| 1 | namespace dnnl { |
|---|---|
| 2 | namespace impl { |
| 3 | namespace gpu { |
| 4 | namespace ocl { |
| 5 | const char *gen9_wino_conv_fwd_data_2x3_kernel = R"==(/******************************************************************************* )==" "\n" |
| 6 | R"==(* Copyright 2020 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_post_ops.h" )==" "\n" |
| 21 | R"==(#include "gpu/ocl/ocl_types.h" )==" "\n" |
| 22 | R"==(#define BLOCK_SIZE OC_BLOCK )==" "\n" |
| 23 | R"==(#define BLOCKED_DATA_T CONCAT2(DATA_T, BLOCK_SIZE) )==" "\n" |
| 24 | R"==(#define BLOCKED_READ(ptr) vload16(0, ptr) )==" "\n" |
| 25 | R"==(#define BLOCKED_WRITE(data, ptr) \ )==" "\n" |
| 26 | R"==(do { \ )==" "\n" |
| 27 | R"==(BLOCKED_DATA_T result = data; \ )==" "\n" |
| 28 | R"==(unroll_for(int _i = 0; _i < BLOCK_SIZE; _i++) { \ )==" "\n" |
| 29 | R"==((ptr)[_i] = result[_i]; \ )==" "\n" |
| 30 | R"==(} \ )==" "\n" |
| 31 | R"==(} while (0) )==" "\n" |
| 32 | R"==(#define VECT_SIZE 4 )==" "\n" |
| 33 | R"==(#define VECT_DATA_T CONCAT2(DATA_T, VECT_SIZE) )==" "\n" |
| 34 | R"==(#define AS_VECT_DATA_T AS_DATA4_T )==" "\n" |
| 35 | R"==(#define AS_VECT_BLOCK_DATA_T AS_BLOCK_DATA4_T )==" "\n" |
| 36 | R"==(#define OC_OUTER_BLOCK OC_BLOCK )==" "\n" |
| 37 | R"==(#define IC_OUTER_BLOCK IC_BLOCK )==" "\n" |
| 38 | R"==(#define WINO_D (WINO_M + WINO_R - 1) )==" "\n" |
| 39 | R"==(#define VW WINO_IW )==" "\n" |
| 40 | R"==(#define VH WINO_IH )==" "\n" |
| 41 | R"==(#define VC WINO_IC )==" "\n" |
| 42 | R"==(#define MW WINO_OW )==" "\n" |
| 43 | R"==(#define MH WINO_OH )==" "\n" |
| 44 | R"==(#define MC WINO_OC )==" "\n" |
| 45 | R"==(static inline int off_nCdhw16c( )==" "\n" |
| 46 | R"==(int n, int c, int d, int h, int w, int C, int D, int H, int W) { )==" "\n" |
| 47 | R"==(int off = 0; )==" "\n" |
| 48 | R"==(off += n * (C / 16) * D * H * W * 16; )==" "\n" |
| 49 | R"==(off += (c / 16) * D * H * W * 16; )==" "\n" |
| 50 | R"==(off += d * H * W * 16; )==" "\n" |
| 51 | R"==(off += h * W * 16; )==" "\n" |
| 52 | R"==(off += w * 16; )==" "\n" |
| 53 | R"==(off += c % 16; )==" "\n" |
| 54 | R"==(return off; )==" "\n" |
| 55 | R"==(} )==" "\n" |
| 56 | R"==(static inline int off_NCdhw16n16c( )==" "\n" |
| 57 | R"==(int n, int c, int d, int h, int w, int C, int D, int H, int W) { )==" "\n" |
| 58 | R"==(int off = 0; )==" "\n" |
| 59 | R"==(off += (n / 16) * (C / 16) * D * H * W * 16 * 16; )==" "\n" |
| 60 | R"==(off += (c / 16) * D * H * W * 16 * 16; )==" "\n" |
| 61 | R"==(off += d * H * W * 16 * 16; )==" "\n" |
| 62 | R"==(off += h * W * 16 * 16; )==" "\n" |
| 63 | R"==(off += w * 16 * 16; )==" "\n" |
| 64 | R"==(off += (n % 16) * 16; )==" "\n" |
| 65 | R"==(off += (c % 16); )==" "\n" |
