 | R"==(#if PW > 0 )==" "\n" |
| 194 | R"==(if (left_nozero_tail) { )==" "\n" |
| 195 | R"==(for (int i = -PW - min(iw, 0); i < 0; i++) { )==" "\n" |
| 196 | R"==(block_write(S_part + i * 8, )==" "\n" |
| 197 | R"==(intel_sub_group_block_read( )==" "\n" |
| 198 | R"==((const __global uint *)(&src[i )==" "\n" |
| 199 | R"==(* IC_BLOCK]))); )==" "\n" |
| 200 | R"==(} )==" "\n" |
| 201 | R"==(} )==" "\n" |
| 202 | R"==(#endif )==" "\n" |
| 203 | R"==(if (right_nozero_tail) { )==" "\n" |
| 204 | R"==(int buffer_last = (KW - 1) * (1 + DW) - PW; )==" "\n" |
| 205 | R"==(int src_last = IW - iw - SW * OW_BLOCK - PW; )==" "\n" |
| 206 | R"==(for (int i = SW * OW_BLOCK; i < SW * OW_BLOCK )==" "\n" |
| 207 | R"==(+ min(buffer_last, src_last); )==" "\n" |
| 208 | R"==(i++) { )==" "\n" |
| 209 | R"==(block_write(S_part + i * 8, )==" "\n" |
| 210 | R"==(intel_sub_group_block_read( )==" "\n" |
| 211 | R"==((const __global uint *)(&src[i )==" "\n" |
| 212 | R"==(* IC_BLOCK]))); )==" "\n" |
| 213 | R"==(} )==" "\n" |
| 214 | R"==(for (int i = SW * OW_BLOCK )==" "\n" |
| 215 | R"==(+ min(buffer_last, src_last); )==" "\n" |
| 216 | R"==(i < SW * OW_BLOCK + buffer_last; i++) { )==" "\n" |
| 217 | R"==(block_write(S_part + i * 8, 0); )==" "\n" |
| 218 | R"==(} )==" "\n" |
| 219 | R"==(} )==" "\n" |
| 220 | R"==(#endif )==" "\n" |
| 221 | R"==(#if SLM_TAIL != OW_BLOCK * SW )==" "\n" |
| 222 | R"==(/* Copy last block to SLM */ )==" "\n" |
| 223 | R"==(if (right_tail) { )==" "\n" |
| 224 | R"==(__attribute__((opencl_unroll_hint)) for (int i = 0; )==" "\n" |
| 225 | R"==(i )==" "\n" |
| 226 | R"==(< SLM_TAIL; )==" "\n" |
| 227 | R"==(i++) { )==" "\n" |
| 228 | R"==(block_write(S_part + i * 8, )==" "\n" |
| 229 | R"==(intel_sub_group_block_read( )==" "\n" |
| 230 | R"==((const __global uint *)(&src[i )==" "\n" |
| 231 | R"==(* IC_BLOCK]))); )==" "\n" |
| 232 | R"==(} )==" "\n" |
| 233 | R"==(} else { )==" "\n" |
| 234 | R"==(#endif )==" "\n" |
| 235 | R"==(/* Copy block to SLM */ )==" "\n" |
| 236 | R"==(__attribute__(( )==" "\n" |
| 237 | R"==(opencl_unroll_hint)) for (int i = 0; )==" "\n" |
| 238 | R"==(i < SW * OW_BLOCK; )==" "\n" |
| 239 | R"==(i += OW_BLOCK) { )==" "\n" |
| 240 | R"==(WRITE_LOCAL(S_part + i * 8, )==" "\n" |
| 241 | R"==(READ_BLOCK( )==" "\n" |
| 242 | R"==((const __global uint *)(&src[i )==" "\n" |
| 243 | R"==(* IC_BLOCK]))); )==" "\n" |
| 244 | R"==(} )==" "\n" |
| 245 | R"==(#if SLM_TAIL != OW_BLOCK * SW )==" "\n" |
| 246 | R"==(} )==" "\n" |
| 247 | R"==(#endif )==" "\n" |
| 248 | R"==(#if OW_NCHUNK > LWS_1 )==" "\n" |
| 249 | R"==(} )==" "\n" |
| 250 | R"==(#endif )==" "\n" |
| 251 | R"==(#if SLM_NCHUNK < OW_NCHUNK )==" "\n" |
| 252 | R"==(} )==" "\n" |
