forked from pytorch/FBGEMM
-
Notifications
You must be signed in to change notification settings - Fork 0
/
GenerateKernelU8S8S32ACC16Avx512.cc
424 lines (360 loc) · 12.1 KB
/
GenerateKernelU8S8S32ACC16Avx512.cc
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
/*
* Copyright (c) Facebook, Inc. and its affiliates.
* All rights reserved.
* This source code is licensed under the BSD-style license found in the
* LICENSE file in the root directory of this source tree.
*/
#include <iostream>
#include "./GenerateKernel.h"
namespace fbgemm {
namespace x86 = asmjit::x86;
/**
* Generate AVX512 instructions for initializing the C registers to 0 in 16-bit
* Accumulation kernel.
*/
template <>
template <>
void CodeGenBase<uint8_t, int8_t, int32_t, int16_t>::initCRegs<
inst_set_t::avx512>(x86::Emitter* a, int rowRegs, int colRegs) {
using CRegs = x86::Zmm;
for (int i = 0; i < rowRegs; ++i) {
for (int j = 0; j < colRegs; ++j) {
a->vxorps(
CRegs(i * colRegs + j),
CRegs(i * colRegs + j),
CRegs(i * colRegs + j));
}
}
}
/**
* Generate AVX512 instructions for computing block in the rank-k update of
* 16-bit Accmulation kernel.
*/
template <>
template <>
void CodeGenBase<uint8_t, int8_t, int32_t, int16_t>::genComputeBlock<
inst_set_t::avx512>(
x86::Emitter* a,
x86::Gp buffer_A,
x86::Gp buffer_B,
x86::Gp /* unused (reserved for prefetching)*/,
int rowRegs,
int colRegs,
int lda) {
// used for matrix A
x86::Zmm AReg = x86::zmm29;
x86::Zmm tmpReg = x86::zmm30;
// We start allocating BRegs from zmm28 and then allocate zmm27 and so on.
for (int j = 0; j < colRegs; ++j) {
a->vmovups(
x86::Zmm(28 - j), x86::dword_ptr(buffer_B, j * VLEN_ * sizeof(int8_t)));
}
using CRegs = x86::Zmm;
for (int i = 0; i < rowRegs; ++i) {
// broadcast A
a->vpbroadcastw(
AReg, x86::dword_ptr(buffer_A, (i * lda) * sizeof(uint8_t)));
for (int j = 0; j < colRegs; ++j) {
a->vpmaddubsw(tmpReg, AReg, x86::Zmm(28 - j));
a->vpaddsw(CRegs(i * colRegs + j), tmpReg, CRegs(i * colRegs + j));
// Prefetching is hurting performance in some cases
// because prefetch instructions itself consumes a slot
// in pipeline issue thus slowing down the kernel.
// if((i == rowRegs - 1) && j % 2 == 0){
// a->prefetcht0(x86::dword_ptr(B_pf, j*VLEN_*sizeof(int8_t)));
//}
}
}
}
/**
* Generate AVX512 instructions for storing the C registers back to the memory
* in 16-bit Accumulation kernel.
*/
template <>
template <>
void CodeGenBase<uint8_t, int8_t, int32_t, int16_t>::storeCRegs<
inst_set_t::avx512>(
x86::Emitter* a,
int rowRegs,
int colRegs,
x86::Gp C_Offset,
x86::Gp ldcReg,
bool accum) {
x86::Ymm extractDest256 = x86::ymm31;
x86::Zmm extractDest512 = x86::zmm31;
using CRegs = x86::Zmm;
for (int i = 0; i < rowRegs; ++i) {
a->imul(C_Offset, ldcReg, static_cast<asmjit::Imm>(i * sizeof(int32_t)));
for (int j = 0; j < colRegs; ++j) {
for (int idx = 0; idx < 2; ++idx) {
a->vextracti32x8(extractDest256, CRegs(i * colRegs + j), idx);
a->vpmovsxwd(extractDest512, extractDest256);
x86::Mem destAddr = x86::dword_ptr(
a->zcx(), C_Offset, 0, (j * 2 + idx) * 16 * sizeof(int32_t));
if (accum) {
a->vpaddd(extractDest512, extractDest512, destAddr);
}
a->vmovups(destAddr, extractDest512);
}
}
}
}
/**
* Get or Create the AVX512 instructions for 16-bit Accumulation macro-kernel.
