| 1 | namespace dnnl { |
|---|---|
| 2 | namespace impl { |
| 3 | namespace gpu { |
| 4 | namespace ocl { |
| 5 | const char *gen9_conv_fwd_data_kernel = R"==(/******************************************************************************* )==" "\n" |
| 6 | R"==(* Copyright 2020-2021 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"==(#include "gpu/ocl/offsets.h" )==" "\n" |
| 23 | R"==(#define BASE_OC_TAIL (SUB_GROUP_SIZE - (OC - OC_WO_PADDING)) )==" "\n" |
| 24 | R"==(#define _BLOCK_READ_DST(v, n_c, ptr) \ )==" "\n" |
| 25 | R"==(if (n_c == 8) \ )==" "\n" |
| 26 | R"==((*(DATA8_T *)(v)) = CONVERT_DATA8_T( \ )==" "\n" |
| 27 | R"==(vload8(0, (const __global DST_DATA_T *)(ptr))); \ )==" "\n" |
| 28 | R"==(if (n_c == 4) \ )==" "\n" |
| 29 | R"==((*(DATA4_T *)(v)) = CONVERT_DATA4_T( \ )==" "\n" |
| 30 | R"==(vload4(0, (const __global DST_DATA_T *)(ptr))); \ )==" "\n" |
| 31 | R"==(if (n_c == 2) \ )==" "\n" |
| 32 | R"==((*(DATA2_T *)(v)) = CONVERT_DATA2_T( \ )==" "\n" |
| 33 | R"==(vload2(0, (const __global DST_DATA_T *)(ptr))); \ )==" "\n" |
| 34 | R"==(if (n_c == 1) \ )==" "\n" |
| 35 | R"==((*(DATA_T *)(v)) = CONVERT_DATA_T(*(__global DST_DATA_T *)(ptr)); )==" "\n" |
| 36 | R"==(#define _BLOCK_READ8(ptr) \ )==" "\n" |
| 37 | R"==(AS_DATA8_T(BLOCK_READ8((const __global BLOCK_DATA_T *)(ptr))) )==" "\n" |
| 38 | R"==(#define _BLOCK_READ4(ptr) \ )==" "\n" |
| 39 | R"==(AS_DATA4_T(BLOCK_READ4((const __global BLOCK_DATA_T *)(ptr))) )==" "\n" |
| 40 | R"==(#define _BLOCK_READ2(ptr) \ )==" "\n" |
| 41 | R"==(AS_DATA2_T(BLOCK_READ2((const __global BLOCK_DATA_T *)(ptr))) )==" "\n" |
| 42 | R"==(#define _BLOCK_READ(ptr) \ )==" "\n" |
| 43 | R"==(AS_DATA_T(BLOCK_READ((const __global BLOCK_DATA_T *)(ptr))) )==" "\n" |
| 44 | R"==(#ifdef DST_DT_S8 )==" "\n" |
| 45 | R"==(#if DST_NCHW )==" "\n" |
| 46 | R"==(#define _BLOCK_WRITE8(ptr, v) \ )==" "\n" |
| 47 | R"==(vstore8(CONVERT_DST_DATA8_T(v), 0, (__global DST_DATA_T *)(ptr)); )==" "\n" |
| 48 | R"==(#define _BLOCK_WRITE4(ptr, v) \ )==" "\n" |
| 49 | R"==(vstore4(CONVERT_DST_DATA4_T(v), 0, (__global DST_DATA_T *)(ptr)); )==" "\n" |
| 50 | R"==(#define _BLOCK_WRITE2(ptr, v) \ )==" "\n" |
| 51 | R"==(vstore2(CONVERT_DST_DATA2_T(v), 0, (__global DST_DATA_T *)(ptr)); )==" "\n" |
| 52 | R"==(#define _BLOCK_WRITE(ptr, v) \ )==" "\n" |
| 53 | R"==(*(__global DST_DATA_T *)(ptr) = CONVERT_DST_DATA_T(v); )==" "\n" |
| 54 | R"==(#else )==" "\n" |
| 55 | R"==(#define _BLOCK_WRITE8(ptr, v) \ )==" "\n" |
| 56 | R"==(BLOCK_WRITE_DST8((__global DST_DATA_T *)(ptr), CONVERT_DST_DATA8_T(v)); )==" "\n" |
| 57 | R"==(#define _BLOCK_WRITE4(ptr, v) \ )==" "\n" |
| 58 | R"==(BLOCK_WRITE_DST4((__global DST_DATA_T *)(ptr), CONVERT_DST_DATA4_T(v)); )==" "\n" |
| 59 | R"==(#define _BLOCK_WRITE2(ptr, v) \ )==" "\n" |
| 60 | R"==(BLOCK_WRITE_DST2((__global DST_DATA_T *)(ptr), CONVERT_DST_DATA2_T(v)); )==" "\n" |
| 61 | R"==(#define _BLOCK_WRITE(ptr, v) \ )==" "\n" |
| 62 | R"==(BLOCK_WRITE_DST((__global DST_DATA_T *)(ptr), CONVERT_DST_DATA_T(v)); )==" "\n" |
| 63 | R"==(#endif )==" "\n" |
| 64 | R"==(#else )==" "\n" |
| 65 | R"==(#define _BLOCK_WRITE8(ptr, v) \ )==" "\n" |
| 66 | R"==(BLOCK_WRITE8((__global BLOCK_DATA_T *)(ptr), AS_BLOCK_DATA8_T(v)); )==" "\n" |
| 67 | R"==(#define _BLOCK_WRITE4(ptr, v) \ )==" "\n" |
| 68 | R"==(BLOCK_WRITE4((__global BLOCK_DATA_T *)(ptr), AS_BLOCK_DATA4_T(v)); )==" "\n" |
| 69 | R"==(#define _BLOCK_WRITE2(ptr, v) \ )==" "\n" |
| 70 | R"==(BLOCK_WRITE2((__global BLOCK_DATA_T *)(ptr), AS_BLOCK_DATA2_T(v)); )==" "\n" |
| 71 | R"==(#define _BLOCK_WRITE(ptr, v) \ )==" "\n" |
| 72 | R"==(BLOCK_WRITE((__global BLOCK_DATA_T *)(ptr), AS_BLOCK_DATA_T(v)); )==" "\n" |
| 73 | R"==(#endif )==" "\n" |
| 74 | R"==(#define IS_3D (OD > 1) )==" "\n" |
| 75 | R"==(#define IS_1STCONV (IC == 3) )==" "\n" |
| 76 | R"==(#define HAS_PAD_D (PD > 0 || OD * SD - PD + (KD - 1) * (1 + DD) >= ID) )==" "\n" |
| 77 | R"==(#define HAS_PAD_H (PH > 0 || OH * SH - PH + (KH - 1) * (1 + DH) >= IH) )==" "\n" |
| 78 | R"==(#define HAS_PAD_W (PW > 0 || OW * SW - PW + (KW - 1) * (1 + DW) >= IW) )==" "\n" |
| 79 | R"==(#define ENABLE_SRC_BUF (MB_BLOCK == 1 && KW >= 3) )==" "\n" |
| 80 | R"==(#define W_VEC (IS_1STCONV && ENABLE_SRC_BUF && KW >= 5 && SW <= 3) )==" "\n" |
| 81 | R"==(#define C_VEC (!W_VEC) )==" "\n" |
| 82 | R"==(#define IC_INNER (C_VEC ? (IC < 16 ? IC : 16) : 1) )==" "\n" |
| 83 | R"==(#define IC_OUTER (IC_BLOCK / IC_INNER) )==" "\n" |
| 84 | R"==(#define OC_OUTER (OC_BLOCK / 16) )==" "\n" |
| 85 | R"==(#define IW_BLOCK (SW * (OW_BLOCK - 1) + (KW - 1) * (1 + DW) + 1) )==" "\n" |
| 86 | R"==(#define OW_INNER (C_VEC ? 1 : 16) )==" "\n" |
| 87 | R"==(#define IW_INNER OW_INNER )==" "\n" |
| 88 | R"==(#define OW_OUTER ((OW_BLOCK + OW_INNER - 1) / OW_INNER) )==" "\n" |
| 89 | R"==(#define IW_OUTER ((IW_BLOCK + IW_INNER - 1) / IW_INNER) )==" "\n" |
| 90 | R"==(#define C_SIZE (MB_BLOCK * OC_OUTER * OW_BLOCK) )==" "\n" |
| 91 | R"==(#if OW_BLOCK >= 32 )==" "\n" |
| 92 | R"==(#error "Block is too big for unrolled_read and unrolled_write." )==" "\n" |
| 93 | R"==(#endif )==" "\n" |
| 94 | R"==(int src_idx_c_vec(int mb_block, int ic_outer, int ow_outer) { )==" "\n" |
| 95 | R"==(if (SRC_16N16C) )==" "\n" |
