aboutsummaryrefslogtreecommitdiff
path: root/src/core/NEON/kernels/arm_gemm/kernels/sme2_interleaved_nomerge_u8q_mopa_2VLx2VL/generic.cpp
blob: 9a597995299e53fb4c9ba014ac94748b345c6f46 (plain)
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
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
/*
 * Copyright (c) 2022-2023 Arm Limited.
 *
 * SPDX-License-Identifier: MIT
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to
 * deal in the Software without restriction, including without limitation the
 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
 * sell copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in all
 * copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */
#ifdef ARM_COMPUTE_ENABLE_SME2

#include "arm_gemm.hpp"

#include <cstdint>
#include "../../asmlib.hpp"
#include "../../utils.hpp"

namespace arm_gemm {

void sme2_interleaved_nomerge_u8q_mopa_2VLx2VL(const uint8_t *const A, const uint8_t *const B, uint8_t *const C, int ldc, const int M, const int N, const int K, const int32_t *const bias, const Requantize32 &rq, const int n_0, bool accumulate, int32_t *const accumulator_buffer)
{
  struct KernelArgs
  {
    KernelArgs(
      const uint8_t *const A,
      const uint8_t *const B,
      uint8_t *const C, const int ldc,
      const int M, const int N, const int K,
      const int32_t *const bias,
      const Requantize32 &rq,
      const int n_0,
      bool accumulate,
      int32_t *const accumulator_buffer
    ) : A(A),
        B(B), kstride_bytes(roundup(K, 4) * sizeof(uint8_t)),
        C(C), ldcb(ldc * sizeof(uint8_t)),
        M(M), N(N), K(K),
        n_loops(((K / 4) - 1) / 2), n_tail_iters(((K / 4) - 1) % 2),

        bias(bias), n_0(n_0),
        accumulator_buffer(accumulator_buffer),
        flags(0x0)
    {
      if (accumulate)
      {
        flags |= 1 << 0;  // FILL_ACCUMULATORS_FROM_BUFFER
      }
      if (C == nullptr)
      {
        flags |= 1 << 1;  // STORE_ACCUMULATORS_TO_BUFFER
      }
      if (rq.per_channel_requant)
      {
        flags |= 1 << 2;  // PER_CHANNEL_QUANTISATION
      }
      }

    const uint8_t *const A;
    const uint8_t *const B;
    const long kstride_bytes;
    uint8_t *const C;
    const long ldcb;
    const long M, N, K, n_loops, n_tail_iters;
    int32_t min = std::numeric_limits<uint8_t>::min();
    int32_t max = std::numeric_limits<uint8_t>::max();

    const int32_t *const bias;
    const int n_0;

    int32_t *const accumulator_buffer;
    uint64_t flags;
  };

  // Construct arguments for this kernel
  KernelArgs args(A, B, C, ldc, M, N, K, bias, rq, n_0, accumulate, accumulator_buffer);

  __asm__ __volatile__(
      "ldr x16, [%x[args], %[offsetof_flags]]\n"