*
*/
template <>
template <>
CodeGenBase<uint8_t, int8_t, int32_t, int16_t>::jit_micro_kernel_fp
CodeGenBase<uint8_t, int8_t, int32_t, int16_t>::getOrCreate<inst_set_t::avx512>(
bool accum,
int32_t mc,
int32_t nc,
int32_t kc) {
std::tuple<bool, int, int, int, int, int, int> kernelSig;
int kBlock;
int nBlock;
int mRegBlockSize;
int nRegBlockSize;
int nRegBlockSizeMin;
int row_interleave;
if (blocking_params) {
kBlock = blocking_params->KCB;
nBlock = blocking_params->NCB;
mRegBlockSize = blocking_params->MR;
nRegBlockSize = blocking_params->NR;
nRegBlockSizeMin = blocking_params->NR_MIN;
row_interleave = blocking_params->ROW_INTERLEAVE;
} else {
kBlock = PackingTraits<uint8_t, int16_t, inst_set_t::avx512>::KCB;
nBlock = PackingTraits<uint8_t, int16_t, inst_set_t::avx512>::NCB;
mRegBlockSize = PackingTraits<uint8_t, int16_t, inst_set_t::avx512>::MR;
nRegBlockSize = PackingTraits<uint8_t, int16_t, inst_set_t::avx512>::NR;
nRegBlockSizeMin =
PackingTraits<uint8_t, int16_t, inst_set_t::avx512>::NR_MIN;
row_interleave =
PackingTraits<uint8_t, int16_t, inst_set_t::avx512>::ROW_INTERLEAVE;
}
kernelSig = std::make_tuple(
accum, mc, nc, nBlock, kBlock, mRegBlockSize, nRegBlockSize);
return codeCache_.getOrCreate(kernelSig, [&]() -> jit_micro_kernel_fp {
asmjit::CodeHolder code;
code.init(runtime().codeInfo());
x86::Assembler assembler(&code);
x86::Emitter* a = assembler.as<x86::Emitter>();
#if defined(FBGEMM_LOG_CODE)
// generated code logging
FILE* codeLogfile = fopen(
getCodeLoggingFile<inst_set_t::avx512>(
accum,
mc,
nc,
nBlock,
kBlock,
mRegBlockSize,
nRegBlockSize)
.c_str(),
"w");
asmjit::FileLogger* codeLogger = new asmjit::FileLogger(codeLogfile);
if (codeLogger) {
code.setLogger(codeLogger);
}
#endif
assert(
kc % row_interleave == 0 && "kc must be a multiple of row_interleave");
assert(nc % nRegBlockSizeMin == 0 && "nc must be a multiple of NR_MIN");
int maxMRegs = mRegBlockSize;
int maxNRegs = nRegBlockSize * row_interleave / VLEN_;
assert(
(maxMRegs + 1) * maxNRegs <= 29 &&
"number of zmm registers for C + one row for loading B: \
MR*(NR*ROW_INTERLEAVE*8/512) + (NR*ROW_INTERLEAVE*8/512) \
must be <= 29(available registers constraint)");
int mRegBlocks = mc / mRegBlockSize;
int mRegBlocksRem = mc % mRegBlockSize;
// arguments to the function created
x86::Gp buffer_A = a->zdi();
x86::Gp buffer_B = a->zsi();
x86::Gp B_pf = a->zdx();
x86::Gp CBase = a->zcx();
x86::Gp kSize = a->gpz(8);
x86::Gp ldcReg = a->gpz(9);
asmjit::FuncDetail func;
func.init(asmjit::FuncSignatureT<
void,
uint8_t*,
int8_t*,
int8_t*,
int32_t*,
int,
int>(asmjit::CallConv::kIdHost));
asmjit::FuncFrame frame;
frame.init(func);
frame.setDirtyRegs(
x86::Reg::kGroupVec,
asmjit::Support::bitMask(0, 1, 2, 3, 4, 5, 6, 7) |
asmjit::Support::bitMask(8, 9, 10, 11, 12, 13, 14, 15) |
asmjit::Support::bitMask(16, 17, 18, 19, 20, 21, 22, 23) |
asmjit::Support::bitMask(24, 25, 26, 27, 28, 29, 30, 31));
frame.setDirtyRegs(
x86::Reg::kGroupGp,
asmjit::Support::bitMask(8, 9, 10, 11, 12, 13, 14, 15));
asmjit::FuncArgsAssignment args(&func);
args.assignAll(buffer_A, buffer_B, B_pf, CBase, kSize, ldcReg);
args.updateFuncFrame(frame);
frame.finalize();
a->emitProlog(frame);
a->emitArgsAssignment(frame, args);
asmjit::Label LoopMBlocks = a->newLabel();
asmjit::Label LoopNBlocks = a->newLabel();
asmjit::Label Loopk = a->newLabel();
x86::Gp buffer_B_saved = a->gpz(10);
x86::Gp C_Offset = a->gpz(11);
// x86::Gp B_pf_saved = a->gpz(12);
x86::Gp iIdx = a->gpz(13);
x86::Gp jIdx = a->gpz(14);
x86::Gp kIdx = a->gpz(15);
// save B_buffer address
a->mov(buffer_B_saved, buffer_B);
// a->mov(B_pf_saved, B_pf);
int currColRegs = nc * row_interleave / VLEN_;
int colRegs = std::min(currColRegs, maxNRegs);
if (mRegBlocks > 0) {
// move 0 to iteration variables
a->mov(iIdx, 0);