| 96 | R"==(return ic_outer * OW_BLOCK * MB_BLOCK + ow_outer * MB_BLOCK + mb_block; )==" "\n" |
| 97 | R"==(return mb_block * IC_OUTER * OW_BLOCK + ic_outer * OW_BLOCK + ow_outer; )==" "\n" |
| 98 | R"==(} )==" "\n" |
| 99 | R"==(int src_idx_w_vec(int mb_block, int ic_outer, int ow_outer) { )==" "\n" |
| 100 | R"==(return mb_block * IC_OUTER * OW_OUTER + ic_outer * OW_OUTER + ow_outer; )==" "\n" |
| 101 | R"==(} )==" "\n" |
| 102 | R"==(int src_idx(int mb_block, int ic_outer, int ow_outer) { )==" "\n" |
| 103 | R"==(if (C_VEC) return src_idx_c_vec(mb_block, ic_outer, ow_outer); )==" "\n" |
| 104 | R"==(return src_idx_w_vec(mb_block, ic_outer, ow_outer); )==" "\n" |
| 105 | R"==(} )==" "\n" |
| 106 | R"==(int src_buf_idx_c_vec(int mb_block, int ic_outer, int iw_outer) { )==" "\n" |
| 107 | R"==(if (SRC_16N16C) )==" "\n" |
| 108 | R"==(return mb_block * IC_OUTER * IW_OUTER + ic_outer * IW_OUTER + iw_outer; )==" "\n" |
| 109 | R"==(return ic_outer * IW_OUTER * MB_BLOCK + iw_outer * MB_BLOCK + mb_block; )==" "\n" |
| 110 | R"==(} )==" "\n" |
| 111 | R"==(int src_buf_idx_w_vec(int mb_block, int ic_outer, int iw_outer) { )==" "\n" |
| 112 | R"==(return mb_block * IC_OUTER * IW_OUTER + ic_outer * IW_OUTER + iw_outer; )==" "\n" |
| 113 | R"==(} )==" "\n" |
| 114 | R"==(int src_buf_idx(int mb_block, int ic_outer, int iw_outer) { )==" "\n" |
| 115 | R"==(if (C_VEC) return src_buf_idx_c_vec(mb_block, ic_outer, iw_outer); )==" "\n" |
| 116 | R"==(return src_buf_idx_w_vec(mb_block, ic_outer, iw_outer); )==" "\n" |
| 117 | R"==(} )==" "\n" |
| 118 | R"==(int wei_idx_c_vec(int oc_outer, int ic_outer) { )==" "\n" |
| 119 | R"==(return ic_outer * OC_OUTER * IC_INNER + oc_outer * IC_INNER; )==" "\n" |
| 120 | R"==(} )==" "\n" |
| 121 | R"==(int wei_idx_w_vec(int oc_outer, int ic_outer) { )==" "\n" |
| 122 | R"==(return oc_outer * IC_OUTER + ic_outer; )==" "\n" |
| 123 | R"==(} )==" "\n" |
| 124 | R"==(int wei_idx(int oc_outer, int ic_outer) { )==" "\n" |
| 125 | R"==(if (C_VEC) return wei_idx_c_vec(oc_outer, ic_outer); )==" "\n" |
| 126 | R"==(return wei_idx_w_vec(oc_outer, ic_outer); )==" "\n" |
| 127 | R"==(} )==" "\n" |
| 128 | R"==(int dst_idx(int mb_block, int oc_outer, int ow_block) { )==" "\n" |
| 129 | R"==(if (DST_16N16C || DST_32N16C) )==" "\n" |
| 130 | R"==(return oc_outer * OW_BLOCK * MB_BLOCK + ow_block * MB_BLOCK + mb_block; )==" "\n" |
| 131 | R"==(return mb_block * OC_OUTER * OW_BLOCK + oc_outer * OW_BLOCK + ow_block; )==" "\n" |
| 132 | R"==(} )==" "\n" |
| 133 | R"==(#define copy(dst, src, n) \ )==" "\n" |
| 134 | R"==(do { \ )==" "\n" |
| 135 | R"==(for (int i = 0; i < (n); i++) \ )==" "\n" |
| 136 | R"==((dst)[i] = (src)[i]; \ )==" "\n" |
| 137 | R"==(} while (0) )==" "\n" |
| 138 | R"==(#define unrolled_read(n, block, ptr) \ )==" "\n" |
| 139 | R"==(do { \ )==" "\n" |
| 140 | R"==(if ((n)&16) { \ )==" "\n" |
| 141 | R"==(*((DATA8_T *)(block)) = _BLOCK_READ8((ptr)); \ )==" "\n" |
| 142 | R"==(*((DATA8_T *)((block) + 8)) = _BLOCK_READ8((ptr) + 8 * 16); \ )==" "\n" |
| 143 | R"==(} \ )==" "\n" |
| 144 | R"==(if ((n)&8) \ )==" "\n" |
| 145 | R"==(*((DATA8_T *)((block) + ((n) & ~15))) \ )==" "\n" |
| 146 | R"==(= _BLOCK_READ8((ptr) + ((n) & ~15) * 16); \ )==" "\n" |
| 147 | R"==(if ((n)&4) \ )==" "\n" |
| 148 | R"==(*((DATA4_T *)((block) + ((n) & ~7))) \ )==" "\n" |
| 149 | R"==(= _BLOCK_READ4((ptr) + ((n) & ~7) * 16); \ )==" "\n" |
| 150 | R"==(if ((n)&2) \ )==" "\n" |
| 151 | R"==(*((DATA2_T *)((block) + ((n) & ~3))) \ )==" "\n" |
| 152 | R"==(= _BLOCK_READ2((ptr) + ((n) & ~3) * 16); \ )==" "\n" |
| 153 | R"==(if ((n)&1) \ )==" "\n" |
| 154 | R"==(*((block) + ((n) & ~1)) = _BLOCK_READ((ptr) + ((n) & ~1) * 16); \ )==" "\n" |
| 155 | R"==(} while (0) )==" "\n" |
| 156 | R"==(#define strided_read(block, ptr, n, stride) \ )==" "\n" |
| 157 | R"==(do { \ )==" "\n" |
| 158 | R"==(if ((n) == 16 && (stride) == 1) { \ )==" "\n" |
| 159 | R"==((block)[0] = _BLOCK_READ((ptr)); \ )==" "\n" |
| 160 | R"==(} else { \ )==" "\n" |
| 161 | R"==(int sglid = get_sub_group_local_id(); \ )==" "\n" |
| 162 | R"==((block)[0] = (sglid < (n)) ? (ptr)[sglid * (stride)] : 0; \ )==" "\n" |
| 163 | R"==(} \ )==" "\n" |
| 164 | R"==(} while (0) )==" "\n" |
| 165 | R"==(#if DST_NCHW )==" "\n" |
| 166 | R"==(#define unrolled_write(n, block, ptr) \ )==" "\n" |
| 167 | R"==(do { \ )==" "\n" |
| 168 | R"==(if ((n)&16) { \ )==" "\n" |
| 169 | R"==(_BLOCK_WRITE8((ptr), *(DATA8_T *)((block))); \ )==" "\n" |
| 170 | R"==(_BLOCK_WRITE8((ptr) + 8 * 16, *(DATA8_T *)((block) + 8)); \ )==" "\n" |
| 171 | R"==(} \ )==" "\n" |
| 172 | R"==(if ((n)&8) \ )==" "\n" |
| 173 | R"==(_BLOCK_WRITE8( \ )==" "\n" |
| 174 | R"==((ptr) + ((n) & ~15), *(DATA8_T *)((block) + ((n) & ~15))); \ )==" "\n" |
| 175 | R"==(if ((n)&4) \ )==" "\n" |
| 176 | R"==(_BLOCK_WRITE4( \ )==" "\n" |
| 177 | R"==((ptr) + ((n) & ~7), *(DATA4_T *)((block) + ((n) & ~7))); \ )==" "\n" |
| 178 | R"==(if ((n)&2) \ )==" "\n" |
| 179 | R"==(_BLOCK_WRITE2( \ )==" "\n" |
| 180 | R"==((ptr) + ((n) & ~3), *(DATA2_T *)((block) + ((n) & ~3))); \ )==" "\n" |
| 181 | R"==(if ((n)&1) _BLOCK_WRITE((ptr) + ((n) & ~1), *((block) + ((n) & ~1))); \ )==" "\n" |
| 182 | R"==(} while (0) )==" "\n" |
| 183 | R"==(#else )==" "\n" |