      ".inst 0xd503477f  // SMSTART ZA\n"
      "ptrue p1.b\n"
      ".inst 0x25207811  // ptrue pn9.b\n"
      "ldr x15, [%x[args], %[offsetof_accumulator_buffer]]\n"
      "ldr x14, [%x[args], %[offsetof_accumulator_buffer]]\n"
      "tbz x16, #0, 2f\n"
      "mov x12, #0x0\n"
      "cntw x20\n"
      "1:"  // Initial accumulator load from buffer: Loop
      ".inst 0xa040c5e8  // ld1w { z8.s-z11.s }, pn9.b/Z, [x15]\n"
      ".inst 0xc0840500  // mova za0h.s[x12], { z8.s-z11.s }\n"
      ".inst 0xa041c5e0  // ld1w { z0.s-z3.s }, pn9.b/Z, [x15, #0x4, MUL VL]\n"
      ".inst 0xc0840401  // mova za1h.s[x12], { z0.s-z3.s }\n"
      ".inst 0xa042c5f0  // ld1w { z16.s-z19.s }, pn9.b/Z, [x15, #0x8, MUL VL]\n"
      ".inst 0xc0840602  // mova za2h.s[x12], { z16.s-z19.s }\n"
      ".inst 0xa043c5f0  // ld1w { z16.s-z19.s }, pn9.b/Z, [x15, #0xc, MUL VL]\n"
      ".inst 0xc0840603  // mova za3h.s[x12], { z16.s-z19.s }\n"
      "add x12, x12, #0x4\n"
      "cmp x12, x20\n"
      "addvl x15, x15, #16\n"
      "blt 1b\n"
      "2:"  // Initial accumulator load from buffer: End
      "ldr w13, [%x[args], %[offsetof_M]]\n"
      "mov x11, #0x0\n"
      "mov x10, #0x0\n"
      "ldr w9, [%x[args], %[offsetof_N]]\n"
      "ldr x28, [%x[args], %[offsetof_A]]\n"
      "3:"  // M and N loop
      "mov x27, x28\n"
      ".inst 0x25a94550  // whilelt pn8.s, x10, x9, VLx2\n"
      "tbnz x16, #0, 4f\n"
      "ldr x20, [%x[args], %[offsetof_bias]]\n"
      ".inst 0xc00800ff  // zero { zad0, zad1, zad2, zad3, zad4, zad5, zad6, zad7 }\n"
      "cbz x20, 5f\n"
      ".inst 0xa00a4299  // ldnt1w { z24.s-z25.s }, p8/Z, [x20, x10, LSL #2]\n"
      ".inst 0xc0902700  // addha za0.s, p1/M, p1/M, z24.s\n"
      ".inst 0xc0902721  // addha za1.s, p1/M, p1/M, z25.s\n"
      ".inst 0xc0902702  // addha za2.s, p1/M, p1/M, z24.s\n"
      ".inst 0xc0902723  // addha za3.s, p1/M, p1/M, z25.s\n"
      "4:"  // Prepare accumulators: Test for last block
      "mov x20, x10\n"
      "mov x21, x11\n"
      "incw x20, ALL, MUL #2\n"
      "incw x21, ALL, MUL #2\n"
      "cmp x20, x9\n"
      "csel x21, x11, x21, LT\n"
      "mov x20, x16\n"
      "bfm x16, XZR, #0x0, #0x0  // bfc x16, #0x0, #0x1\n"
      "cmp x21, x13\n"
      "csel x16, x20, x16, LT\n"
      "5:"  // Prepare accumulators: End
      "ldr x20, [%x[args], %[offsetof_K]]\n"
      "add x20, x20, #0x3\n"
      "lsr x20, x20, #0x2\n"
      "ldr x23, [%x[args], %[offsetof_B]]\n"
      "lsr x22, x20, #0x2\n"
      "and x21, x20, #0x3\n"
      "ldr x20, [%x[args], %[offsetof_kstride_bytes]]\n"
      "madd x23, x10, x20, x23\n"  // bptr = B + n * kstride_bytes
      "cbz x22, 8f\n"
      "subs x22, x22, #0x1\n"
      ".inst 0xa1400763  // ld1b { z3.b, z11.b }, pn9.b/Z, [x27]\n"
