1 | namespace dnnl { |
2 | namespace impl { |
3 | namespace gpu { |
4 | namespace ocl { |
5 | const char *xe_lp_conv_fwd_data_first_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"==(#undef cl_intel_subgroup_matrix_multiply_accumulate )==" "\n" |
21 | R"==(#include "gpu/ocl/ocl_math_utils.h" )==" "\n" |
22 | R"==(#include "gpu/ocl/ocl_post_ops.h" )==" "\n" |
23 | R"==(#include "gpu/ocl/ocl_scales.h" )==" "\n" |
24 | R"==(#include "gpu/ocl/ocl_types.h" )==" "\n" |
25 | R"==(#include "gpu/ocl/ocl_zero_points.h" )==" "\n" |
26 | R"==(#define KDHW_SIZE (KH * KW * KD) )==" "\n" |
27 | R"==(#if (PW % 4 == 0) && (SRC_SLM_SIZE % 4 == 0) )==" "\n" |
28 | R"==(#define WRITE_SLM_BLOCK(p, data) block_write(p, data) )==" "\n" |
29 | R"==(#define WRITE_SLM_BLOCK_SHORT(p, data) block_write_us(p, data) )==" "\n" |
30 | R"==(#else )==" "\n" |
31 | R"==(#define WRITE_SLM_BLOCK(p, data) block_write_emu(p, data) )==" "\n" |
32 | R"==(#define WRITE_SLM_BLOCK_SHORT(p, data) block_write_us_emu(p, data) )==" "\n" |
33 | R"==(#endif )==" "\n" |
34 | R"==(#define GET_INT_BLOCK(SRC_SLM, SLM_INDEX, SRC_GLOBAL, GLOBAL_INDEX) \ )==" "\n" |
35 | R"==(uchar4 res = 0; \ )==" "\n" |
36 | R"==(for (int j = 0; j < IC; j++) { \ )==" "\n" |
37 | R"==(res[j] = SRC_GLOBAL[GLOBAL_INDEX + j * IH * IW * ID]; \ )==" "\n" |
38 | R"==(} \ )==" "\n" |
39 | R"==(SRC_SLM[SLM_INDEX] = as_int(res); )==" "\n" |
40 | R"==(#define BLOCK_READ_SRC(data, idx) \ )==" "\n" |
41 | R"==(data = intel_sub_group_block_read8((__global uint *)&src[idx]); )==" "\n" |
42 | R"==(#define BLOCK_READ_WHT(data, idx) \ )==" "\n" |
43 | R"==(data = as_int(intel_sub_group_block_read((__global uint *)&wei[idx])); )==" "\n" |
44 | R"==(#define BLOCK_READ_WHT8(data, idx) \ )==" "\n" |
45 | R"==(data = as_int8(intel_sub_group_block_read8((__global uint *)&wei[idx])); )==" "\n" |
46 | R"==(#define BLOCK_READ_BIA(data, idx) \ )==" "\n" |
47 | R"==(data = as_float4(intel_sub_group_block_read4((__global uint *)&bias[idx])); )==" "\n" |
48 | R"==(#if SCALES_PER_OC )==" "\n" |
49 | R"==(#define SCALE_VEC4 scales.s01230123 )==" "\n" |
50 | R"==(#define SCALE scales )==" "\n" |
51 | R"==(#elif SCALES_COMMON )==" "\n" |
52 | R"==(#define SCALE_VEC4 runtime_scales[0] )==" "\n" |
53 | R"==(#define SCALE runtime_scales[0] )==" "\n" |
54 | R"==(#else )==" "\n" |
55 | R"==(#define SCALE_VEC4 1 )==" "\n" |
56 | R"==(#define SCALE 1 )==" "\n" |
57 | R"==(#endif )==" "\n" |
58 | R"==(#define OC_PADD8 ((OC % 8) ? (OC / 8 + 1) * 8 : OC) )==" "\n" |
59 | R"==(__attribute__((intel_reqd_sub_group_size(SUB_GROUP_SIZE))) )==" "\n" |
60 | R"==(__attribute__((reqd_work_group_size(LWS_0, LWS_1, LWS_2))) __kernel void )==" "\n" |
61 | R"==(conv_fwd_first_x8s8x(const __global uchar *src, const __global char *wei, )==" "\n" |
62 | R"==(const __global float *bias, __global DST_DATA_T *dst POST_OP_ARGS, )==" "\n" |
63 | R"==(const __global float *runtime_scales, )==" "\n" |
64 | R"==(const __global int *src_compensation, const __global int *src_zpoints, )==" "\n" |
65 | R"==(const __global int *dst_compensation) { )==" "\n" |
66 | R"==(const int group_oc = get_group_id(0) * OC_GROUP; )==" "\n" |
67 | R"==(const int group_sp = get_group_id(1) * SP_GROUP; )==" "\n" |
68 | R"==(const int group_mb = get_group_id(2) * MB_GROUP; )==" "\n" |
69 | R"==(const int is_mb_padding = MB % MB_BLOCK != 0 && group_mb >= MB; )==" "\n" |
70 | R"==(const int sub_group_id = get_sub_group_id(); )==" "\n" |
71 | R"==(const int sub_local_id = get_sub_group_local_id(); )==" "\n" |
72 | R"==(const int oc = (sub_group_id % OC_GROUP); )==" "\n" |
73 | R"==(const int sp = (sub_group_id / OC_GROUP); )==" "\n" |
74 | R"==(const int g = (group_oc + oc) / OC_NCHUNK; )==" "\n" |
75 | R"==(const int group_ic = IC_NCHUNK * g; )==" "\n" |
76 | R"==(const int god = group_sp / (OW_PADDED * OH); )==" "\n" |
77 | R"==(const int gohw = group_sp % (OW_PADDED * OH); )==" "\n" |
78 | R"==(const int goh = gohw / OW_PADDED; )==" "\n" |
79 | R"==(const int gow = OW_BLOCK * (gohw % OW_PADDED); )==" "\n" |
80 | R"==(const int gid = god * SD; )==" "\n" |
81 | R"==(const int gih = goh * SH; )==" "\n" |
82 | R"==(const int giw = gow * SW; )==" "\n" |
83 | R"==(const int local_ow = OW_BLOCK * sp; )==" "\n" |
84 | R"==(const int local_iw = local_ow * SW; )==" "\n" |
85 | R"==(const int od = god; )==" "\n" |
86 | R"==(const int ow = gow + local_ow; )==" "\n" |
87 | R"==(const int oh = goh; )==" "\n" |
88 | R"==(const int id = gid - PD; )==" "\n" |
89 | R"==(const int iw = giw + local_iw - PW; )==" "\n" |
90 | R"==(const int ih = gih - PH; )==" "\n" |
91 | R"==(__local uint S_slice[SRC_SLM_SIZE * KH * KD]; )==" "\n" |
92 | R"==(__local uint *S_part = S_slice + (sp * SW * OW_BLOCK + PW); )==" "\n" |
93 | R"==(__local SRC_MMAD_DATA_T *S_work = S_slice + (sp * SW * OW_BLOCK); )==" "\n" |
94 | R"==(dst += OC_BLOCK * OD * OH * OW * MB_BLOCK * (group_oc + oc); )==" "\n" |
95 | R"==(dst += OC_BLOCK * OD * OH * OW * OC_NCHUNK * G * MB_BLOCK )==" "\n" |
96 | R"==(* (group_mb / MB_BLOCK); )==" "\n" |
97 | R"==(dst += OC_BLOCK * (group_mb % MB_BLOCK); )==" "\n" |
98 | R"==(dst += OC_BLOCK * MB_BLOCK * (OW * OH * od + OW * oh + ow); )==" "\n" |
99 | R"==(#if NCHW == 1 )==" "\n" |
100 | R"==(src += IC * ID * IH * IW * G * group_mb; )==" "\n" |
101 | R"==(src += (IW * IH * id + IW * ih + iw + PW); )==" "\n" |
102 | R"==(#else )==" "\n" |
103 | R"==(src += IC_BLOCK * ID * IH * IW * G * group_mb; )==" "\n" |
104 | R"==(src += IC_BLOCK * (IW * IH * id + IW * ih + iw + PW); )==" "\n" |
105 | R"==(#endif )==" "\n" |
106 | R"==(wei += 4 * KDHW_SIZE * OC_BLOCK * (group_oc + oc); )==" "\n" |
107 | R"==(/* WORK WITH SLM */ )==" "\n" |