| 184 | R"==(#define unrolled_write(n, block, ptr) \ )==" "\n" |
| 185 | R"==(do { \ )==" "\n" |
| 186 | R"==(if ((n)&16) { \ )==" "\n" |
| 187 | R"==(_BLOCK_WRITE8((ptr), *(DATA8_T *)((block))); \ )==" "\n" |
| 188 | R"==(_BLOCK_WRITE8((ptr) + 8 * 16, *(DATA8_T *)((block) + 8)); \ )==" "\n" |
| 189 | R"==(} \ )==" "\n" |
| 190 | R"==(if ((n)&8) \ )==" "\n" |
| 191 | R"==(_BLOCK_WRITE8((ptr) + ((n) & ~15) * 16, \ )==" "\n" |
| 192 | R"==(*(DATA8_T *)((block) + ((n) & ~15))); \ )==" "\n" |
| 193 | R"==(if ((n)&4) \ )==" "\n" |
| 194 | R"==(_BLOCK_WRITE4((ptr) + ((n) & ~7) * 16, \ )==" "\n" |
| 195 | R"==(*(DATA4_T *)((block) + ((n) & ~7))); \ )==" "\n" |
| 196 | R"==(if ((n)&2) \ )==" "\n" |
| 197 | R"==(_BLOCK_WRITE2((ptr) + ((n) & ~3) * 16, \ )==" "\n" |
| 198 | R"==(*(DATA2_T *)((block) + ((n) & ~3))); \ )==" "\n" |
| 199 | R"==(if ((n)&1) \ )==" "\n" |
| 200 | R"==(_BLOCK_WRITE((ptr) + ((n) & ~1) * 16, *((block) + ((n) & ~1))); \ )==" "\n" |
| 201 | R"==(} while (0) )==" "\n" |
| 202 | R"==(#endif )==" "\n" |
| 203 | R"==(#define multiply_row(C, A, B, mb_block, oc_outer, ic_outer, ow_outer) \ )==" "\n" |
| 204 | R"==(do { \ )==" "\n" |
| 205 | R"==(int b_off = wei_idx((oc_outer), (ic_outer)); \ )==" "\n" |
| 206 | R"==(int c_off = dst_idx((mb_block), (oc_outer), (ow_outer)); \ )==" "\n" |
| 207 | R"==(for (int ic_inner = 0; ic_inner < min(IC_WO_PADDING, IC_INNER); \ )==" "\n" |
| 208 | R"==(ic_inner++) { \ )==" "\n" |
| 209 | R"==((C)[c_off] = fma(intel_sub_group_shuffle((A), ic_inner), \ )==" "\n" |
| 210 | R"==((B)[b_off + ic_inner], (C)[c_off]); \ )==" "\n" |
| 211 | R"==(} \ )==" "\n" |
| 212 | R"==(} while (0) )==" "\n" |
| 213 | R"==(#define read_src_and_multiply_w16c_dense(ptr, iw, kw, C, B) \ )==" "\n" |
| 214 | R"==(do { \ )==" "\n" |
| 215 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) \ )==" "\n" |
| 216 | R"==(for (int ic_outer = 0; ic_outer < IC_OUTER; ic_outer++) { \ )==" "\n" |
| 217 | R"==(int idx = src_idx(mb_block, ic_outer, 0); \ )==" "\n" |
| 218 | R"==(for (int ow_block = 0; ow_block < OW_BLOCK; ow_block += 8) { \ )==" "\n" |
| 219 | R"==(int ow_bound = min(8, OW_BLOCK - ow_block); \ )==" "\n" |
| 220 | R"==(DATA_T A[8]; \ )==" "\n" |
| 221 | R"==(int off = src_off(mb_block, ic_outer * IC_INNER, 0, 0, \ )==" "\n" |
| 222 | R"==(ow_block + (kw) * (1 + DW)); \ )==" "\n" |
| 223 | R"==(unrolled_read(ow_bound, A, &(ptr)[off]); \ )==" "\n" |
| 224 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { \ )==" "\n" |
| 225 | R"==(for (int i = 0; i < ow_bound; i++) { \ )==" "\n" |
| 226 | R"==(multiply_row((C), A[i], (B), mb_block, oc_outer, \ )==" "\n" |
| 227 | R"==(ic_outer, ow_block + i); \ )==" "\n" |
| 228 | R"==(} \ )==" "\n" |
| 229 | R"==(} \ )==" "\n" |
| 230 | R"==(} \ )==" "\n" |
| 231 | R"==(} \ )==" "\n" |
| 232 | R"==(} while (0) )==" "\n" |
| 233 | R"==(#define read_src_and_multiply_16n16c(ptr, iw, kw, do_w_check, C, B) \ )==" "\n" |
| 234 | R"==(do { \ )==" "\n" |
| 235 | R"==(for (int ow_block = 0; ow_block < OW_BLOCK; ow_block++) { \ )==" "\n" |
| 236 | R"==(int iw_off = ow_block * SW + (kw) * (1 + DW); \ )==" "\n" |
| 237 | R"==(if ((do_w_check) && HAS_PAD_W \ )==" "\n" |
| 238 | R"==(&& ((iw) + iw_off < 0 || (iw) + iw_off >= IW)) \ )==" "\n" |
| 239 | R"==(continue; \ )==" "\n" |
| 240 | R"==(for (int ic_outer = 0; ic_outer < IC_OUTER; ic_outer++) \ )==" "\n" |
| 241 | R"==(__attribute__((opencl_unroll_hint)) /* attr:no-format */ \ )==" "\n" |
| 242 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; \ )==" "\n" |
| 243 | R"==(mb_block += 8) { \ )==" "\n" |
| 244 | R"==(int mb_bound = min(8, MB_BLOCK - mb_block); \ )==" "\n" |
| 245 | R"==(DATA_T A[8]; \ )==" "\n" |
| 246 | R"==(int off = src_off( \ )==" "\n" |
| 247 | R"==(mb_block, ic_outer * IC_INNER, 0, 0, iw_off); \ )==" "\n" |
| 248 | R"==(unrolled_read(mb_bound, A, &(ptr)[off]); \ )==" "\n" |
| 249 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { \ )==" "\n" |
| 250 | R"==(for (int i = 0; i < mb_bound; i++) { \ )==" "\n" |
| 251 | R"==(multiply_row((C), A[i], (B), mb_block + i, \ )==" "\n" |
| 252 | R"==(oc_outer, ic_outer, ow_block); \ )==" "\n" |
| 253 | R"==(} \ )==" "\n" |
| 254 | R"==(} \ )==" "\n" |
| 255 | R"==(} \ )==" "\n" |
| 256 | R"==(} \ )==" "\n" |
| 257 | R"==(} while (0) )==" "\n" |
| 258 | R"==(#define read_src_and_multiply_common(ptr, iw, kw, do_w_check, C, B) \ )==" "\n" |
| 259 | R"==(do { \ )==" "\n" |
| 260 | R"==(for (int i = 0; i < OW_BLOCK; i++) { \ )==" "\n" |
| 261 | R"==(int iw_off = i * SW + (kw) * (1 + DW); \ )==" "\n" |
| 262 | R"==(if ((do_w_check) && HAS_PAD_W \ )==" "\n" |
| 263 | R"==(&& ((iw) + iw_off < 0 || (iw) + iw_off >= IW)) \ )==" "\n" |
| 264 | R"==(continue; \ )==" "\n" |
| 265 | R"==(for (int ic_outer = 0; ic_outer < IC_OUTER; ic_outer++) { \ )==" "\n" |
| 266 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) { \ )==" "\n" |
| 267 | R"==(int off = src_off( \ )==" "\n" |
| 268 | R"==(mb_block, ic_outer * IC_INNER, 0, 0, iw_off); \ )==" "\n" |
| 269 | R"==(DATA_T A; \ )==" "\n" |
| 270 | R"==(strided_read(&A, &(ptr)[off], IC_INNER, \ )==" "\n" |
| 271 | R"==(src_off(0, 1, 0, 0, 0)); \ )==" "\n" |
| 272 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { \ )==" "\n" |