      ".inst 0xa14006f9  // ldnt1b { z17.b, z25.b }, pn9.b/Z, [x23]\n"
      ".inst 0xa1410774  // ld1b { z20.b, z28.b }, pn9.b/Z, [x27, #0x2, MUL VL]\n"
      ".inst 0xa04106f7  // ldnt1b { z22.b-z23.b }, pn9.b/Z, [x23, #0x2, MUL VL]\n"
      ".inst 0xa1420775  // ld1b { z21.b, z29.b }, pn9.b/Z, [x27, #0x4, MUL VL]\n"
      ".inst 0xa14206f8  // ldnt1b { z16.b, z24.b }, pn9.b/Z, [x23, #0x4, MUL VL]\n"
      ".inst 0xa1430765  // ld1b { z5.b, z13.b }, pn9.b/Z, [x27, #0x6, MUL VL]\n"
      "addvl x27, x27, #8\n"
      ".inst 0xa14306ef  // ldnt1b { z7.b, z15.b }, pn9.b/Z, [x23, #0x6, MUL VL]\n"
      "addvl x23, x23, #8\n"
      "ble 7f\n"
      "6:"  // K loop
      ".inst 0xa1b12460  // umopa za0.s, p1/M, p1/M, z3.b, z17.b\n"
      "subs x22, x22, #0x1\n"
      ".inst 0xa1b92461  // umopa za1.s, p1/M, p1/M, z3.b, z25.b\n"
      ".inst 0xa1b12562  // umopa za2.s, p1/M, p1/M, z11.b, z17.b\n"
      ".inst 0xa1b92563  // umopa za3.s, p1/M, p1/M, z11.b, z25.b\n"
      ".inst 0xa1400763  // ld1b { z3.b, z11.b }, pn9.b/Z, [x27]\n"
      ".inst 0xa1b62680  // umopa za0.s, p1/M, p1/M, z20.b, z22.b\n"
      ".inst 0xa14006f9  // ldnt1b { z17.b, z25.b }, pn9.b/Z, [x23]\n"
      ".inst 0xa1b72681  // umopa za1.s, p1/M, p1/M, z20.b, z23.b\n"
      ".inst 0xa1b62782  // umopa za2.s, p1/M, p1/M, z28.b, z22.b\n"
      ".inst 0xa1b72783  // umopa za3.s, p1/M, p1/M, z28.b, z23.b\n"
      ".inst 0xa1410774  // ld1b { z20.b, z28.b }, pn9.b/Z, [x27, #0x2, MUL VL]\n"
      ".inst 0xa1b026a0  // umopa za0.s, p1/M, p1/M, z21.b, z16.b\n"
      ".inst 0xa04106f7  // ldnt1b { z22.b-z23.b }, pn9.b/Z, [x23, #0x2, MUL VL]\n"
      ".inst 0xa1b826a1  // umopa za1.s, p1/M, p1/M, z21.b, z24.b\n"
      ".inst 0xa1b027a2  // umopa za2.s, p1/M, p1/M, z29.b, z16.b\n"
      ".inst 0xa1b827a3  // umopa za3.s, p1/M, p1/M, z29.b, z24.b\n"
      ".inst 0xa1420775  // ld1b { z21.b, z29.b }, pn9.b/Z, [x27, #0x4, MUL VL]\n"
      ".inst 0xa14206f8  // ldnt1b { z16.b, z24.b }, pn9.b/Z, [x23, #0x4, MUL VL]\n"
      ".inst 0xa1a724a0  // umopa za0.s, p1/M, p1/M, z5.b, z7.b\n"
      ".inst 0xa1af24a1  // umopa za1.s, p1/M, p1/M, z5.b, z15.b\n"
      ".inst 0xa1a725a2  // umopa za2.s, p1/M, p1/M, z13.b, z7.b\n"
      ".inst 0xa1af25a3  // umopa za3.s, p1/M, p1/M, z13.b, z15.b\n"
      ".inst 0xa1430765  // ld1b { z5.b, z13.b }, pn9.b/Z, [x27, #0x6, MUL VL]\n"
      "addvl x27, x27, #8\n"
      ".inst 0xa14306ef  // ldnt1b { z7.b, z15.b }, pn9.b/Z, [x23, #0x6, MUL VL]\n"
      "addvl x23, x23, #8\n"
      "bgt 6b\n"
      "7:"  // K loop tail
      ".inst 0xa1b12460  // umopa za0.s, p1/M, p1/M, z3.b, z17.b\n"
      ".inst 0xa1b92461  // umopa za1.s, p1/M, p1/M, z3.b, z25.b\n"
      ".inst 0xa1b12562  // umopa za2.s, p1/M, p1/M, z11.b, z17.b\n"