| 66 | R"==(return off; )==" "\n" |
| 67 | R"==(} )==" "\n" |
| 68 | R"==(static inline int off_gIOdhw16i16o(int g, int o, int i, int d, int h, int w, )==" "\n" |
| 69 | R"==(int O, int I, int D, int H, int W) { )==" "\n" |
| 70 | R"==(int off = 0; )==" "\n" |
| 71 | R"==(off += g * (I / 16) * (O / 16) * D * H * W * 16 * 16; )==" "\n" |
| 72 | R"==(off += (i / 16) * (O / 16) * D * H * W * 16 * 16; )==" "\n" |
| 73 | R"==(off += (o / 16) * D * H * W * 16 * 16; )==" "\n" |
| 74 | R"==(off += d * H * W * 16 * 16; )==" "\n" |
| 75 | R"==(off += h * W * 16 * 16; )==" "\n" |
| 76 | R"==(off += w * 16 * 16; )==" "\n" |
| 77 | R"==(off += (i % 16) * 16; )==" "\n" |
| 78 | R"==(off += (o % 16); )==" "\n" |
| 79 | R"==(return off; )==" "\n" |
| 80 | R"==(} )==" "\n" |
| 81 | R"==(static inline int src_off(int n, int c, int d, int h, int w) { )==" "\n" |
| 82 | R"==(if (SRC_W16C) return off_nCdhw16c(n, c, d, h, w, G * IC, 1, IH, IW); )==" "\n" |
| 83 | R"==(if (SRC_16N16C) return off_NCdhw16n16c(n, c, d, h, w, G * IC, 1, IH, IW); )==" "\n" |
| 84 | R"==(return 0; )==" "\n" |
| 85 | R"==(} )==" "\n" |
| 86 | R"==(static inline int wei_off(int g, int o, int i, int d, int h, int w) { )==" "\n" |
| 87 | R"==(return off_gIOdhw16i16o(g, o, i, d, h, w, OC, IC, 1, KH, KW); )==" "\n" |
| 88 | R"==(} )==" "\n" |
| 89 | R"==(static inline int U_off(int o, int i, int h, int z) { )==" "\n" |
| 90 | R"==(int off = z * KH * WINO_IC * WINO_OC; )==" "\n" |
| 91 | R"==(off += h * WINO_IC * WINO_OC; )==" "\n" |
| 92 | R"==(off += i * WINO_OC; )==" "\n" |
| 93 | R"==(off += o; )==" "\n" |
| 94 | R"==(return off; )==" "\n" |
| 95 | R"==(} )==" "\n" |
| 96 | R"==(static inline int V_off(int n, int i, int h, int w, int z) { )==" "\n" |
| 97 | R"==(int off = n * WINO_D * VW * VH * VC; )==" "\n" |
| 98 | R"==(off += z * VW * VH * VC; )==" "\n" |
| 99 | R"==(off += w * VH * VC; )==" "\n" |
| 100 | R"==(off += (h + PH) * VC; )==" "\n" |
| 101 | R"==(off += i; )==" "\n" |
| 102 | R"==(return off; )==" "\n" |
| 103 | R"==(} )==" "\n" |
| 104 | R"==(static inline int M_off(int n, int o, int h, int w, int z) { )==" "\n" |
| 105 | R"==(int off = n * WINO_D * MW * MH * MC; )==" "\n" |
| 106 | R"==(off += z * MW * MH * MC; )==" "\n" |
| 107 | R"==(off += w * MH * MC; )==" "\n" |
| 108 | R"==(off += h * MC; )==" "\n" |
| 109 | R"==(off += o; )==" "\n" |
| 110 | R"==(return off; )==" "\n" |
| 111 | R"==(} )==" "\n" |
| 112 | R"==(static inline int dst_off(int n, int c, int d, int h, int w) { )==" "\n" |
| 113 | R"==(if (DST_W16C) return off_nCdhw16c(n, c, d, h, w, G * OC, 1, OH, OW); )==" "\n" |
| 114 | R"==(if (DST_16N16C) return off_NCdhw16n16c(n, c, d, h, w, G * OC, 1, OH, OW); )==" "\n" |