| 273 | R"==(int b_off = wei_idx(oc_outer, ic_outer); \ )==" "\n" |
| 274 | R"==(int c_off = dst_idx(mb_block, oc_outer, i); \ )==" "\n" |
| 275 | R"==(for (int ic_inner = 0; \ )==" "\n" |
| 276 | R"==(ic_inner < min(IC_WO_PADDING, IC_INNER); \ )==" "\n" |
| 277 | R"==(ic_inner++) { \ )==" "\n" |
| 278 | R"==((C)[c_off] = fma( \ )==" "\n" |
| 279 | R"==(intel_sub_group_shuffle(A, ic_inner), \ )==" "\n" |
| 280 | R"==((B)[b_off + ic_inner], (C)[c_off]); \ )==" "\n" |
| 281 | R"==(} \ )==" "\n" |
| 282 | R"==(} \ )==" "\n" |
| 283 | R"==(} \ )==" "\n" |
| 284 | R"==(} \ )==" "\n" |
| 285 | R"==(} \ )==" "\n" |
| 286 | R"==(} while (0) )==" "\n" |
| 287 | R"==(#define read_src_and_multiply(ptr, iw, kw, do_w_check, C, B) \ )==" "\n" |
| 288 | R"==(do { \ )==" "\n" |
| 289 | R"==(if (SRC_W16C && (!(do_w_check) || (!HAS_PAD_W && SW == 1))) { \ )==" "\n" |
| 290 | R"==(read_src_and_multiply_w16c_dense((ptr), (iw), (kw), (C), (B)); \ )==" "\n" |
| 291 | R"==(} else if (SRC_16N16C) { \ )==" "\n" |
| 292 | R"==(read_src_and_multiply_16n16c( \ )==" "\n" |
| 293 | R"==((ptr), (iw), (kw), (do_w_check), (C), (B)); \ )==" "\n" |
| 294 | R"==(} else { \ )==" "\n" |
| 295 | R"==(read_src_and_multiply_common( \ )==" "\n" |
| 296 | R"==((ptr), (iw), (kw), (do_w_check), (C), (B)); \ )==" "\n" |
| 297 | R"==(} \ )==" "\n" |
| 298 | R"==(} while (0) )==" "\n" |
| 299 | R"==(#define read_src_buf(buf, ptr, iw) \ )==" "\n" |
| 300 | R"==(do { \ )==" "\n" |
| 301 | R"==(for (int iw_outer = 0; iw_outer < IW_OUTER; iw_outer++) { \ )==" "\n" |
| 302 | R"==(int iw_inner = (C_VEC ? 0 : get_sub_group_local_id()); \ )==" "\n" |
| 303 | R"==(int iw_block = iw_outer * IW_INNER + iw_inner; \ )==" "\n" |
| 304 | R"==(if (HAS_PAD_W && ((iw) + iw_block < 0 || (iw) + iw_block >= IW)) \ )==" "\n" |
| 305 | R"==(continue; \ )==" "\n" |
| 306 | R"==(for (int ic_outer = 0; ic_outer < IC_OUTER; ic_outer++) { \ )==" "\n" |
| 307 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) { \ )==" "\n" |
| 308 | R"==(int off = src_off( \ )==" "\n" |
| 309 | R"==(mb_block, ic_outer * IC_INNER, 0, 0, iw_block); \ )==" "\n" |
| 310 | R"==(int idx = src_buf_idx(mb_block, ic_outer, iw_outer); \ )==" "\n" |
| 311 | R"==(if (C_VEC) { \ )==" "\n" |
| 312 | R"==(strided_read(&(buf)[idx], &(ptr)[off], IC_INNER, \ )==" "\n" |
| 313 | R"==(src_off(0, 1, 0, 0, 0)); \ )==" "\n" |
| 314 | R"==(} else { \ )==" "\n" |
| 315 | R"==((buf)[idx] = (ptr)[off]; \ )==" "\n" |
| 316 | R"==(} \ )==" "\n" |
| 317 | R"==(} \ )==" "\n" |
| 318 | R"==(} \ )==" "\n" |
| 319 | R"==(} \ )==" "\n" |
| 320 | R"==(} while (0) )==" "\n" |
| 321 | R"==(#define read_wei_block(block, ptr) \ )==" "\n" |
| 322 | R"==(do { \ )==" "\n" |
| 323 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { \ )==" "\n" |
| 324 | R"==(int ic_bound = min(IC_WO_PADDING, IC_BLOCK); \ )==" "\n" |
| 325 | R"==(for (int ic_block = 0; ic_block < ic_bound; ic_block += 16) { \ )==" "\n" |
| 326 | R"==(int off = wei_off(0, oc_outer * 16, ic_block, 0, 0, 0); \ )==" "\n" |
| 327 | R"==(int idx = wei_idx(oc_outer, ic_block); \ )==" "\n" |
| 328 | R"==(unrolled_read(min(16, ic_bound - ic_block), &(block)[idx], \ )==" "\n" |
| 329 | R"==(&(ptr)[off]); \ )==" "\n" |
| 330 | R"==(} \ )==" "\n" |
| 331 | R"==(} \ )==" "\n" |
| 332 | R"==(} while (0) )==" "\n" |
| 333 | R"==(#define read_wei_and_multiply_c_vec(wei, kw, C, A) \ )==" "\n" |
| 334 | R"==(do { \ )==" "\n" |
| 335 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { \ )==" "\n" |
| 336 | R"==(int ic_bound1 = min(IC_WO_PADDING, IC_BLOCK); \ )==" "\n" |
| 337 | R"==(for (int ic_block = 0; ic_block < ic_bound1; ic_block += 8) { \ )==" "\n" |
| 338 | R"==(int ic_bound2 = min(8, ic_bound1 - ic_block); \ )==" "\n" |
| 339 | R"==(int off = wei_off(0, oc_outer * 16, ic_block, 0, 0, 0); \ )==" "\n" |
| 340 | R"==(DATA_T B[8]; \ )==" "\n" |
| 341 | R"==(unrolled_read(ic_bound2, B, &(wei)[off]); \ )==" "\n" |
| 342 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) { \ )==" "\n" |
| 343 | R"==(for (int ow_block = 0; ow_block < OW_BLOCK; ow_block++) { \ )==" "\n" |
| 344 | R"==(int iw_off = ow_block * SW + (kw) * (1 + DW); \ )==" "\n" |
| 345 | R"==(int buf_idx = src_buf_idx(mb_block, 0, iw_off); \ )==" "\n" |
| 346 | R"==(int c_off = dst_idx(mb_block, oc_outer, ow_block); \ )==" "\n" |
| 347 | R"==(for (int i = 0; i < ic_bound2; i++) { \ )==" "\n" |
| 348 | R"==((C)[c_off] \ )==" "\n" |
| 349 | R"==(= fma(intel_sub_group_shuffle( \ )==" "\n" |
| 350 | R"==((A)[buf_idx], ic_block + i), \ )==" "\n" |
| 351 | R"==(B[i], (C)[c_off]); \ )==" "\n" |
| 352 | R"==(} \ )==" "\n" |
| 353 | R"==(} \ )==" "\n" |
| 354 | R"==(} \ )==" "\n" |
| 355 | R"==(} \ )==" "\n" |
| 356 | R"==(} \ )==" "\n" |
| 357 | R"==(} while (0) )==" "\n" |
| 358 | R"==(DATA_T shuffle_a_value(int mb_block, int ic_block, int ow_outer, int ow_inner, )==" "\n" |
| 359 | R"==(int kw, const DATA_T *A) { )==" "\n" |
| 360 | R"==(int iw_off0 = ow_outer * OW_INNER * SW + kw * (1 + DW); )==" "\n" |
| 361 | R"==(int iw_outer0 = iw_off0 / IW_INNER; )==" "\n" |
| 362 | R"==(int buf_idx0 = src_buf_idx(mb_block, ic_block, iw_outer0); )==" "\n" |
| 363 | R"==(int iw_off = iw_off0 + ow_inner * SW; )==" "\n" |
| 364 | R"==(int iw_outer = iw_off / IW_INNER; )==" "\n" |