a->bind(LoopMBlocks);
a->inc(iIdx);
a->mov(jIdx, 0);
a->bind(LoopNBlocks);
a->inc(jIdx);
int rowRegs = mRegBlockSize;
// init C registers
initCRegs<inst_set_t::avx512>(a, rowRegs, colRegs);
// init k loop index
a->mov(kIdx, 0);
a->bind(Loopk);
// k is incremented by row_interleave
a->add(kIdx, static_cast<asmjit::Imm>(row_interleave));
genComputeBlock<inst_set_t::avx512>(
a, buffer_A, buffer_B, B_pf, rowRegs, colRegs, kBlock);
// update buffer_A address for next k iteration
a->add(
buffer_A, static_cast<asmjit::Imm>(row_interleave * sizeof(uint8_t)));
// update buffer_B address for next k iteration
a->add(
buffer_B,
static_cast<asmjit::Imm>(nBlock * row_interleave * sizeof(int8_t)));
// a->add(B_pf, static_cast<asmjit::Imm>(nBlock * row_interleave *
// sizeof(int8_t)));
a->cmp(kIdx, kSize);
a->jl(Loopk);
// store C matrix
storeCRegs<inst_set_t::avx512>(
a, rowRegs, colRegs, C_Offset, ldcReg, accum);
// reset A
a->sub(buffer_A, kSize);
// B for next block
a->mov(buffer_B, buffer_B_saved);
// using C_Offset as temp reg
a->imul(
C_Offset,
jIdx,
static_cast<asmjit::Imm>(
nRegBlockSize * row_interleave * sizeof(int8_t)));
a->add(buffer_B, C_Offset);
// increment C for next block
a->add(CBase, static_cast<asmjit::Imm>(nRegBlockSize * sizeof(int32_t)));
int jLoopTrips = currColRegs / maxNRegs;
// jLoopTrips should be at least 1
jLoopTrips = jLoopTrips ? jLoopTrips : 1;
a->cmp(jIdx, jLoopTrips);
a->jl(LoopNBlocks);
// increment A for next block
a->add(
buffer_A,
static_cast<asmjit::Imm>((rowRegs)*kBlock * sizeof(uint8_t)));
// increment C for next A block
a->sub(
CBase,
static_cast<asmjit::Imm>(
jLoopTrips * nRegBlockSize * sizeof(int32_t)));
a->imul(
C_Offset,
ldcReg,
static_cast<asmjit::Imm>(rowRegs * sizeof(int32_t)));
a->add(CBase, C_Offset);
// reset B
a->mov(buffer_B, buffer_B_saved);
// a->mov(B_pf, B_pf_saved);
a->cmp(iIdx, mRegBlocks);
a->jl(LoopMBlocks);
}
// generate code for remainder
if (mRegBlocksRem > 0) {
asmjit::Label LoopNRem = a->newLabel();
asmjit::Label LoopkRem = a->newLabel();
int rowRegs = mRegBlocksRem;
a->mov(jIdx, 0);
a->bind(LoopNRem);
a->inc(jIdx);
// init C registers
initCRegs<inst_set_t::avx512>(a, rowRegs, colRegs);
// init k loop index
a->mov(kIdx, 0);
a->bind(LoopkRem);
// k is incremented by row_interleave
a->add(kIdx, static_cast<asmjit::Imm>(row_interleave));
genComputeBlock<inst_set_t::avx512>(
a, buffer_A, buffer_B, B_pf, rowRegs, colRegs, kBlock);
// update buffer_A address for next k iteration
a->add(
buffer_A, static_cast<asmjit::Imm>(row_interleave * sizeof(uint8_t)));
// update buffer_B address for next k iteration
a->add(
buffer_B,
static_cast<asmjit::Imm>(nBlock * row_interleave * sizeof(int8_t)));
// a->add(B_pf, static_cast<asmjit::Imm>(nBlock * row_interleave *
// sizeof(int8_t)));
a->cmp(kIdx, kSize);
a->jl(LoopkRem);
// reset A
a->sub(buffer_A, kSize);
// B for next block
a->mov(buffer_B, buffer_B_saved);
// using C_Offset as temp reg
a->imul(
C_Offset,
jIdx,
static_cast<asmjit::Imm>(
nRegBlockSize * row_interleave * sizeof(int8_t)));
a->add(buffer_B, C_Offset);
// store C matrix
storeCRegs<inst_set_t::avx512>(
a, rowRegs, colRegs, C_Offset, ldcReg, accum);
// increment C for next block
a->add(CBase, static_cast<asmjit::Imm>(nRegBlockSize * sizeof(int32_t)));
int jLoopTrips = currColRegs / maxNRegs;
// jLoopTrips should be at least 1
jLoopTrips = jLoopTrips ? jLoopTrips : 1;
a->cmp(jIdx, jLoopTrips);
a->jl(LoopNRem);
}
a->emitEpilog(frame);
jit_micro_kernel_fp fn;
asmjit::Error err;
{
std::unique_lock<std::mutex> lock(rtMutex_);
err = runtime().add(&fn, &code);
}
if (err) {
std::cout << "Error: in fn add" << std::endl;
return nullptr;
}
#if defined(FBGEMM_LOG_CODE)
fclose(codeLogfile);
delete codeLogger;
#endif
return fn;
});
}
} // namespace fbgemm