| 253 | R"==(#endif )==" "\n" |
| 254 | R"==(barrier(CLK_LOCAL_MEM_FENCE); )==" "\n" |
| 255 | R"==(for (int kw = 0; kw < KW; kw++) { )==" "\n" |
| 256 | R"==(unroll_for(int i = 0; i < OW_BLOCK; i++) { )==" "\n" |
| 257 | R"==(S0[i] = block_read( )==" "\n" |
| 258 | R"==(S_work + (kw * (1 + DW) + SW * i) * 8); )==" "\n" |
| 259 | R"==(} )==" "\n" |
| 260 | R"==(int8 W0 = 0, W1 = 0, W2 = 0, W3 = 0; )==" "\n" |
| 261 | R"==(#if IC % IC_BLOCK != 0 )==" "\n" |
| 262 | R"==(if (ic_chunk == IC_NCHUNK - 1) { )==" "\n" |
| 263 | R"==(unroll_for(int i = 0; i < IC_NBLOCKS_TAIL; ++i) )==" "\n" |
| 264 | R"==(BLOCK_READ_WHT_1x32(W0[i], (i + 0) * IC_BLOCK); )==" "\n" |
| 265 | R"==(if (OC > 8) )==" "\n" |
| 266 | R"==(unroll_for(int i = 0; i < IC_NBLOCKS_TAIL; ++i) )==" "\n" |
| 267 | R"==(BLOCK_READ_WHT_1x32( )==" "\n" |
| 268 | R"==(W1[i], (i + 8) * IC_BLOCK); )==" "\n" |
| 269 | R"==(if (OC > 16) )==" "\n" |
| 270 | R"==(unroll_for(int i = 0; i < IC_NBLOCKS_TAIL; ++i) )==" "\n" |
| 271 | R"==(BLOCK_READ_WHT_1x32( )==" "\n" |
| 272 | R"==(W2[i], (i + 16) * IC_BLOCK); )==" "\n" |
| 273 | R"==(if (OC > 24) )==" "\n" |
| 274 | R"==(unroll_for(int i = 0; i < IC_NBLOCKS_TAIL; ++i) )==" "\n" |
| 275 | R"==(BLOCK_READ_WHT_1x32( )==" "\n" |
| 276 | R"==(W3[i], (i + 24) * IC_BLOCK); )==" "\n" |
| 277 | R"==(C00 = MMAD_TAIL(S0, W0, C00); )==" "\n" |
| 278 | R"==(if (OC > 8) C01 = MMAD_TAIL(S0, W1, C01); )==" "\n" |
| 279 | R"==(if (OC > 16) C02 = MMAD_TAIL(S0, W2, C02); )==" "\n" |
| 280 | R"==(if (OC > 24) C03 = MMAD_TAIL(S0, W3, C03); )==" "\n" |
| 281 | R"==(} else )==" "\n" |
| 282 | R"==(#endif )==" "\n" |
| 283 | R"==({ )==" "\n" |
| 284 | R"==(BLOCK_READ_WHT_8x32(W0, 0); )==" "\n" |
| 285 | R"==(if (OC > 8) BLOCK_READ_WHT_8x32(W1, 8 * IC_BLOCK); )==" "\n" |
| 286 | R"==(if (OC > 16) BLOCK_READ_WHT_8x32(W2, 16 * IC_BLOCK); )==" "\n" |
| 287 | R"==(if (OC > 24) BLOCK_READ_WHT_8x32(W3, 24 * IC_BLOCK); )==" "\n" |
| 288 | R"==(C00 = MMAD_FULL(S0, W0, C00); )==" "\n" |
| 289 | R"==(if (OC > 8) C01 = MMAD_FULL(S0, W1, C01); )==" "\n" |
| 290 | R"==(if (OC > 16) C02 = MMAD_FULL(S0, W2, C02); )==" "\n" |
| 291 | R"==(if (OC > 24) C03 = MMAD_FULL(S0, W3, C03); )==" "\n" |
| 292 | R"==(} )==" "\n" |
| 293 | R"==(wei += IC_BLOCK * OC_BLOCK; )==" "\n" |
| 294 | R"==(} )==" "\n" |
| 295 | R"==(src += IC_BLOCK * MB_BLOCK * IW * (1 + DH); )==" "\n" |
| 296 | R"==(} )==" "\n" |
| 297 | R"==(src += IC_BLOCK * MB_BLOCK * (IH * (1 + DD) - KH * (1 + DH)) * IW; )==" "\n" |
| 298 | R"==(} )==" "\n" |
| 299 | R"==(src += IC_BLOCK * MB_BLOCK * (ID - KD * (1 + DD)) * IH * IW; )==" "\n" |
| 300 | R"==(} )==" "\n" |
| 301 | R"==(#if WITH_SRC_ZPOINTS )==" "\n" |