| 365 | R"==(DATA4_T A_shuf = 0; )==" "\n" |
| 366 | R"==(for (int i = 0; i < SW + 1; i++) { )==" "\n" |
| 367 | R"==(A_shuf[i] = (iw_outer0 + i < IW_OUTER) ? A[buf_idx0 + i] : 0; )==" "\n" |
| 368 | R"==(} )==" "\n" |
| 369 | R"==(A_shuf = AS_DATA4_T(intel_sub_group_shuffle( )==" "\n" |
| 370 | R"==(AS_BLOCK_DATA4_T(A_shuf), iw_off % IW_INNER)); )==" "\n" |
| 371 | R"==(return A_shuf[iw_outer - iw_outer0]; )==" "\n" |
| 372 | R"==(} )==" "\n" |
| 373 | R"==(#define read_wei_and_multiply_w_vec(wei, kw, C, A) \ )==" "\n" |
| 374 | R"==(do { \ )==" "\n" |
| 375 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { \ )==" "\n" |
| 376 | R"==(int ic_bound1 = min(IC_WO_PADDING, IC_BLOCK); \ )==" "\n" |
| 377 | R"==(for (int ic_block = 0; ic_block < ic_bound1; ic_block += 8) { \ )==" "\n" |
| 378 | R"==(int ic_bound2 = min(8, ic_bound1 - ic_block); \ )==" "\n" |
| 379 | R"==(int off = wei_off(0, oc_outer * 16, ic_block, 0, 0, 0); \ )==" "\n" |
| 380 | R"==(DATA_T B[8]; \ )==" "\n" |
| 381 | R"==(unrolled_read(ic_bound2, B, &(wei)[off]); \ )==" "\n" |
| 382 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) \ )==" "\n" |
| 383 | R"==(/* IC_INNER is 1 with W vectorization. */ \ )==" "\n" |
| 384 | R"==(for (int ic_inner = 0; ic_inner < ic_bound2; ic_inner++) \ )==" "\n" |
| 385 | R"==(for (int ow_outer = 0; ow_outer < OW_OUTER; \ )==" "\n" |
| 386 | R"==(ow_outer++) { \ )==" "\n" |
| 387 | R"==(int ow_bound = min( \ )==" "\n" |
| 388 | R"==(OW_INNER, OW_BLOCK - ow_outer * OW_INNER); \ )==" "\n" |
| 389 | R"==(for (int i = 0; i < ow_bound; i++) { \ )==" "\n" |
| 390 | R"==(DATA_T A_val = shuffle_a_value(mb_block, \ )==" "\n" |
| 391 | R"==(ic_block + ic_inner, ow_outer, i, \ )==" "\n" |
| 392 | R"==((kw), (A)); \ )==" "\n" |
| 393 | R"==(int c_off = dst_idx(mb_block, oc_outer, \ )==" "\n" |
| 394 | R"==(ow_outer * OW_INNER + i); \ )==" "\n" |
| 395 | R"==((C)[c_off] = fma(A_val, \ )==" "\n" |
| 396 | R"==(B[ic_block + ic_inner], (C)[c_off]); \ )==" "\n" |
| 397 | R"==(} \ )==" "\n" |
| 398 | R"==(} \ )==" "\n" |
| 399 | R"==(} \ )==" "\n" |
| 400 | R"==(} \ )==" "\n" |
| 401 | R"==(} while (0) )==" "\n" |
| 402 | R"==(#define read_wei_and_multiply(wei, kw, C, A) \ )==" "\n" |
| 403 | R"==(do { \ )==" "\n" |
| 404 | R"==(if (W_VEC) \ )==" "\n" |
| 405 | R"==(read_wei_and_multiply_w_vec((wei), (kw), (C), (A)); \ )==" "\n" |
| 406 | R"==(else \ )==" "\n" |
| 407 | R"==(read_wei_and_multiply_c_vec((wei), (kw), (C), (A)); \ )==" "\n" |
| 408 | R"==(} while (0) )==" "\n" |
| 409 | R"==(#define read_dst_block(block, ptr, ow) \ )==" "\n" |
| 410 | R"==(do { \ )==" "\n" |
| 411 | R"==(if (DST_NCHW) { \ )==" "\n" |
| 412 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) { \ )==" "\n" |
| 413 | R"==(int n_channels = min(min(C_SIZE, OW - ow), OW_BLOCK); \ )==" "\n" |
| 414 | R"==(bool w_oc_tail = BASE_OC_TAIL > 0 \ )==" "\n" |
| 415 | R"==(&& OC_WO_PADDING - (ocb ? ocb : SUB_GROUP_SIZE) \ )==" "\n" |
| 416 | R"==(< OC_BLOCK; \ )==" "\n" |
| 417 | R"==(int loc_oc_tail = w_oc_tail ? BASE_OC_TAIL : SUB_GROUP_SIZE; \ )==" "\n" |
| 418 | R"==(int oc_loop = (!w_oc_tail || sglid < loc_oc_tail) \ )==" "\n" |
| 419 | R"==(? C_SIZE \ )==" "\n" |
| 420 | R"==(: n_channels; \ )==" "\n" |
| 421 | R"==(for (int oc_outer = 0; oc_outer < oc_loop; oc_outer += 1) { \ )==" "\n" |
| 422 | R"==(int oc_tail_idx = ((sglid < loc_oc_tail \ )==" "\n" |
| 423 | R"==(&& oc_outer >= n_channels) \ )==" "\n" |
| 424 | R"==(? (sglid + (16 * (C_SIZE / OW_BLOCK - 1))) \ )==" "\n" |
| 425 | R"==(: sglid); \ )==" "\n" |
| 426 | R"==(int off = dst_off( \ )==" "\n" |
| 427 | R"==(0, oc_tail_idx, 0, 0, (oc_outer % n_channels)); \ )==" "\n" |
| 428 | R"==(int idx = oc_outer; \ )==" "\n" |
| 429 | R"==(_BLOCK_READ_DST(&(block)[idx], 1, &(ptr)[off]); \ )==" "\n" |
| 430 | R"==(} \ )==" "\n" |
| 431 | R"==(} \ )==" "\n" |
| 432 | R"==(} else { \ )==" "\n" |
| 433 | R"==(int ow_bound = (OW % OW_BLOCK == 0) ? OW_BLOCK \ )==" "\n" |
| 434 | R"==(: min(OW_BLOCK, OW - (ow)); \ )==" "\n" |
| 435 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) \ )==" "\n" |
| 436 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) \ )==" "\n" |
| 437 | R"==(for (int ow_block = 0; ow_block < ow_bound; ow_block++) { \ )==" "\n" |
| 438 | R"==(int off = dst_off( \ )==" "\n" |
| 439 | R"==(mb_block, oc_outer * 16, 0, 0, ow_block); \ )==" "\n" |
| 440 | R"==(int idx = dst_idx(mb_block, oc_outer, ow_block); \ )==" "\n" |
| 441 | R"==(if (DST_W32C) { \ )==" "\n" |
| 442 | R"==(int off = dst_off( \ )==" "\n" |
| 443 | R"==(mb_block, oc_outer * 16, 0, 0, 0); \ )==" "\n" |
| 444 | R"==(int idx = dst_idx(mb_block, oc_outer, 0); \ )==" "\n" |
| 445 | R"==(for (int i = 0; i < OW_BLOCK && ow + i < OW; \ )==" "\n" |
| 446 | R"==(++i) { \ )==" "\n" |
| 447 | R"==(*((DATA_T *)&(block)[idx + i]) \ )==" "\n" |
| 448 | R"==(= CONVERT_DATA_T(BLOCK_READ_DST( \ )==" "\n" |
| 449 | R"==(&(ptr)[off + (32 * i)])); \ )==" "\n" |
| 450 | R"==(} \ )==" "\n" |
| 451 | R"==(} else if (DST_32N32C) { \ )==" "\n" |
| 452 | R"==(int off = dst_off(mb_block, \ )==" "\n" |
| 453 | R"==(oc_outer * (DST_32N32C ? 32 : 16), 0, 0, \ )==" "\n" |
| 454 | R"==(ow_block); \ )==" "\n" |