108 | R"==(const bool left_tail = iw < 0 || iw >= IW; )==" "\n" |
109 | R"==(const bool left_nozero_tail = sub_group_id == 0 && iw >= 0; )==" "\n" |
110 | R"==(const bool right_tail = (iw + PW + SLM_TAIL >= IW) && (iw + PW < IW); )==" "\n" |
111 | R"==(const bool empty = (iw + PW >= IW); )==" "\n" |
112 | R"==(const bool right_nozero_tail )==" "\n" |
113 | R"==(= sp == (LWS_1 - 1) && (iw + PW + SLM_TAIL < IW); )==" "\n" |
114 | R"==(/* KD */ )==" "\n" |
115 | R"==(#if KD > 1 )==" "\n" |
116 | R"==(for (int kd = 0; kd < KD; kd++) { )==" "\n" |
117 | R"==(if (kd * (1 + DD) + id < 0 || kd * (1 + DD) + id >= ID) { )==" "\n" |
118 | R"==(S_part += SRC_SLM_SIZE * KH; )==" "\n" |
119 | R"==(src += IC_BLOCK * IW * IH * (1 + DD); )==" "\n" |
120 | R"==(continue; )==" "\n" |
121 | R"==(} )==" "\n" |
122 | R"==(#endif )==" "\n" |
123 | R"==(/* KH */ )==" "\n" |
124 | R"==(#if KH > 1 )==" "\n" |
125 | R"==(for (int kh = 0; kh < KH; kh++) { )==" "\n" |
126 | R"==(if (kh * (1 + DH) + ih < 0 || kh * (1 + DH) + ih >= IH) { )==" "\n" |
127 | R"==(S_part += SRC_SLM_SIZE; )==" "\n" |
128 | R"==(src += IC_BLOCK * IW * (1 + DH); )==" "\n" |
129 | R"==(continue; )==" "\n" |
130 | R"==(} )==" "\n" |
131 | R"==(#endif )==" "\n" |
132 | R"==(/* KW */ )==" "\n" |
133 | R"==(/* left tail */ )==" "\n" |
134 | R"==(if (is_mb_padding) { goto end_conv_calculate; } )==" "\n" |
135 | R"==(#if PW > 0 || OW != OWX )==" "\n" |
136 | R"==(if (left_tail) { )==" "\n" |
137 | R"==(for (int i = -PW; i < 0; i += 8) { )==" "\n" |
138 | R"==(if (i + sub_local_id < 0) S_part[i + sub_local_id] = 0; )==" "\n" |
139 | R"==(} )==" "\n" |
140 | R"==(} )==" "\n" |
141 | R"==(#endif )==" "\n" |
142 | R"==(/* right tail */ )==" "\n" |
143 | R"==(#if ZERO_TAIL > 0 )==" "\n" |
144 | R"==(if (right_tail) { )==" "\n" |
145 | R"==(for (int i = SLM_TAIL; i < SW * OW_BLOCK + (KW - 1) * (1 + DW); )==" "\n" |
146 | R"==(i++) { )==" "\n" |
147 | R"==(S_part[i] = 0; )==" "\n" |
148 | R"==(} )==" "\n" |
149 | R"==(} )==" "\n" |
150 | R"==(#if SLM_NCHUNK < OW_NCHUNK )==" "\n" |
151 | R"==(if (empty) { )==" "\n" |
152 | R"==(for (int i = 0; i < SW * OW_BLOCK + (KW - 1) * (1 + DW); i++) { )==" "\n" |
153 | R"==(S_part[i] = 0; )==" "\n" |
154 | R"==(} )==" "\n" |
155 | R"==(} )==" "\n" |
156 | R"==(#endif )==" "\n" |
157 | R"==(#endif )==" "\n" |
158 | R"==(#if SLM_NCHUNK < OW_NCHUNK || OW != OWX )==" "\n" |
159 | R"==(if (iw + PW < IW) { )==" "\n" |
160 | R"==(#endif )==" "\n" |
161 | R"==(#if OW_NCHUNK > LWS_1 )==" "\n" |
162 | R"==(/* Copy tails in case of multigroups */ )==" "\n" |
163 | R"==(if (ow < OW) { )==" "\n" |
164 | R"==(#if PW > 0 )==" "\n" |
165 | R"==(if (left_nozero_tail) { )==" "\n" |
166 | R"==(for (int i = -PW; i < 0; i += 8) { )==" "\n" |
167 | R"==(if (i + sub_local_id < 0) { )==" "\n" |
168 | R"==(#if NCHW == 1 )==" "\n" |
169 | R"==(GET_INT_BLOCK(S_part, i + sub_local_id, src, )==" "\n" |
170 | R"==(i + sub_local_id); )==" "\n" |
171 | R"==(#else )==" "\n" |
172 | R"==(S_part[i + sub_local_id] = (( )==" "\n" |
173 | R"==(__global uint *)src)[i + sub_local_id]; )==" "\n" |
174 | R"==(#endif )==" "\n" |
175 | R"==(} )==" "\n" |
176 | R"==(} )==" "\n" |
177 | R"==(} )==" "\n" |
178 | R"==(#endif )==" "\n" |
179 | R"==(if (right_nozero_tail) { )==" "\n" |
180 | R"==(for (int i = SW * OW_BLOCK; )==" "\n" |
181 | R"==(i < SW * OW_BLOCK + (KW - 1) * (1 + DW) - PW; )==" "\n" |
182 | R"==(i += 8) { )==" "\n" |
183 | R"==(if (i + sub_local_id < SW * OW_BLOCK )==" "\n" |
184 | R"==(+ (KW - 1) * (1 + DW) - PW) { )==" "\n" |
185 | R"==(#if NCHW == 1 )==" "\n" |
186 | R"==(GET_INT_BLOCK(S_part, i + sub_local_id, src, )==" "\n" |
187 | R"==(i + sub_local_id); )==" "\n" |
188 | R"==(#else )==" "\n" |
189 | R"==(S_part[i + sub_local_id] = (( )==" "\n" |
190 | R"==(__global uint *)src)[i + sub_local_id]; )==" "\n" |
191 | R"==(#endif )==" "\n" |
192 | R"==(} )==" "\n" |
193 | R"==(} )==" "\n" |
194 | R"==(} )==" "\n" |
195 | R"==(#endif )==" "\n" |
196 | R"==(#if SLM_TAIL != OW_BLOCK * SW )==" "\n" |
197 | R"==(/* Copy last block to SLM */ )==" "\n" |
198 | R"==(if (right_tail) { )==" "\n" |
199 | R"==(__attribute__((opencl_unroll_hint)) for (int i = 0; )==" "\n" |
200 | R"==(i < SLM_TAIL; )==" "\n" |
201 | R"==(i += 8) { )==" "\n" |
202 | R"==(if (i + sub_local_id < SLM_TAIL) { )==" "\n" |
203 | R"==(#if NCHW == 1 )==" "\n" |
204 | R"==(GET_INT_BLOCK(S_part, i + sub_local_id, src, )==" "\n" |
205 | R"==(i + sub_local_id); )==" "\n" |
206 | R"==(#else )==" "\n" |
207 | R"==(S_part[i + sub_local_id] = (( )==" "\n" |
208 | R"==(__global uint *)src)[i + sub_local_id]; )==" "\n" |
209 | R"==(#endif )==" "\n" |
210 | R"==(} )==" "\n" |
211 | R"==(} )==" "\n" |
212 | R"==(} else { )==" "\n" |
213 | R"==(#endif )==" "\n" |
214 | R"==(#if (SW * OW_BLOCK) % 8 == 0 )==" "\n" |
215 | R"==(/* Copy block to SLM */ )==" "\n" |
216 | R"==(__attribute__(( )==" "\n" |
217 | R"==(opencl_unroll_hint)) for (int i = 0; )==" "\n" |
218 | R"==(i < SW * OW_BLOCK; )==" "\n" |
219 | R"==(i += 8) { )==" "\n" |
220 | R"==(#if NCHW == 1 )==" "\n" |
221 | R"==(uchar4 res = 0; )==" "\n" |
222 | R"==(for (int j = 0; j < IC; j++) { )==" "\n" |
223 | R"==(if ((ulong)&src[(i + j * IH * IW * ID)] % 4 )==" "\n" |
224 | R"==(== 0) )==" "\n" |
225 | R"==(res[j] = intel_sub_group_block_read_uc( )==" "\n" |
226 | R"==(src + i + j * IH * IW * ID); )==" "\n" |
227 | R"==(else )==" "\n" |
228 | R"==(res[j] = src[i + j * IH * IW * ID )==" "\n" |
229 | R"==(+ get_sub_group_local_id()]; )==" "\n" |
230 | R"==(} )==" "\n" |
231 | R"==(WRITE_SLM_BLOCK(S_part + i, as_int(res)); )==" "\n" |
232 | R"==(#else )==" "\n" |