| 302 | R"==(const int has_pad_d = id < 0 || id + KD * (1 + DD) >= ID; )==" "\n" |
| 303 | R"==(const int has_pad_h = ih < 0 || ih + KH * (1 + DH) >= IH; )==" "\n" |
| 304 | R"==(const int has_pad_w = iw < 0 || iw + KW * (1 + DW) + OW_BLOCK * SW >= IW; )==" "\n" |
| 305 | R"==(if (has_pad_d || has_pad_h || has_pad_w) { )==" "\n" |
| 306 | R"==(wei -= IC_NCHUNK * KD * KH * KW * IC_BLOCK * OC_BLOCK; )==" "\n" |
| 307 | R"==(for (int ic_chunk = 0; ic_chunk < IC_NCHUNK; ic_chunk++) { )==" "\n" |
| 308 | R"==(#if WITH_SRC_ZPOINTS_PER_IC )==" "\n" |
| 309 | R"==(const int4 z = read_src_zero_points_32c( )==" "\n" |
| 310 | R"==(src_zpoints, (group_ic + ic_chunk) * IC_BLOCK); )==" "\n" |
| 311 | R"==(#else )==" "\n" |
| 312 | R"==(const int z = read_src_zero_point(src_zpoints); )==" "\n" |
| 313 | R"==(#endif )==" "\n" |
| 314 | R"==(for (int kd = 0; kd < KD; kd++) { )==" "\n" |
| 315 | R"==(for (int kh = 0; kh < KH; kh++) { )==" "\n" |
| 316 | R"==(for (int kw = 0; kw < KW; kw++) { )==" "\n" |
| 317 | R"==(int8 w0, w1, w2, w3; )==" "\n" |
| 318 | R"==(BLOCK_READ_WHT_8x32(w0, 0); )==" "\n" |
| 319 | R"==(BLOCK_READ_WHT_8x32(w1, 8 * IC_BLOCK); )==" "\n" |
| 320 | R"==(BLOCK_READ_WHT_8x32(w2, 16 * IC_BLOCK); )==" "\n" |
| 321 | R"==(BLOCK_READ_WHT_8x32(w3, 24 * IC_BLOCK); )==" "\n" |
| 322 | R"==(int4 acc = 0; )==" "\n" |
| 323 | R"==(#if WITH_SRC_ZPOINTS_PER_IC )==" "\n" |
| 324 | R"==(acc.s0 += calc_src_compensation_x32(z, w0); )==" "\n" |
| 325 | R"==(acc.s1 += calc_src_compensation_x32(z, w1); )==" "\n" |
| 326 | R"==(acc.s2 += calc_src_compensation_x32(z, w2); )==" "\n" |
| 327 | R"==(acc.s3 += calc_src_compensation_x32(z, w3); )==" "\n" |
| 328 | R"==(#else )==" "\n" |
| 329 | R"==(unroll_for(uint j = 0; j < 8; ++j) { )==" "\n" |
| 330 | R"==(acc.s0 = idot4(0x01010101, w0[j], acc.s0); )==" "\n" |
| 331 | R"==(acc.s1 = idot4(0x01010101, w1[j], acc.s1); )==" "\n" |
| 332 | R"==(acc.s2 = idot4(0x01010101, w2[j], acc.s2); )==" "\n" |
| 333 | R"==(acc.s3 = idot4(0x01010101, w3[j], acc.s3); )==" "\n" |
| 334 | R"==(} )==" "\n" |
| 335 | R"==(acc = z * acc; )==" "\n" |
| 336 | R"==(#endif )==" "\n" |
| 337 | R"==(for (int i = 0; i < OW_BLOCK; ++i) { )==" "\n" |
| 338 | R"==(const int id0 = kd * (1 + DD) + id; )==" "\n" |
| 339 | R"==(const int ih0 = kh * (1 + DH) + ih; )==" "\n" |
| 340 | R"==(const int iw0 = kw * (1 + DW) + iw + i * SW; )==" "\n" |
| 341 | R"==(const int is_pad_d = id0 < 0 || id0 >= ID; )==" "\n" |
| 342 | R"==(const int is_pad_h = ih0 < 0 || ih0 >= IH; )==" "\n" |
| 343 | R"==(const int is_pad_w = iw0 < 0 || iw0 >= IW; )==" "\n" |
| 344 | R"==(if (is_pad_d || is_pad_h || is_pad_w) { )==" "\n" |
| 345 | R"==(C00[i] += acc.s0; )==" "\n" |
| 346 | R"==(C01[i] += acc.s1; )==" "\n" |