| 455 | R"==(int idx = dst_idx(mb_block, oc_outer, ow_block); \ )==" "\n" |
| 456 | R"==(mb_block ? mb_block += 31 : mb_block; \ )==" "\n" |
| 457 | R"==(for (int i = 0; i < 16; ++i) { \ )==" "\n" |
| 458 | R"==(*((DATA_T *)&(block)[idx + i]) \ )==" "\n" |
| 459 | R"==(= CONVERT_DATA_T(BLOCK_READ_DST( \ )==" "\n" |
| 460 | R"==(&(ptr)[off + (32 * i)])); \ )==" "\n" |
| 461 | R"==(} \ )==" "\n" |
| 462 | R"==(} else { \ )==" "\n" |
| 463 | R"==((block)[idx] = _BLOCK_READ(&(ptr)[off]); \ )==" "\n" |
| 464 | R"==(} \ )==" "\n" |
| 465 | R"==(} \ )==" "\n" |
| 466 | R"==(} \ )==" "\n" |
| 467 | R"==(} while (0) )==" "\n" |
| 468 | R"==(#define write_dst_block(block, ptr, ow) \ )==" "\n" |
| 469 | R"==(do { \ )==" "\n" |
| 470 | R"==(if (DST_W16C || DST_W32C) { \ )==" "\n" |
| 471 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) \ )==" "\n" |
| 472 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { \ )==" "\n" |
| 473 | R"==(int off = dst_off(mb_block, oc_outer * 16, 0, 0, 0); \ )==" "\n" |
| 474 | R"==(int idx = dst_idx(mb_block, oc_outer, 0); \ )==" "\n" |
| 475 | R"==(if (DST_W32C) { \ )==" "\n" |
| 476 | R"==(for (int i = 0; i < OW_BLOCK && ow + i < OW; ++i) { \ )==" "\n" |
| 477 | R"==(unrolled_write(1, &(block)[idx + i], \ )==" "\n" |
| 478 | R"==(&(ptr)[off + (32 * i)]); \ )==" "\n" |
| 479 | R"==(} \ )==" "\n" |
| 480 | R"==(} else if (OW % OW_BLOCK == 0 || (ow) + OW_BLOCK <= OW) { \ )==" "\n" |
| 481 | R"==(unrolled_write(OW_BLOCK, &(block)[idx], &(ptr)[off]); \ )==" "\n" |
| 482 | R"==(} else { \ )==" "\n" |
| 483 | R"==(unrolled_write( \ )==" "\n" |
| 484 | R"==(OW % OW_BLOCK, &(block)[idx], &(ptr)[off]); \ )==" "\n" |
| 485 | R"==(} \ )==" "\n" |
| 486 | R"==(} \ )==" "\n" |
| 487 | R"==(} else if (DST_16N16C || DST_32N32C) { \ )==" "\n" |
| 488 | R"==(int ow_bound = (OW % OW_BLOCK == 0) ? OW_BLOCK \ )==" "\n" |
| 489 | R"==(: min(OW_BLOCK, OW - (ow)); \ )==" "\n" |
| 490 | R"==(for (int ow_block = 0; ow_block < ow_bound; ow_block++) \ )==" "\n" |
| 491 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) \ )==" "\n" |
| 492 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; \ )==" "\n" |
| 493 | R"==(mb_block += (DST_32N32C ? 32 : 16)) { \ )==" "\n" |
| 494 | R"==(int off = dst_off(mb_block, \ )==" "\n" |
| 495 | R"==(oc_outer * (DST_32N32C ? 32 : 16), 0, 0, \ )==" "\n" |
| 496 | R"==(ow_block); \ )==" "\n" |
| 497 | R"==(int idx = dst_idx(mb_block, oc_outer, ow_block); \ )==" "\n" |
| 498 | R"==(if (DST_32N32C && MB > 8) { \ )==" "\n" |
| 499 | R"==(for (int i = 0; i < C_SIZE; ++i) { \ )==" "\n" |
| 500 | R"==(unrolled_write(1, &(block)[idx + i], \ )==" "\n" |
| 501 | R"==(&(ptr)[off + (32 * i)]); \ )==" "\n" |
| 502 | R"==(} \ )==" "\n" |
| 503 | R"==(} else { \ )==" "\n" |
| 504 | R"==(unrolled_write(min(16, MB_BLOCK), &(block)[idx], \ )==" "\n" |
| 505 | R"==(&(ptr)[off]); \ )==" "\n" |
| 506 | R"==(} \ )==" "\n" |
| 507 | R"==(} \ )==" "\n" |
| 508 | R"==(} else if (DST_32N16C) { \ )==" "\n" |
| 509 | R"==(int ow_bound = (OW % OW_BLOCK == 0) ? OW_BLOCK \ )==" "\n" |
| 510 | R"==(: min(OW_BLOCK, OW - (ow)); \ )==" "\n" |
| 511 | R"==(for (int ow_block = 0; ow_block < ow_bound; ow_block++) \ )==" "\n" |
| 512 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) \ )==" "\n" |
| 513 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; \ )==" "\n" |
| 514 | R"==(mb_block += 32) { \ )==" "\n" |
| 515 | R"==(int off = dst_off( \ )==" "\n" |
| 516 | R"==(mb_block, oc_outer * 16, 0, 0, ow_block); \ )==" "\n" |
| 517 | R"==(int idx = dst_idx(mb_block, oc_outer, ow_block); \ )==" "\n" |
| 518 | R"==(unrolled_write(min(32, MB_BLOCK), &(block)[idx], \ )==" "\n" |
| 519 | R"==(&(ptr)[off]); \ )==" "\n" |
| 520 | R"==(} \ )==" "\n" |
| 521 | R"==(} else if (DST_NCHW && sglid < OC_WO_PADDING - oc) { \ )==" "\n" |
| 522 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) { \ )==" "\n" |
| 523 | R"==(int n_channels = min(min(C_SIZE, OW - ow), OW_BLOCK); \ )==" "\n" |
| 524 | R"==(bool w_oc_tail = BASE_OC_TAIL > 0 \ )==" "\n" |
| 525 | R"==(&& OC_WO_PADDING - (ocb ? ocb : SUB_GROUP_SIZE) \ )==" "\n" |
| 526 | R"==(< OC_BLOCK; \ )==" "\n" |
| 527 | R"==(int loc_oc_tail = w_oc_tail ? BASE_OC_TAIL : SUB_GROUP_SIZE; \ )==" "\n" |
| 528 | R"==(int oc_loop = (!w_oc_tail || sglid < loc_oc_tail) \ )==" "\n" |
| 529 | R"==(? C_SIZE \ )==" "\n" |
| 530 | R"==(: n_channels; \ )==" "\n" |
| 531 | R"==(for (int oc_outer = 0; oc_outer < oc_loop; oc_outer += 1) { \ )==" "\n" |
| 532 | R"==(int oc_tail_idx = ((sglid < loc_oc_tail \ )==" "\n" |
| 533 | R"==(&& oc_outer >= n_channels) \ )==" "\n" |
| 534 | R"==(? (sglid + (16 * (C_SIZE / OW_BLOCK - 1))) \ )==" "\n" |
| 535 | R"==(: sglid); \ )==" "\n" |
| 536 | R"==(int off = dst_off( \ )==" "\n" |
| 537 | R"==(0, oc_tail_idx, 0, 0, (oc_outer % n_channels)); \ )==" "\n" |
| 538 | R"==(int idx = oc_outer; \ )==" "\n" |
| 539 | R"==(unrolled_write(1, &(block)[oc_outer], &(ptr)[off]); \ )==" "\n" |
| 540 | R"==(} \ )==" "\n" |
| 541 | R"==(} \ )==" "\n" |
| 542 | R"==(} \ )==" "\n" |
| 543 | R"==(} while (0) )==" "\n" |
| 544 | R"==(#define loop_ic_outermost(src, wei, C, id, ih, iw) \ )==" "\n" |
| 545 | R"==(do { \ )==" "\n" |
| 546 | R"==(__attribute__((opencl_unroll_hint(1))) /* attr:no-format */ \ )==" "\n" |