233 | R"==(WRITE_SLM_BLOCK(S_part + i, )==" "\n" |
234 | R"==(intel_sub_group_block_read(( )==" "\n" |
235 | R"==(const __global uint )==" "\n" |
236 | R"==(*)(&src[i * IC_BLOCK]))); )==" "\n" |
237 | R"==(#endif )==" "\n" |
238 | R"==(} )==" "\n" |
239 | R"==(#elif (SW * OW_BLOCK) % 4 == 0 && NCHW == 0 )==" "\n" |
240 | R"==(__attribute__((opencl_unroll_hint)) for (int i = 0; i < SW * OW_BLOCK; )==" "\n" |
241 | R"==(i += 4) { )==" "\n" |
242 | R"==(WRITE_SLM_BLOCK_SHORT(S_part + i, )==" "\n" |
243 | R"==(intel_sub_group_block_read_us( )==" "\n" |
244 | R"==((const __global ushort *)(&src[i * IC_BLOCK]))); )==" "\n" |
245 | R"==(} )==" "\n" |
246 | R"==(#else )==" "\n" |
247 | R"==(__attribute__((opencl_unroll_hint)) for (int i = 0; i < SW * OW_BLOCK; )==" "\n" |
248 | R"==(i++) { )==" "\n" |
249 | R"==(GET_INT_BLOCK(S_part, i, src, i); )==" "\n" |
250 | R"==(} )==" "\n" |
251 | R"==(#endif )==" "\n" |
252 | R"==(#if SLM_TAIL != OW_BLOCK * SW )==" "\n" |
253 | R"==(} )==" "\n" |
254 | R"==(#endif )==" "\n" |
255 | R"==(#if OW_NCHUNK > LWS_1 )==" "\n" |
256 | R"==(} )==" "\n" |
257 | R"==(#endif )==" "\n" |
258 | R"==(#if SLM_NCHUNK < OW_NCHUNK || OW != OWX )==" "\n" |
259 | R"==(} )==" "\n" |
260 | R"==(#endif )==" "\n" |
261 | R"==(/* right tail */ )==" "\n" |
262 | R"==(#if ZERO_TAIL > 0 )==" "\n" |
263 | R"==(if (right_tail) { )==" "\n" |
264 | R"==(for (int i = SLM_TAIL; i < SW * OW_BLOCK + (KW - 1) * (1 + DW); )==" "\n" |
265 | R"==(i += 8) { )==" "\n" |
266 | R"==(if (i + sub_local_id < SW * OW_BLOCK + (KW - 1) * (1 + DW)) )==" "\n" |
267 | R"==(S_part[i + sub_local_id] = 0; )==" "\n" |
268 | R"==(} )==" "\n" |
269 | R"==(} )==" "\n" |
270 | R"==(#if SLM_NCHUNK < OW_NCHUNK || OW != OWX )==" "\n" |
271 | R"==(if (empty) { )==" "\n" |
272 | R"==(for (int i = 0; i < SW * OW_BLOCK + (KW - 1) * (1 + DW); )==" "\n" |
273 | R"==(i += 8) { )==" "\n" |
274 | R"==(if (i + sub_local_id < SW * OW_BLOCK + (KW - 1) * (1 + DW)) )==" "\n" |
275 | R"==(S_part[i + sub_local_id] = 0; )==" "\n" |
276 | R"==(} )==" "\n" |
277 | R"==(} )==" "\n" |
278 | R"==(#endif )==" "\n" |
279 | R"==(#endif )==" "\n" |
280 | R"==(#if KH > 1 )==" "\n" |
281 | R"==(S_part += SRC_SLM_SIZE; )==" "\n" |
282 | R"==(src += IC_BLOCK * IW * (1 + DH); )==" "\n" |
283 | R"==(} )==" "\n" |
284 | R"==(S_part -= SRC_SLM_SIZE * KH; )==" "\n" |
285 | R"==(src -= IC_BLOCK * KH * IW * (1 + DH); )==" "\n" |
286 | R"==(#endif )==" "\n" |
287 | R"==(#if KD > 1 )==" "\n" |
288 | R"==(S_part += SRC_SLM_SIZE * KH; )==" "\n" |
289 | R"==(src += IC_BLOCK * IW * IH * (1 + DD); )==" "\n" |
290 | R"==(} )==" "\n" |
291 | R"==(#endif )==" "\n" |
292 | R"==(end_conv_calculate: )==" "\n" |
293 | R"==(barrier(CLK_LOCAL_MEM_FENCE); )==" "\n" |
294 | R"==(SRC_MMAD_DATA8_T S; )==" "\n" |
295 | R"==(int8 W0 = 0, W1 = 0, W2 = 0, W3 = 0; )==" "\n" |
296 | R"==(int W00 = 0, W10 = 0, W20 = 0, W30 = 0; )==" "\n" |
297 | R"==(int8 C00 = 0; )==" "\n" |
298 | R"==(int8 C10 = 0; )==" "\n" |
299 | R"==(int8 C20 = 0; )==" "\n" |
300 | R"==(int8 C30 = 0; )==" "\n" |
301 | R"==(#if OW_BLOCK == 12 )==" "\n" |
302 | R"==(SRC_MMAD_DATA4_T SS; )==" "\n" |
303 | R"==(int4 C01 = 0; )==" "\n" |
304 | R"==(int4 C11 = 0; )==" "\n" |
305 | R"==(int4 C21 = 0; )==" "\n" |
306 | R"==(int4 C31 = 0; )==" "\n" |
307 | R"==(#endif )==" "\n" |
308 | R"==(#if OW_BLOCK == 16 )==" "\n" |
309 | R"==(int8 C01 = 0; )==" "\n" |
310 | R"==(int8 C11 = 0; )==" "\n" |
311 | R"==(int8 C21 = 0; )==" "\n" |
312 | R"==(int8 C31 = 0; )==" "\n" |
313 | R"==(#endif )==" "\n" |
314 | R"==(#if WITH_SRC_ZPOINTS )==" "\n" |
315 | R"==(#if WITH_SRC_ZPOINTS_PER_IC )==" "\n" |
316 | R"==(int4 z = 0; )==" "\n" |
317 | R"==(if (IC > 0) z.s0 = src_zpoints[0]; )==" "\n" |
318 | R"==(if (IC > 1) z.s1 = src_zpoints[1]; )==" "\n" |
319 | R"==(if (IC > 2) z.s2 = src_zpoints[2]; )==" "\n" |
320 | R"==(if (IC > 3) z.s3 = src_zpoints[3]; )==" "\n" |
321 | R"==(#else )==" "\n" |
322 | R"==(int4 z = read_src_zero_point(src_zpoints); )==" "\n" |
323 | R"==(#endif )==" "\n" |
324 | R"==(#endif )==" "\n" |
325 | R"==(#if !WITH_SRC_ZPOINTS )==" "\n" |
326 | R"==(for (int i = 0; i < KDHW_SIZE - KDHW_SIZE % 8; i += 8) { )==" "\n" |
327 | R"==(const int ihw = (i + sub_local_id) % (KW * KH); )==" "\n" |
328 | R"==(const int filter_iw = (ihw % KW) * (1 + DW); )==" "\n" |
329 | R"==(const int filter_ih = ihw / KW; )==" "\n" |
330 | R"==(const int filter_id = (i + sub_local_id) / (KH * KW); )==" "\n" |
331 | R"==(const int filter = (filter_ih * (1 + DH) + ih >= 0) )==" "\n" |
332 | R"==(&& (filter_ih * (1 + DH) + ih < IH) )==" "\n" |
333 | R"==(&& (filter_id * (1 + DD) + id >= 0 )==" "\n" |
334 | R"==(&& filter_id * (1 + DD) + id < ID); )==" "\n" |
335 | R"==(BLOCK_READ_WHT8(W0, 0); )==" "\n" |
336 | R"==(#if OC_PADD8 * 4 > OC_BLOCK )==" "\n" |
337 | R"==(BLOCK_READ_WHT8(W1, KDHW_SIZE * OC_BLOCK); )==" "\n" |
338 | R"==(#endif )==" "\n" |
339 | R"==(#if OC_PADD8 * 4 > OC_BLOCK * 2 )==" "\n" |
340 | R"==(BLOCK_READ_WHT8(W2, 2 * KDHW_SIZE * OC_BLOCK); )==" "\n" |
341 | R"==(#endif )==" "\n" |
342 | R"==(#if OC_PADD8 * 4 > OC_BLOCK * 3 )==" "\n" |
343 | R"==(BLOCK_READ_WHT8(W3, 3 * KDHW_SIZE * OC_BLOCK); )==" "\n" |
344 | R"==(#endif )==" "\n" |
345 | R"==(if (filter) { )==" "\n" |
346 | R"==(S.s0 = S_work[SW * 0 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
347 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
348 | R"==(S.s1 = S_work[SW * 1 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
349 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
350 | R"==(S.s2 = S_work[SW * 2 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
351 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