| 347 | R"==(C02[i] += acc.s2; )==" "\n" |
| 348 | R"==(C03[i] += acc.s3; )==" "\n" |
| 349 | R"==(} )==" "\n" |
| 350 | R"==(} )==" "\n" |
| 351 | R"==(wei += IC_BLOCK * OC_BLOCK; )==" "\n" |
| 352 | R"==(} )==" "\n" |
| 353 | R"==(} )==" "\n" |
| 354 | R"==(} )==" "\n" |
| 355 | R"==(} )==" "\n" |
| 356 | R"==(} )==" "\n" |
| 357 | R"==(int4 src_comp = as_int4(intel_sub_group_block_read4( )==" "\n" |
| 358 | R"==((__global uint *)(&src_compensation[(group_oc + oc) * OC_BLOCK]))); )==" "\n" |
| 359 | R"==(C00 -= src_comp.s0; )==" "\n" |
| 360 | R"==(C01 -= src_comp.s1; )==" "\n" |
| 361 | R"==(C02 -= src_comp.s2; )==" "\n" |
| 362 | R"==(C03 -= src_comp.s3; )==" "\n" |
| 363 | R"==(#endif )==" "\n" |
| 364 | R"==(if (ow < OW) { )==" "\n" |
| 365 | R"==(float4 tmp; )==" "\n" |
| 366 | R"==(DST_DATA4_T dst_pack[BLOCK]; )==" "\n" |
| 367 | R"==(DST_DATA4_T D0[BLOCK]; )==" "\n" |
| 368 | R"==(#if SCALES_PER_OC )==" "\n" |
| 369 | R"==(float4 scales = 1; )==" "\n" |
| 370 | R"==(BLOCK_READ_SCALES(scales, (group_oc + oc) * OC_BLOCK); )==" "\n" |
| 371 | R"==(#endif )==" "\n" |
| 372 | R"==(#if WITH_BIAS )==" "\n" |
| 373 | R"==(float4 bia; )==" "\n" |
| 374 | R"==(BLOCK_READ_BIA(bia, (group_oc + oc) * OC_BLOCK); )==" "\n" |
| 375 | R"==(#define QUANTIZE_ADD_BIAS() tmp = SCALE * fma(tmp, (float4)1, bia); )==" "\n" |
| 376 | R"==(#else )==" "\n" |
| 377 | R"==(#define QUANTIZE_ADD_BIAS() tmp *= SCALE; )==" "\n" |
| 378 | R"==(#endif )==" "\n" |
| 379 | R"==(#if WITH_SUM )==" "\n" |
| 380 | R"==(#if OW_BLOCK == 4 )==" "\n" |
| 381 | R"==(*(DST_DATA16_T *)D0 = BLOCK_READ_DST16(dst); )==" "\n" |
| 382 | R"==(#endif )==" "\n" |
| 383 | R"==(#if OW_BLOCK == 8 )==" "\n" |
| 384 | R"==(*(DST_DATA16_T *)(D0 + 0) = BLOCK_READ_DST16(dst); )==" "\n" |
| 385 | R"==(*(DST_DATA16_T *)(D0 + 4) = BLOCK_READ_DST16(dst + 16 * 8); )==" "\n" |
| 386 | R"==(#endif )==" "\n" |
| 387 | R"==(#endif )==" "\n" |
| 388 | R"==(#if WITH_DST_ZPOINTS )==" "\n" |
| 389 | R"==(int4 dst_zp = read_dst_zero_points_32c( )==" "\n" |
| 390 | R"==(dst_compensation, (group_oc + oc) * OC_BLOCK); )==" "\n" |
| 391 | R"==(#if !WITH_DST_ZPOINTS_PER_OC && OC % 32 != 0 )==" "\n" |
| 392 | R"==(dst_zp = convert_int4(zero_pad_dst_32c( )==" "\n" |
| 393 | R"==(convert_float4(dst_zp), (group_oc + oc) * OC_BLOCK)); )==" "\n" |
| 394 | R"==(#endif )==" "\n" |
| 395 | R"==(#define ADD_DST_COMPENSATION() tmp += convert_float4(dst_zp); )==" "\n" |
| 396 | R"==(#else )==" "\n" |
| 397 | R"==(#define ADD_DST_COMPENSATION() )==" "\n" |
| 398 | R"==(#endif )==" "\n" |
| 399 | R"==(#if WITH_SRC_ZPOINTS )==" "\n" |
| 400 | R"==(#define ZERO_PAD_DST() tmp = zero_pad_dst_32c(tmp, (group_oc + oc) * OC_BLOCK); )==" "\n" |