| 547 | R"==(for (int ic = 0; ic < IC; ic += IC_BLOCK) { \ )==" "\n" |
| 548 | R"==(__attribute__((opencl_unroll_hint(1))) /* attr:no-format */ \ )==" "\n" |
| 549 | R"==(for (int kd = 0; kd < KD; kd++) { \ )==" "\n" |
| 550 | R"==(if (HAS_PAD_D \ )==" "\n" |
| 551 | R"==(&& ((id) + kd * (1 + DD) < 0 \ )==" "\n" |
| 552 | R"==(|| (id) + kd * (1 + DD) >= ID)) \ )==" "\n" |
| 553 | R"==(continue; \ )==" "\n" |
| 554 | R"==(__attribute__((opencl_unroll_hint(1))) /* attr:no-format */ \ )==" "\n" |
| 555 | R"==(for (int kh = 0; kh < KH; kh++) { \ )==" "\n" |
| 556 | R"==(if (HAS_PAD_H \ )==" "\n" |
| 557 | R"==(&& ((ih) + kh * (1 + DH) < 0 \ )==" "\n" |
| 558 | R"==(|| (ih) + kh * (1 + DH) >= IH)) \ )==" "\n" |
| 559 | R"==(continue; \ )==" "\n" |
| 560 | R"==(const __global DATA_T *src1 = (src) \ )==" "\n" |
| 561 | R"==(+ src_off(0, 0, kd * (1 + DD), kh * (1 + DH), 0); \ )==" "\n" |
| 562 | R"==(DATA_T A_buf[MB_BLOCK * IC_OUTER * IW_OUTER] = {0}; \ )==" "\n" |
| 563 | R"==(if (ENABLE_SRC_BUF) read_src_buf(A_buf, src1, (iw)); \ )==" "\n" |
| 564 | R"==(__attribute__( \ )==" "\n" |
| 565 | R"==((opencl_unroll_hint(KW))) /* attr:no-format */ \ )==" "\n" |
| 566 | R"==(for (int kw = 0; kw < KW; kw++) { \ )==" "\n" |
| 567 | R"==(const __global DATA_T *wei1 \ )==" "\n" |
| 568 | R"==(= (wei) + wei_off(0, 0, 0, kd, kh, kw); \ )==" "\n" |
| 569 | R"==(DATA_T B[IC_OUTER * OC_OUTER * IC_INNER]; \ )==" "\n" |
| 570 | R"==(if (ENABLE_SRC_BUF) { \ )==" "\n" |
| 571 | R"==(read_wei_and_multiply(wei1, kw, (C), A_buf); \ )==" "\n" |
| 572 | R"==(} else { \ )==" "\n" |
| 573 | R"==(read_wei_block(B, wei1); \ )==" "\n" |
| 574 | R"==(read_src_and_multiply(src1, (iw), kw, 1, (C), B); \ )==" "\n" |
| 575 | R"==(} \ )==" "\n" |
| 576 | R"==(} \ )==" "\n" |
| 577 | R"==(} \ )==" "\n" |
| 578 | R"==(} \ )==" "\n" |
| 579 | R"==((src) += src_off(0, IC_BLOCK, 0, 0, 0); \ )==" "\n" |
| 580 | R"==((wei) += wei_off(0, 0, IC_BLOCK, 0, 0, 0); \ )==" "\n" |
| 581 | R"==(} \ )==" "\n" |
| 582 | R"==(} while (0) )==" "\n" |
| 583 | R"==(#define loop_kdhw_outermost(src, wei, C, id, ih, iw) \ )==" "\n" |
| 584 | R"==(do { \ )==" "\n" |
| 585 | R"==(for (int kd = 0; kd < KD; kd++) { \ )==" "\n" |
| 586 | R"==(if (HAS_PAD_D \ )==" "\n" |
| 587 | R"==(&& ((id) + kd * (1 + DD) < 0 \ )==" "\n" |
| 588 | R"==(|| (id) + kd * (1 + DD) >= ID)) \ )==" "\n" |
| 589 | R"==(continue; \ )==" "\n" |
| 590 | R"==(for (int kh = 0; kh < KH; kh++) { \ )==" "\n" |
| 591 | R"==(if (HAS_PAD_H \ )==" "\n" |
| 592 | R"==(&& ((ih) + kh * (1 + DH) < 0 \ )==" "\n" |
| 593 | R"==(|| (ih) + kh * (1 + DH) >= IH)) \ )==" "\n" |
| 594 | R"==(continue; \ )==" "\n" |
| 595 | R"==(for (int kw = 0; kw < KW; kw++) { \ )==" "\n" |
| 596 | R"==(if (HAS_PAD_W \ )==" "\n" |
| 597 | R"==(&& ((iw) + kw * (1 + DW) < 0 \ )==" "\n" |
| 598 | R"==(|| (iw) + kw * (1 + DW) >= IW)) \ )==" "\n" |
| 599 | R"==(continue; \ )==" "\n" |
| 600 | R"==(/* XXX: kw offset is applied in read_src_and_multiply(). */ \ )==" "\n" |
| 601 | R"==(const __global DATA_T *src1 = (src) \ )==" "\n" |
| 602 | R"==(+ src_off(0, 0, kd * (1 + DD), kh * (1 + DH), 0); \ )==" "\n" |
| 603 | R"==(const __global DATA_T *wei1 \ )==" "\n" |
| 604 | R"==(= (wei) + wei_off(0, 0, 0, kd, kh, kw); \ )==" "\n" |
| 605 | R"==(__attribute__((opencl_unroll_hint)) /* attr:no-format */ \ )==" "\n" |
| 606 | R"==(for (int ic = 0; ic < IC; ic += IC_BLOCK) { \ )==" "\n" |
| 607 | R"==(DATA_T B[IC_OUTER * OC_OUTER * IC_INNER]; \ )==" "\n" |
| 608 | R"==(read_wei_block(B, wei1); \ )==" "\n" |
| 609 | R"==(read_src_and_multiply(src1, (iw), kw, 0, (C), B); \ )==" "\n" |
| 610 | R"==(src1 += src_off(0, IC_BLOCK, 0, 0, 0); \ )==" "\n" |
| 611 | R"==(wei1 += wei_off(0, 0, IC_BLOCK, 0, 0, 0); \ )==" "\n" |
| 612 | R"==(} \ )==" "\n" |
| 613 | R"==(} \ )==" "\n" |
| 614 | R"==(} \ )==" "\n" |
| 615 | R"==(} \ )==" "\n" |
| 616 | R"==(} while (0) )==" "\n" |
| 617 | R"==(__attribute__((reqd_work_group_size(LWS_0, LWS_1, LWS_2))) )==" "\n" |
| 618 | R"==(__attribute__((intel_reqd_sub_group_size(SUB_GROUP_SIZE))) __kernel void )==" "\n" |
| 619 | R"==(gen9_conv_fwd(const __global DATA_T *src, const __global DATA_T *wei, )==" "\n" |
| 620 | R"==(const __global DATA_T *bia, __global DST_DATA_T *dst POST_OP_ARGS) { )==" "\n" |
| 621 | R"==(MAYBE_SKIP_NON_UNIFORM_WG(); )==" "\n" |
| 622 | R"==(int sglid = get_sub_group_local_id(); )==" "\n" |
| 623 | R"==(int g_ocb = get_group_id(0) * (LWS_0 / SUB_GROUP_SIZE) + get_sub_group_id(); )==" "\n" |
| 624 | R"==(int g = g_ocb / (OCB / OC_BLOCK); )==" "\n" |
| 625 | R"==(int ocb = g_ocb % (OCB / OC_BLOCK) * OC_BLOCK; )==" "\n" |
| 626 | R"==(int odhw = get_group_id(1) / (OMB / MB_BLOCK); )==" "\n" |
| 627 | R"==(int omb = get_group_id(1) % (OMB / MB_BLOCK) * MB_BLOCK; )==" "\n" |
| 628 | R"==(int ohw = IS_3D ? odhw % (OWB * OHB) : odhw; )==" "\n" |
| 629 | R"==(int od = IS_3D ? odhw / (OWB * OHB) : 0; )==" "\n" |
| 630 | R"==(int oh = (ohw / OWB) * OH_BLOCK; )==" "\n" |
| 631 | R"==(int ow = (ohw % OWB) * OW_BLOCK; )==" "\n" |
| 632 | R"==(int ocb_idx_omb_idx = get_group_id(2); )==" "\n" |
| 633 | R"==(int ocb_idx = ocb_idx_omb_idx / (MB / OMB); )==" "\n" |
| 634 | R"==(int omb_idx = ocb_idx_omb_idx % (MB / OMB); )==" "\n" |