352 | R"==(S.s3 = S_work[SW * 3 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
353 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
354 | R"==(S.s4 = S_work[SW * 4 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
355 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
356 | R"==(S.s5 = S_work[SW * 5 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
357 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
358 | R"==(S.s6 = S_work[SW * 6 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
359 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
360 | R"==(S.s7 = S_work[SW * 7 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
361 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
362 | R"==(#if OW_BLOCK == 12 )==" "\n" |
363 | R"==(SS.s0 = S_work[SW * 8 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
364 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
365 | R"==(SS.s1 = S_work[SW * 9 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
366 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
367 | R"==(SS.s2 = S_work[SW * 10 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
368 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
369 | R"==(SS.s3 = S_work[SW * 11 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
370 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
371 | R"==(#endif )==" "\n" |
372 | R"==(} else { )==" "\n" |
373 | R"==(S = 0; )==" "\n" |
374 | R"==(#if OW_BLOCK == 12 )==" "\n" |
375 | R"==(SS = 0; )==" "\n" |
376 | R"==(#endif )==" "\n" |
377 | R"==(} )==" "\n" |
378 | R"==(C00 = mmad8x8(S, W0, C00); )==" "\n" |
379 | R"==(C10 = mmad8x8(S, W1, C10); )==" "\n" |
380 | R"==(C20 = mmad8x8(S, W2, C20); )==" "\n" |
381 | R"==(C30 = mmad8x8(S, W3, C30); )==" "\n" |
382 | R"==(#if OW_BLOCK == 12 )==" "\n" |
383 | R"==(C01 = mmad8x4(SS, W0, C01); )==" "\n" |
384 | R"==(C11 = mmad8x4(SS, W1, C11); )==" "\n" |
385 | R"==(C21 = mmad8x4(SS, W2, C21); )==" "\n" |
386 | R"==(C31 = mmad8x4(SS, W3, C31); )==" "\n" |
387 | R"==(#endif )==" "\n" |
388 | R"==(#if OW_BLOCK == 16 )==" "\n" |
389 | R"==(if (filter) { )==" "\n" |
390 | R"==(S.s0 = S_work[SW * 8 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
391 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
392 | R"==(S.s1 = S_work[SW * 9 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
393 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
394 | R"==(S.s2 = S_work[SW * 10 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
395 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
396 | R"==(S.s3 = S_work[SW * 11 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
397 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
398 | R"==(S.s4 = S_work[SW * 12 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
399 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
400 | R"==(S.s5 = S_work[SW * 13 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
401 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
402 | R"==(S.s6 = S_work[SW * 14 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
403 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
404 | R"==(S.s7 = S_work[SW * 15 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
405 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
406 | R"==(} else { )==" "\n" |
407 | R"==(S = 0; )==" "\n" |
408 | R"==(} )==" "\n" |
409 | R"==(C01 = mmad8x8(S, W0, C01); )==" "\n" |
410 | R"==(C11 = mmad8x8(S, W1, C11); )==" "\n" |
411 | R"==(C21 = mmad8x8(S, W2, C21); )==" "\n" |
412 | R"==(C31 = mmad8x8(S, W3, C31); )==" "\n" |
413 | R"==(#endif )==" "\n" |
414 | R"==(wei += OC_BLOCK * 8; )==" "\n" |
415 | R"==(} )==" "\n" |
416 | R"==(#endif )==" "\n" |
417 | R"==(#if WITH_SRC_ZPOINTS )==" "\n" |
418 | R"==(for (int i = 0; i < KDHW_SIZE; i++) )==" "\n" |
419 | R"==(#else )==" "\n" |
420 | R"==(for (int i = KDHW_SIZE - KDHW_SIZE % 8; i < KDHW_SIZE; i++) )==" "\n" |
421 | R"==(#endif )==" "\n" |
422 | R"==({ )==" "\n" |
423 | R"==(const int ihw = (i) % (KW * KH); )==" "\n" |
424 | R"==(const int filter_iw = (ihw % KW) * (1 + DW); )==" "\n" |
425 | R"==(const int filter_ih = ihw / KW; )==" "\n" |
426 | R"==(const int filter_id = (i) / (KH * KW); )==" "\n" |
427 | R"==(const int filter = (filter_ih * (1 + DH) + ih >= 0) )==" "\n" |
428 | R"==(&& (filter_ih * (1 + DH) + ih < IH) )==" "\n" |
429 | R"==(&& (filter_id * (1 + DD) + id >= 0 )==" "\n" |
430 | R"==(&& filter_id * (1 + DD) + id < ID); )==" "\n" |
431 | R"==(if (filter) { )==" "\n" |
432 | R"==(BLOCK_READ_WHT(W00, 0); )==" "\n" |
433 | R"==(#if OC_PADD8 * 4 > OC_BLOCK )==" "\n" |
434 | R"==(BLOCK_READ_WHT(W10, KDHW_SIZE * OC_BLOCK); )==" "\n" |
435 | R"==(#endif )==" "\n" |
436 | R"==(#if OC_PADD8 * 4 > OC_BLOCK * 2 )==" "\n" |
437 | R"==(BLOCK_READ_WHT(W20, 2 * KDHW_SIZE * OC_BLOCK); )==" "\n" |
438 | R"==(#endif )==" "\n" |
439 | R"==(#if OC_PADD8 * 4 > OC_BLOCK * 3 )==" "\n" |
440 | R"==(BLOCK_READ_WHT(W30, 3 * KDHW_SIZE * OC_BLOCK); )==" "\n" |
441 | R"==(#endif )==" "\n" |
442 | R"==(#if WITH_SRC_ZPOINTS )==" "\n" |
443 | R"==(int4 src_comp; )==" "\n" |
444 | R"==(src_comp.s0 = calc_src_compensation_x4(z, W00); )==" "\n" |
445 | R"==(src_comp.s1 = calc_src_compensation_x4(z, W10); )==" "\n" |
446 | R"==(src_comp.s2 = calc_src_compensation_x4(z, W20); )==" "\n" |
447 | R"==(src_comp.s3 = calc_src_compensation_x4(z, W30); )==" "\n" |
448 | R"==(unroll_for(uint j = 0; j < 8; ++j) { )==" "\n" |
449 | R"==(if (filter_iw + iw + j * SW >= 0 )==" "\n" |
450 | R"==(&& filter_iw + iw + j * SW < IW) { )==" "\n" |
451 | R"==(C00[j] -= src_comp.s0; )==" "\n" |
452 | R"==(C10[j] -= src_comp.s1; )==" "\n" |