      ".inst 0xa1b92563  // umopa za3.s, p1/M, p1/M, z11.b, z25.b\n"
      ".inst 0xa1b62680  // umopa za0.s, p1/M, p1/M, z20.b, z22.b\n"
      ".inst 0xa1b72681  // umopa za1.s, p1/M, p1/M, z20.b, z23.b\n"
      ".inst 0xa1b62782  // umopa za2.s, p1/M, p1/M, z28.b, z22.b\n"
      ".inst 0xa1b72783  // umopa za3.s, p1/M, p1/M, z28.b, z23.b\n"
      ".inst 0xa1b026a0  // umopa za0.s, p1/M, p1/M, z21.b, z16.b\n"
      ".inst 0xa1b826a1  // umopa za1.s, p1/M, p1/M, z21.b, z24.b\n"
      ".inst 0xa1b027a2  // umopa za2.s, p1/M, p1/M, z29.b, z16.b\n"
      ".inst 0xa1b827a3  // umopa za3.s, p1/M, p1/M, z29.b, z24.b\n"
      ".inst 0xa1a724a0  // umopa za0.s, p1/M, p1/M, z5.b, z7.b\n"
      ".inst 0xa1af24a1  // umopa za1.s, p1/M, p1/M, z5.b, z15.b\n"
      ".inst 0xa1a725a2  // umopa za2.s, p1/M, p1/M, z13.b, z7.b\n"
      ".inst 0xa1af25a3  // umopa za3.s, p1/M, p1/M, z13.b, z15.b\n"
      "8:"  // K oddments
      "cbz x21, 10f\n"
      "9:"  // K oddments: Loop
      ".inst 0xa1400773  // ld1b { z19.b, z27.b }, pn9.b/Z, [x27]\n"
      "subs x21, x21, #0x1\n"
      "addvl x27, x27, #2\n"
      ".inst 0xa04006f0  // ld1b { z16.b-z17.b }, pn9.b/Z, [x23]\n"
      "addvl x23, x23, #2\n"
      ".inst 0xa1b02660  // umopa za0.s, p1/M, p1/M, z19.b, z16.b\n"
      ".inst 0xa1b12661  // umopa za1.s, p1/M, p1/M, z19.b, z17.b\n"
      ".inst 0xa1b02762  // umopa za2.s, p1/M, p1/M, z27.b, z16.b\n"
      ".inst 0xa1b12763  // umopa za3.s, p1/M, p1/M, z27.b, z17.b\n"
      "bgt 9b\n"
      "10:"  // K oddments: End
      ".inst 0xa040476e  // ld1w { z14.s-z15.s }, pn9.b/Z, [x27]\n"
      "addvl x27, x27, #2\n"
      ".inst 0xc09125c0  // addva za0.s, p1/M, p1/M, z14.s\n"
      ".inst 0xc09125c1  // addva za1.s, p1/M, p1/M, z14.s\n"
      ".inst 0xc09125e2  // addva za2.s, p1/M, p1/M, z15.s\n"
      ".inst 0xc09125e3  // addva za3.s, p1/M, p1/M, z15.s\n"
      "tbz x16, #1, 14f\n"
      "tbz x16, #0, 12f\n"
      "mov x12, #0x0\n"
      "cntw x20\n"
      "11:"  // Store to partial result buffer: Store and refill: Loop
      ".inst 0xa040c5f0  // ld1w { z16.s-z19.s }, pn9.b/Z, [x15]\n"
      ".inst 0xc0860400  // mova { z0.s-z3.s }, za0h.s[x12]\n"
      ".inst 0xc0840600  // mova za0h.s[x12], { z16.s-z19.s }\n"
      ".inst 0xc0860428  // mova { z8.s-z11.s }, za1h.s[x12]\n"
      ".inst 0xa041c5fc  // ld1w { z28.s-z31.s }, pn9.b/Z, [x15, #0x4, MUL VL]\n"
      ".inst 0xc0840781  // mova za1h.s[x12], { z28.s-z31.s }\n"
      ".inst 0xc0860444  // mova { z4.s-z7.s }, za2h.s[x12]\n"
      ".inst 0xc086046c  // mova { z12.s-z15.s }, za3h.s[x12]\n"
      ".inst 0xa042c5f0  // ld1w { z16.s-z19.s }, pn9.b/Z, [x15, #0x8, MUL VL]\n"