| 635 | R"==(int oc = ocb_idx * OCB + ocb; )==" "\n" |
| 636 | R"==(int mb = omb_idx * OMB + omb; )==" "\n" |
| 637 | R"==(int ih = oh * SH - PH; )==" "\n" |
| 638 | R"==(int iw = ow * SW - PW; )==" "\n" |
| 639 | R"==(int id = od * SD - PD; )==" "\n" |
| 640 | R"==(#if DT_F16 && C_SIZE == 8 )==" "\n" |
| 641 | R"==(DATA8_T C = 0; )==" "\n" |
| 642 | R"==(#elif DT_F16 && C_SIZE == 16 )==" "\n" |
| 643 | R"==(DATA16_T C = 0; )==" "\n" |
| 644 | R"==(#else )==" "\n" |
| 645 | R"==(DATA_T C[C_SIZE] = {0}; )==" "\n" |
| 646 | R"==(#endif )==" "\n" |
| 647 | R"==(src += src_off(mb, g * IC, id, ih, iw); )==" "\n" |
| 648 | R"==(wei += wei_off(g, oc, 0, 0, 0, 0); )==" "\n" |
| 649 | R"==(dst += dst_off(mb, g * OC + oc, od, oh, ow); )==" "\n" |
| 650 | R"==(if ((DST_32N32C || DST_W32C) && (OC_BLOCK % 32 != 0) )==" "\n" |
| 651 | R"==(&& oc > OC_WO_PADDING) { )==" "\n" |
| 652 | R"==(write_dst_block((DATA_T *)(&C), dst, ow); )==" "\n" |
| 653 | R"==(return; )==" "\n" |
| 654 | R"==(} )==" "\n" |
| 655 | R"==(if (WITH_BIAS) { )==" "\n" |
| 656 | R"==(for (int mb_block = 0; mb_block < MB_BLOCK; mb_block++) { )==" "\n" |
| 657 | R"==(for (int oc_outer = 0; oc_outer < OC_OUTER; oc_outer++) { )==" "\n" |
| 658 | R"==(const int bg_off = g * OC; )==" "\n" |
| 659 | R"==(const int bc_off = oc + oc_outer * 16 + sglid; )==" "\n" |
| 660 | R"==(#if (DT_F16 || DST_DT_U8 || DST_DT_S8) )==" "\n" |
| 661 | R"==(#if OC_WO_PADDING == SUB_GROUP_SIZE && (DST_DT_U8 || DST_DT_S8) )==" "\n" |
| 662 | R"==(if (OC_WO_PADDING % OC_BLOCK == 0 && bc_off < OC_WO_PADDING) { )==" "\n" |
| 663 | R"==(#else )==" "\n" |
| 664 | R"==(if (OC_WO_PADDING % OC_BLOCK == 0 || bc_off < OC_WO_PADDING) { )==" "\n" |
| 665 | R"==(#endif )==" "\n" |
| 666 | R"==(for (int ow_block = 0; ow_block < OW_BLOCK; ow_block++) { )==" "\n" |
| 667 | R"==(const int c_off = dst_idx(mb_block, oc_outer, ow_block); )==" "\n" |
| 668 | R"==(C[c_off] = bia[bg_off + bc_off]; )==" "\n" |
| 669 | R"==(} )==" "\n" |
| 670 | R"==(} )==" "\n" |
| 671 | R"==(#else )==" "\n" |
| 672 | R"==(for (int ow_block = 0; ow_block < OW_BLOCK; ow_block++) { )==" "\n" |
| 673 | R"==(const int c_off = dst_idx(mb_block, oc_outer, ow_block); )==" "\n" |
| 674 | R"==(C[c_off] = (OC_WO_PADDING % OC_BLOCK == 0 )==" "\n" |
| 675 | R"==(|| bc_off < OC_WO_PADDING) )==" "\n" |
| 676 | R"==(? bia[bg_off + bc_off] )==" "\n" |
| 677 | R"==(: DATA_ZERO; )==" "\n" |
| 678 | R"==(} )==" "\n" |
| 679 | R"==(#endif )==" "\n" |
| 680 | R"==(} )==" "\n" |
| 681 | R"==(} )==" "\n" |
| 682 | R"==(} )==" "\n" |
| 683 | R"==(#if OC_WO_PADDING == SUB_GROUP_SIZE && (DST_DT_U8 || DST_DT_S8) )==" "\n" |
| 684 | R"==(const bool DO_MUL = ((OC_BLOCK * g_ocb) < OC_WO_PADDING); )==" "\n" |
| 685 | R"==(#else )==" "\n" |
| 686 | R"==(const bool DO_MUL = true; )==" "\n" |
| 687 | R"==(#endif )==" "\n" |
| 688 | R"==(if (OW_BLOCK == 1 && DO_MUL) { )==" "\n" |
| 689 | R"==(loop_kdhw_outermost(src, wei, C, id, ih, iw); )==" "\n" |
| 690 | R"==(} else if (DO_MUL) { )==" "\n" |
| 691 | R"==(loop_ic_outermost(src, wei, C, id, ih, iw); )==" "\n" |
| 692 | R"==(} )==" "\n" |
| 693 | R"==(DATA_T S[MB_BLOCK * OC_OUTER * OW_BLOCK]; )==" "\n" |
| 694 | R"==(if (WITH_SUM) { read_dst_block(S, dst, ow); } )==" "\n" |
| 695 | R"==(#if WITH_POST_OP )==" "\n" |
| 696 | R"==(if (OW_BLOCK == 1) { )==" "\n" |
| 697 | R"==(const int po_mb = mb; )==" "\n" |
| 698 | R"==(const int po_oc = (g * OC + oc) % (OC * G); )==" "\n" |
| 699 | R"==(APPLY_POST_OPS_TRY_BURST(C, DATA_T, S, DATA_T, po_mb, MB_BLOCK, po_oc, )==" "\n" |
| 700 | R"==(OC_OUTER * SUB_GROUP_SIZE, sglid); )==" "\n" |
| 701 | R"==(} else { )==" "\n" |
| 702 | R"==(unroll_for(int mb_idx = 0; mb_idx < MB_BLOCK; ++mb_idx) { )==" "\n" |
| 703 | R"==(unroll_for(int oc_idx = 0; oc_idx < OC_OUTER; ++oc_idx) { )==" "\n" |
| 704 | R"==(const int po_mb = (mb + mb_idx) % MB; )==" "\n" |
| 705 | R"==(const int po_oc = (g * OC + oc + (oc_idx * 16)) % (OC * G); )==" "\n" |
| 706 | R"==(float acc_ow[OW_BLOCK]; )==" "\n" |
| 707 | R"==(float sum_ow[OW_BLOCK]; )==" "\n" |
| 708 | R"==(unroll_for(int ow_idx = 0; ow_idx < OW_BLOCK; ++ow_idx) { )==" "\n" |
| 709 | R"==(acc_ow[ow_idx] )==" "\n" |
| 710 | R"==(= CONVERT_FLOAT_T(C[mb_idx * OC_OUTER * OW_BLOCK )==" "\n" |
| 711 | R"==(+ oc_idx * OW_BLOCK + ow_idx]); )==" "\n" |
| 712 | R"==(sum_ow[ow_idx] )==" "\n" |
| 713 | R"==(= CONVERT_FLOAT_T(S[mb_idx * OC_OUTER * OW_BLOCK )==" "\n" |
| 714 | R"==(+ oc_idx * OW_BLOCK + ow_idx]); )==" "\n" |
| 715 | R"==(} )==" "\n" |
| 716 | R"==(APPLY_POST_OPS_TRY_BURST(acc_ow, float, sum_ow, float, po_mb, 1, )==" "\n" |
| 717 | R"==(po_oc, SUB_GROUP_SIZE, sglid); )==" "\n" |
| 718 | R"==(unroll_for(int ow_idx = 0; ow_idx < OW_BLOCK; ++ow_idx) { )==" "\n" |
| 719 | R"==(C[mb_idx * OC_OUTER * OW_BLOCK + oc_idx * OW_BLOCK + ow_idx] )==" "\n" |
| 720 | R"==(= acc_ow[ow_idx]; )==" "\n" |
| 721 | R"==(} )==" "\n" |
| 722 | R"==(} )==" "\n" |
| 723 | R"==(} )==" "\n" |
| 724 | R"==(} )==" "\n" |
| 725 | R"==(#endif )==" "\n" |
| 726 | R"==(write_dst_block((DATA_T *)(&C), dst, ow); )==" "\n" |
| 727 | R"==(} )==" "\n" |
| 728 | R"==()=="; |
| 729 | } |
| 730 | } |
| 731 | } |
| 732 | } |
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