453 | R"==(C20[j] -= src_comp.s2; )==" "\n" |
454 | R"==(C30[j] -= src_comp.s3; )==" "\n" |
455 | R"==(} )==" "\n" |
456 | R"==(} )==" "\n" |
457 | R"==(#if (OW_BLOCK == 12) || (OW_BLOCK == 16) )==" "\n" |
458 | R"==(unroll_for(uint j = 8; j < OW_BLOCK; ++j) { )==" "\n" |
459 | R"==(if (filter_iw + iw + j * SW >= 0 )==" "\n" |
460 | R"==(&& filter_iw + iw + j * SW < IW) { )==" "\n" |
461 | R"==(C01[j - 8] -= src_comp.s0; )==" "\n" |
462 | R"==(C11[j - 8] -= src_comp.s1; )==" "\n" |
463 | R"==(C21[j - 8] -= src_comp.s2; )==" "\n" |
464 | R"==(C31[j - 8] -= src_comp.s3; )==" "\n" |
465 | R"==(} )==" "\n" |
466 | R"==(} )==" "\n" |
467 | R"==(#endif )==" "\n" |
468 | R"==(#endif )==" "\n" |
469 | R"==(S.s0 = S_work[SW * 0 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
470 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
471 | R"==(S.s1 = S_work[SW * 1 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
472 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
473 | R"==(S.s2 = S_work[SW * 2 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
474 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
475 | R"==(S.s3 = S_work[SW * 3 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
476 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
477 | R"==(S.s4 = S_work[SW * 4 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
478 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
479 | R"==(S.s5 = S_work[SW * 5 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
480 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
481 | R"==(S.s6 = S_work[SW * 6 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
482 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
483 | R"==(S.s7 = S_work[SW * 7 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
484 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
485 | R"==(#if OW_BLOCK == 12 )==" "\n" |
486 | R"==(SS.s0 = S_work[SW * 8 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
487 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
488 | R"==(SS.s1 = S_work[SW * 9 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
489 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
490 | R"==(SS.s2 = S_work[SW * 10 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
491 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
492 | R"==(SS.s3 = S_work[SW * 11 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
493 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
494 | R"==(#endif )==" "\n" |
495 | R"==(C00.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W00), C00.s0); )==" "\n" |
496 | R"==(C00.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W00), C00.s1); )==" "\n" |
497 | R"==(C00.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W00), C00.s2); )==" "\n" |
498 | R"==(C00.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W00), C00.s3); )==" "\n" |
499 | R"==(C00.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W00), C00.s4); )==" "\n" |
500 | R"==(C00.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W00), C00.s5); )==" "\n" |
501 | R"==(C00.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W00), C00.s6); )==" "\n" |
502 | R"==(C00.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W00), C00.s7); )==" "\n" |
503 | R"==(C10.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W10), C10.s0); )==" "\n" |
504 | R"==(C10.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W10), C10.s1); )==" "\n" |
505 | R"==(C10.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W10), C10.s2); )==" "\n" |
506 | R"==(C10.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W10), C10.s3); )==" "\n" |
507 | R"==(C10.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W10), C10.s4); )==" "\n" |
508 | R"==(C10.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W10), C10.s5); )==" "\n" |
509 | R"==(C10.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W10), C10.s6); )==" "\n" |
510 | R"==(C10.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W10), C10.s7); )==" "\n" |
511 | R"==(C20.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W20), C20.s0); )==" "\n" |
512 | R"==(C20.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W20), C20.s1); )==" "\n" |
513 | R"==(C20.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W20), C20.s2); )==" "\n" |
514 | R"==(C20.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W20), C20.s3); )==" "\n" |
515 | R"==(C20.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W20), C20.s4); )==" "\n" |
516 | R"==(C20.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W20), C20.s5); )==" "\n" |
517 | R"==(C20.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W20), C20.s6); )==" "\n" |
518 | R"==(C20.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W20), C20.s7); )==" "\n" |
519 | R"==(C30.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W30), C30.s0); )==" "\n" |
520 | R"==(C30.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W30), C30.s1); )==" "\n" |
521 | R"==(C30.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W30), C30.s2); )==" "\n" |
522 | R"==(C30.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W30), C30.s3); )==" "\n" |
523 | R"==(C30.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W30), C30.s4); )==" "\n" |
524 | R"==(C30.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W30), C30.s5); )==" "\n" |
525 | R"==(C30.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W30), C30.s6); )==" "\n" |
526 | R"==(C30.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W30), C30.s7); )==" "\n" |
527 | R"==(#if OW_BLOCK == 12 )==" "\n" |