| 401 | R"==(#else )==" "\n" |
| 402 | R"==(#define ZERO_PAD_DST() )==" "\n" |
| 403 | R"==(#endif )==" "\n" |
| 404 | R"==(#define PACK(C0, C1, C2, C3, idx) \ )==" "\n" |
| 405 | R"==(do { \ )==" "\n" |
| 406 | R"==(tmp[0] = convert_float(C0[idx]); \ )==" "\n" |
| 407 | R"==(tmp[1] = convert_float(C1[idx]); \ )==" "\n" |
| 408 | R"==(tmp[2] = convert_float(C2[idx]); \ )==" "\n" |
| 409 | R"==(tmp[3] = convert_float(C3[idx]); \ )==" "\n" |
| 410 | R"==(} while (0) )==" "\n" |
| 411 | R"==(#define CONVERT_PACK(idx) \ )==" "\n" |
| 412 | R"==(do { \ )==" "\n" |
| 413 | R"==(dst_pack[idx] = CONVERT_DST_DATA4_T(tmp); \ )==" "\n" |
| 414 | R"==(} while (0) )==" "\n" |
| 415 | R"==(#define PACK_DST(C0, C1, C2, C3, D) \ )==" "\n" |
| 416 | R"==(do { \ )==" "\n" |
| 417 | R"==(for (int n_i = 0; n_i < OW_BLOCK; ++n_i) { \ )==" "\n" |
| 418 | R"==(PACK(C0, C1, C2, C3, n_i); \ )==" "\n" |
| 419 | R"==(QUANTIZE_ADD_BIAS(); \ )==" "\n" |
| 420 | R"==(const int po_mb = group_mb * MB_BLOCK; \ )==" "\n" |
| 421 | R"==(const int po_oc \ )==" "\n" |
| 422 | R"==(= (group_oc * OC_BLOCK + oc * OC_BLOCK) % (OC * G); \ )==" "\n" |
| 423 | R"==(float4 dni = convert_float4(SUM_TO_REF(AS_SUM_DATA4_T(D[n_i]))); \ )==" "\n" |
| 424 | R"==(APPLY_POST_OPS_TRY_BURST(tmp, float, dni, float, po_mb, 1, po_oc, \ )==" "\n" |
| 425 | R"==(4 * SUB_GROUP_SIZE, subg_local_id); \ )==" "\n" |
| 426 | R"==(ADD_DST_COMPENSATION(); \ )==" "\n" |
| 427 | R"==(ZERO_PAD_DST(); \ )==" "\n" |
| 428 | R"==(CONVERT_PACK(n_i); \ )==" "\n" |
| 429 | R"==(} \ )==" "\n" |
| 430 | R"==(} while (0) )==" "\n" |
| 431 | R"==(PACK_DST(C00, C01, C02, C03, D0); )==" "\n" |
| 432 | R"==(#if OW_TAIL )==" "\n" |
| 433 | R"==(if (ow + OW_BLOCK > OW) { )==" "\n" |
| 434 | R"==(__attribute__((opencl_unroll_hint(OW_TAIL))) for (int i = 0; )==" "\n" |
| 435 | R"==(i < OW_TAIL; )==" "\n" |
| 436 | R"==(i++) { )==" "\n" |
| 437 | R"==(BLOCK_WRITE_DST4(&dst[i * 32], dst_pack[i]); )==" "\n" |
| 438 | R"==(} )==" "\n" |
| 439 | R"==(} else { )==" "\n" |
| 440 | R"==(#endif )==" "\n" |
| 441 | R"==(#if OW_BLOCK == 4 )==" "\n" |
| 442 | R"==(BLOCK_WRITE_DST16(dst, *(DST_DATA16_T *)dst_pack); )==" "\n" |
| 443 | R"==(#endif )==" "\n" |
| 444 | R"==(#if OW_BLOCK == 8 )==" "\n" |
| 445 | R"==(BLOCK_WRITE_DST16(dst, *(DST_DATA16_T *)dst_pack); )==" "\n" |
| 446 | R"==(BLOCK_WRITE_DST16(dst + 16 * 8, *(DST_DATA16_T *)(dst_pack + 4)); )==" "\n" |
| 447 | R"==(#endif )==" "\n" |
| 448 | R"==(#if OW_TAIL )==" "\n" |
| 449 | R"==(} )==" "\n" |
| 450 | R"==(#endif )==" "\n" |
| 451 | R"==(} )==" "\n" |
| 452 | R"==(} )==" "\n" |
| 453 | R"==()=="; |
| 454 | } |
| 455 | } |
| 456 | } |
| 457 | } |
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