      ".inst 0xc0840602  // mova za2h.s[x12], { z16.s-z19.s }\n"
      ".inst 0xa043c5fc  // ld1w { z28.s-z31.s }, pn9.b/Z, [x15, #0xc, MUL VL]\n"
      ".inst 0xc0840783  // mova za3h.s[x12], { z28.s-z31.s }\n"
      "add x12, x12, #0x4\n"
      "cmp x12, x20\n"
      ".inst 0xa060c5c0  // st1w { z0.s-z3.s }, pn9.b, [x14]\n"
      "addvl x15, x15, #16\n"
      ".inst 0xa061c5c8  // st1w { z8.s-z11.s }, pn9.b, [x14, #0x4, MUL VL]\n"
      ".inst 0xa062c5c4  // st1w { z4.s-z7.s }, pn9.b, [x14, #0x8, MUL VL]\n"
      ".inst 0xa063c5cc  // st1w { z12.s-z15.s }, pn9.b, [x14, #0xc, MUL VL]\n"
      "addvl x14, x14, #16\n"
      "blt 11b\n"
      "b 24f\n"
      "12:"  // Store to partial result buffer: Store only
      "mov x12, #0x0\n"
      "cntw x20\n"
      "13:"  // Store to partial result buffer: Store only: Loop
      ".inst 0xc086040c  // mova { z12.s-z15.s }, za0h.s[x12]\n"
      ".inst 0xc0860428  // mova { z8.s-z11.s }, za1h.s[x12]\n"
      ".inst 0xa060c5cc  // st1w { z12.s-z15.s }, pn9.b, [x14]\n"
      ".inst 0xc0860450  // mova { z16.s-z19.s }, za2h.s[x12]\n"
      ".inst 0xc0860474  // mova { z20.s-z23.s }, za3h.s[x12]\n"
      ".inst 0xa061c5c8  // st1w { z8.s-z11.s }, pn9.b, [x14, #0x4, MUL VL]\n"
      "add x12, x12, #0x4\n"
      "cmp x12, x20\n"
      ".inst 0xa062c5d0  // st1w { z16.s-z19.s }, pn9.b, [x14, #0x8, MUL VL]\n"
      ".inst 0xa063c5d4  // st1w { z20.s-z23.s }, pn9.b, [x14, #0xc, MUL VL]\n"
      "addvl x14, x14, #16\n"
      "blt 13b\n"
      "b 24f\n"
      "14:"  // Store to output array
      "ldr x26, [%x[args], %[offsetof_C]]\n"
      "add x26, x26, x10\n"  // C += n
      "sub x25, x13, x11\n"
      "ld1rw { z0.s }, p1/Z, [%x[rq], %[offsetof_Requantize32_per_layer_mul]]\n"
      "ldr x24, [%x[args], %[offsetof_ldcb]]\n"
      "madd x26, x11, x24, x26\n"  // C += m * ldc
      "ld1rw { z1.s }, p1/Z, [%x[rq], %[offsetof_Requantize32_per_layer_mul]]\n"
      "ld1rw { z2.s }, p1/Z, [%x[rq], %[offsetof_Requantize32_per_layer_right_shift]]\n"
      "ld1rw { z3.s }, p1/Z, [%x[rq], %[offsetof_Requantize32_per_layer_right_shift]]\n"
      "ld1rw { z14.s }, p1/Z, [%x[rq], %[offsetof_Requantize32_c_offset]]\n"
      "ld1rw { z25.s }, p1/Z, [%x[rq], %[offsetof_Requantize32_minval]]\n"
      "ld1rw { z24.s }, p1/Z, [%x[rq], %[offsetof_Requantize32_maxval]]\n"
      "tbz x16, #2, 15f\n"
      "ldr w21, [%x[args], %[offsetof_n_0]]\n"
      "add x21, x21, x10\n"
      "ldr x20, [%x[rq], %[offsetof_Requantize32_per_channel_muls]]\n"
      "add x20, x20, x21, LSL #2\n"
      ".inst 0xa0404280  // ld1w { z0.s-z1.s }, p8/Z, [x20]\n"
      "ldr x20, [%x[rq], %[offsetof_Requantize32_per_channel_right_shifts]]\n"
      "add x20, x20, x21, LSL #2\n"
      ".inst 0xa0404282  // ld1w { z2.s-z3.s }, p8/Z, [x20]\n"