528 | R"==(C01.s0 = idot4(AS_SRC_DATA4_T(SS.s0), as_char4(W00), C01.s0); )==" "\n" |
529 | R"==(C01.s1 = idot4(AS_SRC_DATA4_T(SS.s1), as_char4(W00), C01.s1); )==" "\n" |
530 | R"==(C01.s2 = idot4(AS_SRC_DATA4_T(SS.s2), as_char4(W00), C01.s2); )==" "\n" |
531 | R"==(C01.s3 = idot4(AS_SRC_DATA4_T(SS.s3), as_char4(W00), C01.s3); )==" "\n" |
532 | R"==(C11.s0 = idot4(AS_SRC_DATA4_T(SS.s0), as_char4(W10), C11.s0); )==" "\n" |
533 | R"==(C11.s1 = idot4(AS_SRC_DATA4_T(SS.s1), as_char4(W10), C11.s1); )==" "\n" |
534 | R"==(C11.s2 = idot4(AS_SRC_DATA4_T(SS.s2), as_char4(W10), C11.s2); )==" "\n" |
535 | R"==(C11.s3 = idot4(AS_SRC_DATA4_T(SS.s3), as_char4(W10), C11.s3); )==" "\n" |
536 | R"==(C21.s0 = idot4(AS_SRC_DATA4_T(SS.s0), as_char4(W20), C21.s0); )==" "\n" |
537 | R"==(C21.s1 = idot4(AS_SRC_DATA4_T(SS.s1), as_char4(W20), C21.s1); )==" "\n" |
538 | R"==(C21.s2 = idot4(AS_SRC_DATA4_T(SS.s2), as_char4(W20), C21.s2); )==" "\n" |
539 | R"==(C21.s3 = idot4(AS_SRC_DATA4_T(SS.s3), as_char4(W20), C21.s3); )==" "\n" |
540 | R"==(C31.s0 = idot4(AS_SRC_DATA4_T(SS.s0), as_char4(W30), C31.s0); )==" "\n" |
541 | R"==(C31.s1 = idot4(AS_SRC_DATA4_T(SS.s1), as_char4(W30), C31.s1); )==" "\n" |
542 | R"==(C31.s2 = idot4(AS_SRC_DATA4_T(SS.s2), as_char4(W30), C31.s2); )==" "\n" |
543 | R"==(C31.s3 = idot4(AS_SRC_DATA4_T(SS.s3), as_char4(W30), C31.s3); )==" "\n" |
544 | R"==(#endif )==" "\n" |
545 | R"==(#if OW_BLOCK == 16 )==" "\n" |
546 | R"==(S.s0 = S_work[SW * 8 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
547 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
548 | R"==(S.s1 = S_work[SW * 9 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
549 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
550 | R"==(S.s2 = S_work[SW * 10 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
551 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
552 | R"==(S.s3 = S_work[SW * 11 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
553 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
554 | R"==(S.s4 = S_work[SW * 12 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
555 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
556 | R"==(S.s5 = S_work[SW * 13 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
557 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
558 | R"==(S.s6 = S_work[SW * 14 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
559 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
560 | R"==(S.s7 = S_work[SW * 15 + SRC_SLM_SIZE * KH * filter_id )==" "\n" |
561 | R"==(+ SRC_SLM_SIZE * filter_ih + filter_iw]; )==" "\n" |
562 | R"==(C01.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W00), C01.s0); )==" "\n" |
563 | R"==(C01.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W00), C01.s1); )==" "\n" |
564 | R"==(C01.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W00), C01.s2); )==" "\n" |
565 | R"==(C01.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W00), C01.s3); )==" "\n" |
566 | R"==(C01.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W00), C01.s4); )==" "\n" |
567 | R"==(C01.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W00), C01.s5); )==" "\n" |
568 | R"==(C01.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W00), C01.s6); )==" "\n" |
569 | R"==(C01.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W00), C01.s7); )==" "\n" |
570 | R"==(C11.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W10), C11.s0); )==" "\n" |
571 | R"==(C11.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W10), C11.s1); )==" "\n" |
572 | R"==(C11.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W10), C11.s2); )==" "\n" |
573 | R"==(C11.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W10), C11.s3); )==" "\n" |
574 | R"==(C11.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W10), C11.s4); )==" "\n" |
575 | R"==(C11.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W10), C11.s5); )==" "\n" |
576 | R"==(C11.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W10), C11.s6); )==" "\n" |
577 | R"==(C11.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W10), C11.s7); )==" "\n" |
578 | R"==(C21.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W20), C21.s0); )==" "\n" |
579 | R"==(C21.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W20), C21.s1); )==" "\n" |
580 | R"==(C21.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W20), C21.s2); )==" "\n" |
581 | R"==(C21.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W20), C21.s3); )==" "\n" |
582 | R"==(C21.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W20), C21.s4); )==" "\n" |
583 | R"==(C21.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W20), C21.s5); )==" "\n" |
584 | R"==(C21.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W20), C21.s6); )==" "\n" |
585 | R"==(C21.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W20), C21.s7); )==" "\n" |
586 | R"==(C31.s0 = idot4(AS_SRC_DATA4_T(S.s0), as_char4(W30), C31.s0); )==" "\n" |
587 | R"==(C31.s1 = idot4(AS_SRC_DATA4_T(S.s1), as_char4(W30), C31.s1); )==" "\n" |
588 | R"==(C31.s2 = idot4(AS_SRC_DATA4_T(S.s2), as_char4(W30), C31.s2); )==" "\n" |
589 | R"==(C31.s3 = idot4(AS_SRC_DATA4_T(S.s3), as_char4(W30), C31.s3); )==" "\n" |
590 | R"==(C31.s4 = idot4(AS_SRC_DATA4_T(S.s4), as_char4(W30), C31.s4); )==" "\n" |
591 | R"==(C31.s5 = idot4(AS_SRC_DATA4_T(S.s5), as_char4(W30), C31.s5); )==" "\n" |
592 | R"==(C31.s6 = idot4(AS_SRC_DATA4_T(S.s6), as_char4(W30), C31.s6); )==" "\n" |
593 | R"==(C31.s7 = idot4(AS_SRC_DATA4_T(S.s7), as_char4(W30), C31.s7); )==" "\n" |
594 | R"==(#endif )==" "\n" |
595 | R"==(} )==" "\n" |
596 | R"==(wei += OC_BLOCK; )==" "\n" |
597 | R"==(} )==" "\n" |