| 115 | R"==(return 0; )==" "\n" |
| 116 | R"==(} )==" "\n" |
| 117 | R"==(__kernel void gen9_wino_wei_transform_2x3( )==" "\n" |
| 118 | R"==(__global DATA_T *U, const __global DATA_T *weights) { )==" "\n" |
| 119 | R"==(const uint weights_tile_width = WINO_M; )==" "\n" |
| 120 | R"==(const uint weights_tile_height = 1; )==" "\n" |
| 121 | R"==(const uint in_kw = get_global_id(0) * weights_tile_width; )==" "\n" |
| 122 | R"==(const uint in_kh = get_global_id(1) * weights_tile_height; )==" "\n" |
| 123 | R"==(const uint U_tile_width = WINO_D; )==" "\n" |
| 124 | R"==(const uint U_tile_height = 1; )==" "\n" |
| 125 | R"==(const uint out_kw = get_global_id(0) * U_tile_width; )==" "\n" |
| 126 | R"==(const uint out_kh = get_global_id(1) * U_tile_height; )==" "\n" |
| 127 | R"==(const uint ic = get_global_id(2) % WINO_IC; )==" "\n" |
| 128 | R"==(const uint oc = get_global_id(2) / WINO_IC; )==" "\n" |
| 129 | R"==(uint in_idx = wei_off(0, oc, ic, 0, in_kh, in_kw); )==" "\n" |
| 130 | R"==(bool is_valid = ic < IC || oc < OC; )==" "\n" |
| 131 | R"==(VECT_DATA_T tile; )==" "\n" |
| 132 | R"==(tile.x = is_valid ? weights[in_idx] : 0; )==" "\n" |
| 133 | R"==(in_idx += wei_off(0, 0, 0, 0, 0, 1); )==" "\n" |
| 134 | R"==(tile.y = is_valid ? weights[in_idx] : 0; )==" "\n" |
| 135 | R"==(in_idx += wei_off(0, 0, 0, 0, 0, 1); )==" "\n" |
| 136 | R"==(tile.z = is_valid ? weights[in_idx] : 0; )==" "\n" |
| 137 | R"==(uint out_idx = U_off(oc, ic, out_kh, out_kw); )==" "\n" |
| 138 | R"==(U[out_idx] = tile.x; )==" "\n" |
| 139 | R"==(out_idx += U_off(0, 0, 0, 1); )==" "\n" |
| 140 | R"==(U[out_idx] = (tile.x + tile.y + tile.z) / 2; )==" "\n" |
| 141 | R"==(out_idx += U_off(0, 0, 0, 1); )==" "\n" |
| 142 | R"==(U[out_idx] = (tile.x - tile.y + tile.z) / 2; )==" "\n" |
| 143 | R"==(out_idx += U_off(0, 0, 0, 1); )==" "\n" |
| 144 | R"==(U[out_idx] = tile.z; )==" "\n" |
| 145 | R"==(} )==" "\n" |
| 146 | R"==(__kernel void gen9_wino_src_transform_2x3( )==" "\n" |
| 147 | R"==(__global DATA_T *V, const __global DATA_T *src) { )==" "\n" |
| 148 | R"==(const uint tile_id_x = get_global_id(0); )==" "\n" |
| 149 | R"==(const uint tile_id_y = get_global_id(1); )==" "\n" |
| 150 | R"==(const uint stride_x = WINO_M; )==" "\n" |
| 151 | R"==(const uint stride_y = 1; )==" "\n" |
| 152 | R"==(const uint iw = tile_id_x * stride_x - PW; )==" "\n" |
| 153 | R"==(const uint ih = tile_id_y * stride_y - PH; )==" "\n" |
| 154 | R"==(const uint ic = (get_global_id(2) % (WINO_IC / IC_BLOCK)) * IC_BLOCK; )==" "\n" |
| 155 | R"==(const uint n = get_global_id(2) / (WINO_IC / IC_BLOCK); )==" "\n" |
| 156 | R"==(const bool w0 = iw < 0 || iw >= IW; )==" "\n" |
| 157 | R"==(const bool w1 = iw + 1 < 0 || iw + 1 >= IW; )==" "\n" |