      "15:"  // Store to output array: Load per-channel parameters: End
      "cntw x23\n"
      "whilelt p0.h, x10, x9\n"
      "cmp x25, x23\n"
      "csel x22, x25, x23, LT\n"
      "lsr x21, x22, #0x2\n"
      "mov x12, #0x0\n"
      "and x20, x22, #0x3\n"
      "cbz x21, 17f\n"
      "16:"  // Store to output array: Accumulator row 0 loop
      ".inst 0xc0860404  // mova { z4.s-z7.s }, za0h.s[x12]\n"
      ".inst 0xc0860428  // mova { z8.s-z11.s }, za1h.s[x12]\n"
      ".inst 0xc1a0ac04  // sqdmulh { z4.s-z7.s }, { z4.s-z7.s }, z0.s\n"
      ".inst 0xc1a1ac08  // sqdmulh { z8.s-z11.s }, { z8.s-z11.s }, z1.s\n"
      "add x12, x12, #0x4\n"
      "cmp x12, x21, LSL #2\n"
      ".inst 0xc1a2aa24  // srshl { z4.s-z7.s }, { z4.s-z7.s }, z2.s\n"
      ".inst 0xc1a3aa28  // srshl { z8.s-z11.s }, { z8.s-z11.s }, z3.s\n"
      ".inst 0xc1aeab04  // add { z4.s-z7.s }, { z4.s-z7.s }, z14.s\n"
      ".inst 0xc1aeab08  // add { z8.s-z11.s }, { z8.s-z11.s }, z14.s\n"
      ".inst 0xc1b8cf24  // sclamp { z4.s-z7.s }, z25.s, z24.s\n"
      ".inst 0xc1b8cf28  // sclamp { z8.s-z11.s }, z25.s, z24.s\n"
      "uzp1 z16.h, z4.h, z8.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "uzp1 z16.h, z5.h, z9.h\n"
      "uzp1 z17.h, z6.h, z10.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "uzp1 z16.h, z7.h, z11.h\n"
      "st1b { z17.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "blt 16b\n"
      "17:"  // Store to output array: Accumulator row 0 oddments
      "cbz x20, 18f\n"
      ".inst 0xc0860408  // mova { z8.s-z11.s }, za0h.s[x12]\n"
      ".inst 0xc0860424  // mova { z4.s-z7.s }, za1h.s[x12]\n"
      ".inst 0xc1a0ac08  // sqdmulh { z8.s-z11.s }, { z8.s-z11.s }, z0.s\n"
      ".inst 0xc1a1ac04  // sqdmulh { z4.s-z7.s }, { z4.s-z7.s }, z1.s\n"
      "subs x20, x20, #0x1\n"
      ".inst 0xc1a2aa28  // srshl { z8.s-z11.s }, { z8.s-z11.s }, z2.s\n"
      ".inst 0xc1a3aa24  // srshl { z4.s-z7.s }, { z4.s-z7.s }, z3.s\n"
      ".inst 0xc1aeab08  // add { z8.s-z11.s }, { z8.s-z11.s }, z14.s\n"
      ".inst 0xc1aeab04  // add { z4.s-z7.s }, { z4.s-z7.s }, z14.s\n"
      ".inst 0xc1b8cf28  // sclamp { z8.s-z11.s }, z25.s, z24.s\n"
      ".inst 0xc1b8cf24  // sclamp { z4.s-z7.s }, z25.s, z24.s\n"
      "uzp1 z16.h, z8.h, z4.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "beq 18f\n"
      "subs x20, x20, #0x1\n"
      "uzp1 z16.h, z9.h, z5.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "beq 18f\n"
      "uzp1 z16.h, z10.h, z6.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "18:"  // Store to output array: Accumulator row 0 oddments: End
      "subs x25, x25, x22\n"
      "beq 22f\n"
      "whilelt p0.h, x10, x9\n"
      "cmp x25, x23\n"