598 | R"==(DST_DATA16_T R1, R2, R3, R4; )==" "\n" |
599 | R"==(#if SCALES_PER_OC )==" "\n" |
600 | R"==(float4 scales; )==" "\n" |
601 | R"==(block_read_scales( )==" "\n" |
602 | R"==(&scales, (group_oc + oc) * OC_BLOCK, sub_local_id, runtime_scales); )==" "\n" |
603 | R"==(#endif )==" "\n" |
604 | R"==(#if WITH_BIAS )==" "\n" |
605 | R"==(float4 bia; )==" "\n" |
606 | R"==(BLOCK_READ_BIA(bia, (group_oc + oc) * OC_BLOCK); )==" "\n" |
607 | R"==(#define QUANTIZE_ADD_BIAS() tmp = SCALE * fma(tmp, (float4)1, bia); )==" "\n" |
608 | R"==(#define QUANTIZE_ADD_BIAS_4() \ )==" "\n" |
609 | R"==(tmp0 = ((float8)SCALE_VEC4) * fma(tmp0, (float8)1, bia.s01230123); \ )==" "\n" |
610 | R"==(tmp1 = ((float8)SCALE_VEC4) * fma(tmp1, (float8)1, bia.s01230123); )==" "\n" |
611 | R"==(#else )==" "\n" |
612 | R"==(#define QUANTIZE_ADD_BIAS() tmp *= SCALE; )==" "\n" |
613 | R"==(#define QUANTIZE_ADD_BIAS_4() \ )==" "\n" |
614 | R"==(tmp0 *= SCALE_VEC4; \ )==" "\n" |
615 | R"==(tmp1 *= SCALE_VEC4; )==" "\n" |
616 | R"==(#endif )==" "\n" |
617 | R"==(#if WITH_DST_ZPOINTS )==" "\n" |
618 | R"==(int4 dst_zp = read_dst_zero_points_32c( )==" "\n" |
619 | R"==(dst_compensation, (group_oc + oc) * OC_BLOCK); )==" "\n" |
620 | R"==(#define ADD_DST_COMPENSATION() tmp += convert_float4(dst_zp); )==" "\n" |
621 | R"==(#define ADD_DST_COMPENSATION_4() \ )==" "\n" |
622 | R"==(tmp0 += convert_float8(dst_zp.s01230123); \ )==" "\n" |
623 | R"==(tmp1 += convert_float8(dst_zp.s01230123); )==" "\n" |
624 | R"==(#else )==" "\n" |
625 | R"==(#define ADD_DST_COMPENSATION() )==" "\n" |
626 | R"==(#define ADD_DST_COMPENSATION_4() )==" "\n" |
627 | R"==(#endif )==" "\n" |
628 | R"==(#if WITH_SRC_ZPOINTS )==" "\n" |
629 | R"==(#define ZERO_PAD_DST() tmp = zero_pad_dst_32c(tmp, (group_oc + oc) * OC_BLOCK); )==" "\n" |
630 | R"==(#define ZERO_PAD_DST_4() \ )==" "\n" |
631 | R"==(const int4 zp_mask = as_int4(zero_pad_dst_32c( \ )==" "\n" |
632 | R"==(as_float4((int4)(~0u)), (group_oc + oc) * OC_BLOCK)); \ )==" "\n" |
633 | R"==(tmp0 = as_float8(as_int8(tmp0) & zp_mask.s01230123); \ )==" "\n" |
634 | R"==(tmp1 = as_float8(as_int8(tmp1) & zp_mask.s01230123); )==" "\n" |
635 | R"==(#else )==" "\n" |
636 | R"==(#define ZERO_PAD_DST() )==" "\n" |
637 | R"==(#define ZERO_PAD_DST_4() )==" "\n" |
638 | R"==(#endif )==" "\n" |
639 | R"==(#if WITH_POST_OP )==" "\n" |
640 | R"==(#define POST_OP_COMMON(accumulator, dest_data, dest_data_type, oc_block, i) \ )==" "\n" |
641 | R"==(const int po_mb = group_mb % MB; \ )==" "\n" |
642 | R"==(const int po_oc = (oc * OC_BLOCK) % (OC * G); \ )==" "\n" |
643 | R"==(APPLY_POST_OPS_TRY_BURST(accumulator, float, dest_data, dest_data_type, \ )==" "\n" |
644 | R"==(po_mb, 1, po_oc, oc_block *SUB_GROUP_SIZE, sub_local_id); )==" "\n" |
645 | R"==(#define DO_POST_OP(i) \ )==" "\n" |
646 | R"==({ \ )==" "\n" |
647 | R"==(SUM_DATA4_T d; \ )==" "\n" |
648 | R"==(if (WITH_SUM) d = AS_SUM_DATA4_T(BLOCK_READ_DST4(dst)); \ )==" "\n" |
649 | R"==(POST_OP_COMMON(tmp, d, SUM_DATA_T, 4, i); \ )==" "\n" |
650 | R"==(} )==" "\n" |
651 | R"==(#define DO_POST_OP_4(i) \ )==" "\n" |
652 | R"==({ \ )==" "\n" |
653 | R"==(SUM_DATA16_T d; \ )==" "\n" |
654 | R"==(if (WITH_SUM) d = AS_SUM_DATA16_T(BLOCK_READ_DST16(dst)); \ )==" "\n" |
655 | R"==(float16 tmp_x16 = (float16)(tmp0, tmp1); \ )==" "\n" |
656 | R"==(POST_OP_COMMON(tmp_x16, d, SUM_DATA_T, 4, i); \ )==" "\n" |
657 | R"==(tmp0 = tmp_x16.s01234567; \ )==" "\n" |
658 | R"==(tmp1 = tmp_x16.s89abcdef; \ )==" "\n" |
659 | R"==(} )==" "\n" |
660 | R"==(#else )==" "\n" |
661 | R"==(#define DO_POST_OP(i) ; )==" "\n" |
662 | R"==(#define DO_POST_OP_4(i) ; )==" "\n" |
663 | R"==(#endif )==" "\n" |
664 | R"==(#define PACK(C0, C1, C2, C3, idx) \ )==" "\n" |
665 | R"==(do { \ )==" "\n" |
666 | R"==(tmp[0] = C0[idx]; \ )==" "\n" |
667 | R"==(tmp[1] = C1[idx]; \ )==" "\n" |
668 | R"==(tmp[2] = C2[idx]; \ )==" "\n" |
669 | R"==(tmp[3] = C3[idx]; \ )==" "\n" |
670 | R"==(} while (0) )==" "\n" |
671 | R"==(#define PACK_4(C0, C1, C2, C3, idx) \ )==" "\n" |
672 | R"==(do { \ )==" "\n" |
673 | R"==(tmp0.s0 = C0[idx]; \ )==" "\n" |
674 | R"==(tmp0.s1 = C1[idx]; \ )==" "\n" |
675 | R"==(tmp0.s2 = C2[idx]; \ )==" "\n" |
676 | R"==(tmp0.s3 = C3[idx]; \ )==" "\n" |
677 | R"==(\ )==" "\n" |
678 | R"==(tmp0.s4 = C0[idx + 1]; \ )==" "\n" |
679 | R"==(tmp0.s5 = C1[idx + 1]; \ )==" "\n" |
680 | R"==(tmp0.s6 = C2[idx + 1]; \ )==" "\n" |
681 | R"==(tmp0.s7 = C3[idx + 1]; \ )==" "\n" |
682 | R"==(\ )==" "\n" |
683 | R"==(tmp1.s0 = C0[idx + 2]; \ )==" "\n" |
684 | R"==(tmp1.s1 = C1[idx + 2]; \ )==" "\n" |
685 | R"==(tmp1.s2 = C2[idx + 2]; \ )==" "\n" |
686 | R"==(tmp1.s3 = C3[idx + 2]; \ )==" "\n" |
687 | R"==(\ )==" "\n" |
688 | R"==(tmp1.s4 = C0[idx + 3]; \ )==" "\n" |
689 | R"==(tmp1.s5 = C1[idx + 3]; \ )==" "\n" |
690 | R"==(tmp1.s6 = C2[idx + 3]; \ )==" "\n" |
691 | R"==(tmp1.s7 = C3[idx + 3]; \ )==" "\n" |
692 | R"==(} while (0) )==" "\n" |
693 | R"==(#define CONVERT_PACK() \ )==" "\n" |
694 | R"==(do { \ )==" "\n" |
695 | R"==(tmp_cvt = CONVERT_DST_DATA4_T(tmp); \ )==" "\n" |
696 | R"==(} while (0) )==" "\n" |
697 | R"==(#define CONVERT_PACK_4() \ )==" "\n" |
698 | R"==(do { \ )==" "\n" |
699 | R"==(R.s01234567 = CONVERT_DST_DATA8_T(tmp0); \ )==" "\n" |
700 | R"==(R.s89abcdef = CONVERT_DST_DATA8_T(tmp1); \ )==" "\n" |
701 | R"==(} while (0) )==" "\n" |
702 | R"==(#define STORE_DST(C0, C1, C2, C3, i) \ )==" "\n" |
703 | R"==(do { \ )==" "\n" |
704 | R"==(PACK(C0, C1, C2, C3, i); \ )==" "\n" |
705 | R"==(if (!is_mb_padding) { \ )==" "\n" |
706 | R"==(QUANTIZE_ADD_BIAS(); \ )==" "\n" |
707 | R"==(DO_POST_OP(i); \ )==" "\n" |
708 | R"==(ADD_DST_COMPENSATION(); \ )==" "\n" |