| 158 | R"==(const bool w2 = iw + 2 < 0 || iw + 2 >= IW; )==" "\n" |
| 159 | R"==(const bool w3 = iw + 3 < 0 || iw + 3 >= IW; )==" "\n" |
| 160 | R"==(const bool h0 = ih < 0 || ih >= IH || ic > IC; )==" "\n" |
| 161 | R"==(BLOCKED_DATA_T d0, d1, d2, d3; )==" "\n" |
| 162 | R"==(int in_idx = src_off(n, ic, 0, ih, iw); )==" "\n" |
| 163 | R"==(d0 = (h0 || w0) ? 0 : BLOCKED_READ(&src[in_idx]); )==" "\n" |
| 164 | R"==(in_idx += src_off(0, 0, 0, 0, 1); )==" "\n" |
| 165 | R"==(d1 = (h0 || w1) ? 0 : BLOCKED_READ(&src[in_idx]); )==" "\n" |
| 166 | R"==(in_idx += src_off(0, 0, 0, 0, 1); )==" "\n" |
| 167 | R"==(d2 = (h0 || w2) ? 0 : BLOCKED_READ(&src[in_idx]); )==" "\n" |
| 168 | R"==(in_idx += src_off(0, 0, 0, 0, 1); )==" "\n" |
| 169 | R"==(d3 = (h0 || w3) ? 0 : BLOCKED_READ(&src[in_idx]); )==" "\n" |
| 170 | R"==(int out_idx = V_off(n, ic, ih, tile_id_x, 0); )==" "\n" |
| 171 | R"==(BLOCKED_WRITE(d0 - d2, &V[out_idx]); )==" "\n" |
| 172 | R"==(out_idx += V_off(0, 0, -PH, 0, 1); )==" "\n" |
| 173 | R"==(BLOCKED_WRITE(d1 + d2, &V[out_idx]); )==" "\n" |
| 174 | R"==(out_idx += V_off(0, 0, -PH, 0, 1); )==" "\n" |
| 175 | R"==(BLOCKED_WRITE(-d1 + d2, &V[out_idx]); )==" "\n" |
| 176 | R"==(out_idx += V_off(0, 0, -PH, 0, 1); )==" "\n" |
| 177 | R"==(BLOCKED_WRITE(d1 - d3, &V[out_idx]); )==" "\n" |
| 178 | R"==(} )==" "\n" |
| 179 | R"==(__kernel void gen9_wino_dst_transform_2x3(__global DATA_T *dst, )==" "\n" |
| 180 | R"==(const __global DATA_T *M, const __global DATA_T *bias POST_OP_ARGS) { )==" "\n" |
| 181 | R"==(const uint tile_id_x = get_global_id(0); )==" "\n" |
| 182 | R"==(const uint tile_id_y = get_global_id(1); )==" "\n" |
| 183 | R"==(const uint dst_tile_width_x = WINO_M; )==" "\n" |
| 184 | R"==(const uint dst_tile_width_y = 1; )==" "\n" |
| 185 | R"==(const uint ow = tile_id_x * dst_tile_width_x; )==" "\n" |
| 186 | R"==(const uint oh = tile_id_y * dst_tile_width_y; )==" "\n" |
| 187 | R"==(const uint oc = (get_global_id(2) % (OC / OC_BLOCK)) * OC_BLOCK; )==" "\n" |
| 188 | R"==(const uint n = get_global_id(2) / (OC / OC_BLOCK); )==" "\n" |
| 189 | R"==(BLOCKED_DATA_T m0, m1, m2, m3; )==" "\n" |
| 190 | R"==(int M_idx = M_off(n, oc, tile_id_y, tile_id_x, 0); )==" "\n" |
| 191 | R"==(m0 = BLOCKED_READ(&M[M_idx]); )==" "\n" |
| 192 | R"==(M_idx += M_off(0, 0, 0, 0, 1); )==" "\n" |
| 193 | R"==(m1 = BLOCKED_READ(&M[M_idx]); )==" "\n" |
| 194 | R"==(M_idx += M_off(0, 0, 0, 0, 1); )==" "\n" |
| 195 | R"==(m2 = BLOCKED_READ(&M[M_idx]); )==" "\n" |
| 196 | R"==(M_idx += M_off(0, 0, 0, 0, 1); )==" "\n" |
| 197 | R"==(m3 = BLOCKED_READ(&M[M_idx]); )==" "\n" |
| 198 | R"==(BLOCKED_DATA_T C1 = m0 + m1 + m2; )==" "\n" |
| 199 | R"==(BLOCKED_DATA_T C2 = m1 - m2 - m3; )==" "\n" |