709 | R"==(ZERO_PAD_DST(); \ )==" "\n" |
710 | R"==(CONVERT_PACK(); \ )==" "\n" |
711 | R"==(} else { \ )==" "\n" |
712 | R"==(tmp_cvt = 0; \ )==" "\n" |
713 | R"==(} \ )==" "\n" |
714 | R"==(BLOCK_WRITE_DST4(dst, tmp_cvt); \ )==" "\n" |
715 | R"==(dst += OC_BLOCK * MB_BLOCK; \ )==" "\n" |
716 | R"==(} while (0) )==" "\n" |
717 | R"==(#define STORE_DST_4(C0, C1, C2, C3, i) \ )==" "\n" |
718 | R"==(do { \ )==" "\n" |
719 | R"==(PACK_4(C0, C1, C2, C3, i); \ )==" "\n" |
720 | R"==(QUANTIZE_ADD_BIAS_4(); \ )==" "\n" |
721 | R"==(DO_POST_OP_4(i); \ )==" "\n" |
722 | R"==(ADD_DST_COMPENSATION_4(); \ )==" "\n" |
723 | R"==(ZERO_PAD_DST_4(); \ )==" "\n" |
724 | R"==(CONVERT_PACK_4(); \ )==" "\n" |
725 | R"==(BLOCK_WRITE_DST16(dst, R); \ )==" "\n" |
726 | R"==(dst += 4 * OC_BLOCK; \ )==" "\n" |
727 | R"==(} while (0) )==" "\n" |
728 | R"==(if (ow < OW) { )==" "\n" |
729 | R"==(float4 tmp; )==" "\n" |
730 | R"==(DST_DATA4_T tmp_cvt; )==" "\n" |
731 | R"==(float8 tmp0, tmp1; )==" "\n" |
732 | R"==(DST_DATA16_T R; )==" "\n" |
733 | R"==(#if OW_TAIL )==" "\n" |
734 | R"==(if (ow + OW_BLOCK < OW) { )==" "\n" |
735 | R"==(#endif )==" "\n" |
736 | R"==(#if MB_BLOCK == 32 )==" "\n" |
737 | R"==(STORE_DST(C00, C10, C20, C30, 0); )==" "\n" |
738 | R"==(STORE_DST(C00, C10, C20, C30, 1); )==" "\n" |
739 | R"==(STORE_DST(C00, C10, C20, C30, 2); )==" "\n" |
740 | R"==(STORE_DST(C00, C10, C20, C30, 3); )==" "\n" |
741 | R"==(STORE_DST(C00, C10, C20, C30, 4); )==" "\n" |
742 | R"==(STORE_DST(C00, C10, C20, C30, 5); )==" "\n" |
743 | R"==(STORE_DST(C00, C10, C20, C30, 6); )==" "\n" |
744 | R"==(STORE_DST(C00, C10, C20, C30, 7); )==" "\n" |
745 | R"==(#if OW_BLOCK >= 12 )==" "\n" |
746 | R"==(STORE_DST(C01, C11, C21, C31, 0); )==" "\n" |
747 | R"==(STORE_DST(C01, C11, C21, C31, 1); )==" "\n" |
748 | R"==(STORE_DST(C01, C11, C21, C31, 2); )==" "\n" |
749 | R"==(STORE_DST(C01, C11, C21, C31, 3); )==" "\n" |
750 | R"==(#endif )==" "\n" |
751 | R"==(#if OW_BLOCK == 16 )==" "\n" |
752 | R"==(STORE_DST(C01, C11, C21, C31, 4); )==" "\n" |
753 | R"==(STORE_DST(C01, C11, C21, C31, 5); )==" "\n" |
754 | R"==(STORE_DST(C01, C11, C21, C31, 6); )==" "\n" |
755 | R"==(STORE_DST(C01, C11, C21, C31, 7); )==" "\n" |
756 | R"==(#endif )==" "\n" |
757 | R"==(#else )==" "\n" |
758 | R"==(STORE_DST_4(C00, C10, C20, C30, 0); )==" "\n" |
759 | R"==(STORE_DST_4(C00, C10, C20, C30, 4); )==" "\n" |
760 | R"==(#if OW_BLOCK >= 12 )==" "\n" |
761 | R"==(STORE_DST_4(C01, C11, C21, C31, 0); )==" "\n" |
762 | R"==(#endif )==" "\n" |
763 | R"==(#if OW_BLOCK >= 16 )==" "\n" |
764 | R"==(STORE_DST_4(C01, C11, C21, C31, 4); )==" "\n" |
765 | R"==(#endif )==" "\n" |
766 | R"==(#endif )==" "\n" |
767 | R"==(#if OW_TAIL )==" "\n" |
768 | R"==(} else { )==" "\n" |
769 | R"==(#if OW_TAIL < 4 )==" "\n" |
770 | R"==(for (int i = 0; i < OW_TAIL; i++) { )==" "\n" |
771 | R"==(STORE_DST(C00, C10, C20, C30, i); )==" "\n" |
772 | R"==(} )==" "\n" |
773 | R"==(#else )==" "\n" |
774 | R"==(#if MB_BLOCK == 32 )==" "\n" |
775 | R"==(STORE_DST(C00, C10, C20, C30, 0); )==" "\n" |
776 | R"==(STORE_DST(C00, C10, C20, C30, 1); )==" "\n" |
777 | R"==(STORE_DST(C00, C10, C20, C30, 2); )==" "\n" |
778 | R"==(STORE_DST(C00, C10, C20, C30, 3); )==" "\n" |
779 | R"==(#else )==" "\n" |
780 | R"==(STORE_DST_4(C00, C10, C20, C30, 0); )==" "\n" |
781 | R"==(#endif )==" "\n" |
782 | R"==(#endif )==" "\n" |
783 | R"==(#if OW_TAIL > 4 )==" "\n" |
784 | R"==(#if OW_TAIL < 8 )==" "\n" |
785 | R"==(for (int i = 4; i < OW_TAIL; i++) { )==" "\n" |
786 | R"==(STORE_DST(C00, C10, C20, C30, i); )==" "\n" |
787 | R"==(} )==" "\n" |
788 | R"==(#else )==" "\n" |
789 | R"==(#if MB_BLOCK == 32 )==" "\n" |
790 | R"==(STORE_DST(C00, C10, C20, C30, 4); )==" "\n" |
791 | R"==(STORE_DST(C00, C10, C20, C30, 5); )==" "\n" |
792 | R"==(STORE_DST(C00, C10, C20, C30, 6); )==" "\n" |
793 | R"==(STORE_DST(C00, C10, C20, C30, 7); )==" "\n" |
794 | R"==(#else )==" "\n" |
795 | R"==(STORE_DST_4(C00, C10, C20, C30, 4); )==" "\n" |
796 | R"==(#endif )==" "\n" |
797 | R"==(#endif )==" "\n" |
798 | R"==(#if OW_TAIL > 8 )==" "\n" |
799 | R"==(#if OW_TAIL < 12 )==" "\n" |
800 | R"==(for (int i = 8; i < OW_TAIL; i++) { )==" "\n" |
801 | R"==(STORE_DST(C01, C11, C21, C31, i - 8); )==" "\n" |
802 | R"==(} )==" "\n" |
803 | R"==(#else )==" "\n" |
804 | R"==(#if MB_BLOCK == 32 )==" "\n" |
805 | R"==(STORE_DST(C01, C11, C21, C31, 0); )==" "\n" |
806 | R"==(STORE_DST(C01, C11, C21, C31, 1); )==" "\n" |
807 | R"==(STORE_DST(C01, C11, C21, C31, 2); )==" "\n" |
808 | R"==(STORE_DST(C01, C11, C21, C31, 3); )==" "\n" |
809 | R"==(#else )==" "\n" |
810 | R"==(STORE_DST_4(C01, C11, C21, C31, 0); )==" "\n" |
811 | R"==(#endif )==" "\n" |
812 | R"==(#endif )==" "\n" |
813 | R"==(#if OW_TAIL > 12 )==" "\n" |
814 | R"==(#if OW_TAIL < 16 )==" "\n" |
815 | R"==(for (int i = 12; i < OW_TAIL; i++) { )==" "\n" |
816 | R"==(STORE_DST(C01, C11, C21, C31, i - 8); )==" "\n" |
817 | R"==(} )==" "\n" |
818 | R"==(#else )==" "\n" |
819 | R"==(#if MB_BLOCK == 32 )==" "\n" |
820 | R"==(STORE_DST(C01, C11, C21, C31, 4); )==" "\n" |
821 | R"==(STORE_DST(C01, C11, C21, C31, 5); )==" "\n" |
822 | R"==(STORE_DST(C01, C11, C21, C31, 6); )==" "\n" |
823 | R"==(STORE_DST(C01, C11, C21, C31, 7); )==" "\n" |
824 | R"==(#else )==" "\n" |
825 | R"==(STORE_DST_4(C01, C11, C21, C31, 4); )==" "\n" |
826 | R"==(#endif )==" "\n" |
827 | R"==(#endif )==" "\n" |
828 | R"==(#endif )==" "\n" |
829 | R"==(#endif )==" "\n" |
830 | R"==(#endif )==" "\n" |
831 | R"==(} )==" "\n" |
832 | R"==(#endif )==" "\n" |
833 | R"==(} )==" "\n" |
834 | R"==(} )==" "\n" |
835 | R"==()==" ; |
836 | } |
837 | } |
838 | } |
839 | } |