| 200 | R"==(if (WITH_BIAS || WITH_POST_OP) { )==" "\n" |
| 201 | R"==(const int c_size = WINO_M * OC_BLOCK; )==" "\n" |
| 202 | R"==(DATA_T C[c_size]; )==" "\n" |
| 203 | R"==(BLOCKED_WRITE(C1, &C[0]); )==" "\n" |
| 204 | R"==(BLOCKED_WRITE(C2, &C[OC_BLOCK]); )==" "\n" |
| 205 | R"==(if (WITH_BIAS) { )==" "\n" |
| 206 | R"==(for (int oc_outer = 0; oc_outer < OC_BLOCK; oc_outer++) { )==" "\n" |
| 207 | R"==(for (int ow_block = 0; ow_block < WINO_M; ow_block++) { )==" "\n" |
| 208 | R"==(const int c_off = ow_block * OC_BLOCK + oc_outer; )==" "\n" |
| 209 | R"==(const int bc_off = oc + oc_outer; )==" "\n" |
| 210 | R"==(C[c_off] += (OC_WO_PADDING % OC_BLOCK == 0 )==" "\n" |
| 211 | R"==(|| bc_off < OC_WO_PADDING) )==" "\n" |
| 212 | R"==(? bias[bc_off] )==" "\n" |
| 213 | R"==(: DATA_ZERO; )==" "\n" |
| 214 | R"==(} )==" "\n" |
| 215 | R"==(} )==" "\n" |
| 216 | R"==(} )==" "\n" |
| 217 | R"==(DATA_T S[c_size]; )==" "\n" |
| 218 | R"==(if (WITH_SUM) { )==" "\n" |
| 219 | R"==(BLOCKED_DATA_T S1, S2; )==" "\n" |
| 220 | R"==(int dst_idx = dst_off(n, oc, 0, oh, ow); )==" "\n" |
| 221 | R"==(S1 = BLOCKED_READ(&dst[dst_idx]); )==" "\n" |
| 222 | R"==(if (OW % WINO_M == 0 || ow < OW - 1) { )==" "\n" |
| 223 | R"==(dst_idx += dst_off(0, 0, 0, 0, 1); )==" "\n" |
| 224 | R"==(S2 = BLOCKED_READ(&dst[dst_idx]); )==" "\n" |
| 225 | R"==(} else { )==" "\n" |
| 226 | R"==(S2 = 0; )==" "\n" |
| 227 | R"==(} )==" "\n" |
| 228 | R"==(BLOCKED_WRITE(S1, &S[0]); )==" "\n" |
| 229 | R"==(BLOCKED_WRITE(S2, &S[OC_BLOCK]); )==" "\n" |
| 230 | R"==(} )==" "\n" |
| 231 | R"==(for (int didx = 0; didx < c_size; ++didx) { )==" "\n" |
| 232 | R"==(float accum = CONVERT_FLOAT_T(C[didx]); )==" "\n" |
| 233 | R"==(float sum = CONVERT_FLOAT_T(S[didx]); )==" "\n" |
| 234 | R"==(int po_oc = oc + c_size % OC_BLOCK; )==" "\n" |
| 235 | R"==(APPLY_POST_OPS_SERIAL_BINARY_2D( )==" "\n" |
| 236 | R"==(C, DATA_T, S, DATA_T, n, 1, po_oc, 1); )==" "\n" |
| 237 | R"==(C[didx] = TO_DATA_T(accum); )==" "\n" |
| 238 | R"==(} )==" "\n" |
| 239 | R"==(C1 = BLOCKED_READ(&C[0]); )==" "\n" |
| 240 | R"==(C2 = BLOCKED_READ(&C[OC_BLOCK]); )==" "\n" |
| 241 | R"==(} )==" "\n" |
| 242 | R"==(int dst_idx = dst_off(n, oc, 0, oh, ow); )==" "\n" |
| 243 | R"==(BLOCKED_WRITE(C1, &dst[dst_idx]); )==" "\n" |
| 244 | R"==(if (OW % WINO_M == 0 || ow < OW - 1) { )==" "\n" |
| 245 | R"==(dst_idx += dst_off(0, 0, 0, 0, 1); )==" "\n" |
| 246 | R"==(BLOCKED_WRITE(C2, &dst[dst_idx]); )==" "\n" |
| 247 | R"==(} )==" "\n" |
| 248 | R"==(} )==" "\n" |
| 249 | R"==(__attribute__((reqd_work_group_size(8, 1, 1))) __kernel void )==" "\n" |
| 250 | R"==(gen9_wino_conv_fwd_2x3(__global DATA_T *M, const __global DATA_T *V, )==" "\n" |
| 251 | R"==(const __global DATA_T *U_param) { )==" "\n" |
| 252 | R"==(const int VH_SIZE_VECT = V_off(0, 0, 1 - PH, 0, 0) / VECT_SIZE; )==" "\n" |
| 253 | R"==(const int MH_SIZE_VECT = M_off(0, 0, 1, 0, 0) / VECT_SIZE; )==" "\n" |
| 254 | R"==(const int U_IC_SIZE_VECT = U_off(0, 1, 0, 0) / VECT_SIZE; )==" "\n" |
| 255 | R"==(const int group_x = get_group_id(0); )==" "\n" |
| 256 | R"==(const int group_y = get_group_id(1); )==" "\n" |
| 257 | R"==(const int group_z = get_group_id(2); )==" "\n" |
| 258 | R"==(const int local_x = get_local_id(0); )==" "\n" |
| 259 | R"==(const int local_y = get_local_id(1); )==" "\n" |
| 260 | R"==(const int local_z = get_local_id(2); )==" "\n" |
| 261 | R"==(const int no_of_tiles_x = MW; )==" "\n" |
| 262 | R"==(const int no_of_tiles_y = MH; )==" "\n" |
| 263 | R"==(const int ow = (group_y * OH_BLOCK) / no_of_tiles_y; )==" "\n" |
| 264 | R"==(const int oh = (group_y * OH_BLOCK) % no_of_tiles_y; )==" "\n" |
| 265 | R"==(const int oc = group_x * WINO_OC_BLOCK )==" "\n" |
| 266 | R"==(+ local_x * VECT_SIZE; )==" "\n" |
| 267 | R"==(const int n = group_z / WINO_D; )==" "\n" |
| 268 | R"==(const int tile_w_offset = group_z % WINO_D; )==" "\n" |
| 269 | R"==(const int ih = oh - PH; )==" "\n" |
| 270 | R"==(const int iw = ow; )==" "\n" |
| 271 | R"==(const int ic = local_x * VECT_SIZE; )==" "\n" |
| 272 | R"==(VECT_DATA_T M0 = (VECT_DATA_T)(0.f); )==" "\n" |
| 273 | R"==(VECT_DATA_T M1 = (VECT_DATA_T)(0.f); )==" "\n" |
| 274 | R"==(VECT_DATA_T M2 = (VECT_DATA_T)(0.f); )==" "\n" |
| 275 | R"==(VECT_DATA_T M3 = (VECT_DATA_T)(0.f); )==" "\n" |
| 276 | R"==(VECT_DATA_T M4 = (VECT_DATA_T)(0.f); )==" "\n" |
| 277 | R"==(VECT_DATA_T M5 = (VECT_DATA_T)(0.f); )==" "\n" |
| 278 | R"==(VECT_DATA_T M6 = (VECT_DATA_T)(0.f); )==" "\n" |
| 279 | R"==(VECT_DATA_T M7 = (VECT_DATA_T)(0.f); )==" "\n" |
| 280 | R"==(const int M_idx = M_off(n, oc, oh, ow, tile_w_offset); )==" "\n" |
| 281 | R"==(__global VECT_DATA_T *dst = (__global VECT_DATA_T *)(M + M_idx); )==" "\n" |
| 282 | R"==(const int V_idx = V_off(n, ic, ih, iw, tile_w_offset); )==" "\n" |
| 283 | R"==(const __global VECT_DATA_T *V_tile = (__global VECT_DATA_T *)(V + V_idx); )==" "\n" |
| 284 | R"==(const int U_idx = U_off(oc, 0, 0, tile_w_offset); )==" "\n" |
| 285 | R"==(const __global VECT_DATA_T *U_tile )==" "\n" |
| 286 | R"==(= (__global VECT_DATA_T *)(U_param + U_idx); )==" "\n" |
| 287 | R"==(VECT_DATA_T a; )==" "\n" |
| 288 | R"==(for_(int kh = 0; kh < KH; kh++) )==" "\n" |
| 289 | R"==(for (int ic_idx = 0; ic_idx < WINO_IC; ic_idx += WINO_IC_BLOCK) { )==" "\n" |
| 290 | R"==(const VECT_DATA_T V0 = V_tile[0 * VH_SIZE_VECT]; )==" "\n" |
| 291 | R"==(const VECT_DATA_T V1 = V_tile[1 * VH_SIZE_VECT]; )==" "\n" |
| 292 | R"==(const VECT_DATA_T V2 = V_tile[2 * VH_SIZE_VECT]; )==" "\n" |
| 293 | R"==(const VECT_DATA_T V3 = V_tile[3 * VH_SIZE_VECT]; )==" "\n" |
| 294 | R"==(const VECT_DATA_T V4 = V_tile[4 * VH_SIZE_VECT]; )==" "\n" |
| 295 | R"==(const VECT_DATA_T V5 = V_tile[5 * VH_SIZE_VECT]; )==" "\n" |
| 296 | R"==(const VECT_DATA_T V6 = V_tile[6 * VH_SIZE_VECT]; )==" "\n" |
| 297 | R"==(const VECT_DATA_T V7 = V_tile[7 * VH_SIZE_VECT]; )==" "\n" |
| 298 | R"==(#define DOT_PRODUCT(_i, _j) \ )==" "\n" |
| 299 | R"==(do { \ )==" "\n" |
| 300 | R"==(a = AS_VECT_DATA_T( \ )==" "\n" |
| 301 | R"==(intel_sub_group_shuffle(AS_VECT_BLOCK_DATA_T(V##_i), _j)); \ )==" "\n" |
| 302 | R"==(M##_i = mad(a.x, U0, mad(a.y, U1, mad(a.z, U2, mad(a.w, U3, M##_i)))); \ )==" "\n" |
| 303 | R"==(} while (0) )==" "\n" |
| 304 | R"==(unroll_for(int j = 0; j < WINO_IC_BLOCK / VECT_SIZE; j++) { )==" "\n" |
| 305 | R"==(const VECT_DATA_T U0 = U_tile[0]; )==" "\n" |
| 306 | R"==(U_tile += U_IC_SIZE_VECT; )==" "\n" |
| 307 | R"==(const VECT_DATA_T U1 = U_tile[0]; )==" "\n" |
| 308 | R"==(U_tile += U_IC_SIZE_VECT; )==" "\n" |
| 309 | R"==(const VECT_DATA_T U2 = U_tile[0]; )==" "\n" |
| 310 | R"==(U_tile += U_IC_SIZE_VECT; )==" "\n" |
| 311 | R"==(const VECT_DATA_T U3 = U_tile[0]; )==" "\n" |
| 312 | R"==(U_tile += U_IC_SIZE_VECT; )==" "\n" |
| 313 | R"==(DOT_PRODUCT(0, j); )==" "\n" |
| 314 | R"==(DOT_PRODUCT(1, j); )==" "\n" |
| 315 | R"==(DOT_PRODUCT(2, j); )==" "\n" |
| 316 | R"==(DOT_PRODUCT(3, j); )==" "\n" |
| 317 | R"==(DOT_PRODUCT(4, j); )==" "\n" |
| 318 | R"==(DOT_PRODUCT(5, j); )==" "\n" |
| 319 | R"==(DOT_PRODUCT(6, j); )==" "\n" |
| 320 | R"==(DOT_PRODUCT(7, j); )==" "\n" |
| 321 | R"==(} )==" "\n" |
| 322 | R"==(#undef DOT_PRODUCT )==" "\n" |
| 323 | R"==(V_tile += WINO_IC_BLOCK / VECT_SIZE; )==" "\n" |
| 324 | R"==(} )==" "\n" |
| 325 | R"==(dst[0] = M0; )==" "\n" |
| 326 | R"==(dst += MH_SIZE_VECT; )==" "\n" |
| 327 | R"==(dst[0] = M1; )==" "\n" |
| 328 | R"==(dst += MH_SIZE_VECT; )==" "\n" |
| 329 | R"==(dst[0] = M2; )==" "\n" |
| 330 | R"==(dst += MH_SIZE_VECT; )==" "\n" |
| 331 | R"==(dst[0] = M3; )==" "\n" |
| 332 | R"==(dst += MH_SIZE_VECT; )==" "\n" |
| 333 | R"==(dst[0] = M4; )==" "\n" |
| 334 | R"==(dst += MH_SIZE_VECT; )==" "\n" |
| 335 | R"==(dst[0] = M5; )==" "\n" |
| 336 | R"==(dst += MH_SIZE_VECT; )==" "\n" |
| 337 | R"==(dst[0] = M6; )==" "\n" |
| 338 | R"==(dst += MH_SIZE_VECT; )==" "\n" |
| 339 | R"==(dst[0] = M7; )==" "\n" |
| 340 | R"==(} )==" "\n" |
| 341 | R"==()=="; |
| 342 | } |
| 343 | } |
| 344 | } |
| 345 | } |
Generated on 2022-Nov-30 from project oneDNN revision 84bc949a1
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