      "csel x20, x25, x23, LT\n"
      "lsr x21, x20, #0x2\n"
      "mov x12, #0x0\n"
      "and x20, x20, #0x3\n"
      "cbz x21, 20f\n"
      "19:"  // Store to output array: Accumulator row 1 loop
      ".inst 0xc0860444  // mova { z4.s-z7.s }, za2h.s[x12]\n"
      ".inst 0xc0860474  // mova { z20.s-z23.s }, za3h.s[x12]\n"
      ".inst 0xc1a0ac04  // sqdmulh { z4.s-z7.s }, { z4.s-z7.s }, z0.s\n"
      ".inst 0xc1a1ac14  // sqdmulh { z20.s-z23.s }, { z20.s-z23.s }, z1.s\n"
      "add x12, x12, #0x4\n"
      "cmp x12, x21, LSL #2\n"
      ".inst 0xc1a2aa24  // srshl { z4.s-z7.s }, { z4.s-z7.s }, z2.s\n"
      ".inst 0xc1a3aa34  // srshl { z20.s-z23.s }, { z20.s-z23.s }, z3.s\n"
      ".inst 0xc1aeab04  // add { z4.s-z7.s }, { z4.s-z7.s }, z14.s\n"
      ".inst 0xc1aeab14  // add { z20.s-z23.s }, { z20.s-z23.s }, z14.s\n"
      ".inst 0xc1b8cf24  // sclamp { z4.s-z7.s }, z25.s, z24.s\n"
      ".inst 0xc1b8cf34  // sclamp { z20.s-z23.s }, z25.s, z24.s\n"
      "uzp1 z16.h, z4.h, z20.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "uzp1 z16.h, z5.h, z21.h\n"
      "uzp1 z17.h, z6.h, z22.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "uzp1 z16.h, z7.h, z23.h\n"
      "st1b { z17.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "blt 19b\n"
      "20:"  // Store to output array: Accumulator row 1 oddments
      "cbz x20, 21f\n"
      ".inst 0xc0860444  // mova { z4.s-z7.s }, za2h.s[x12]\n"
      ".inst 0xc0860470  // mova { z16.s-z19.s }, za3h.s[x12]\n"
      ".inst 0xc1a0ac04  // sqdmulh { z4.s-z7.s }, { z4.s-z7.s }, z0.s\n"
      ".inst 0xc1a1ac10  // sqdmulh { z16.s-z19.s }, { z16.s-z19.s }, z1.s\n"
      "subs x20, x20, #0x1\n"
      ".inst 0xc1a2aa24  // srshl { z4.s-z7.s }, { z4.s-z7.s }, z2.s\n"
      ".inst 0xc1a3aa30  // srshl { z16.s-z19.s }, { z16.s-z19.s }, z3.s\n"
      ".inst 0xc1aeab04  // add { z4.s-z7.s }, { z4.s-z7.s }, z14.s\n"
      ".inst 0xc1aeab10  // add { z16.s-z19.s }, { z16.s-z19.s }, z14.s\n"
      ".inst 0xc1b8cf24  // sclamp { z4.s-z7.s }, z25.s, z24.s\n"
      ".inst 0xc1b8cf30  // sclamp { z16.s-z19.s }, z25.s, z24.s\n"
      "uzp1 z16.h, z4.h, z16.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "beq 21f\n"
      "subs x20, x20, #0x1\n"
      "uzp1 z16.h, z5.h, z17.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "add x26, x26, x24\n"
      "beq 21f\n"
      "uzp1 z16.h, z6.h, z18.h\n"
      "st1b { z16.h }, p0, [x26]\n"
      "21:"  // Store to output array: Accumulator row 1 oddments: End
      "22:"  // Store to output array: End
      "tbz x16, #0, 24f\n"
      "mov x12, #0x0\n"
      "cntw x20\n"
      "23:"  // Store to output array: Refill accumulators: Loop
      ".inst 0xa040c5f0  // ld1w { z16.s-z19.s }, pn9.b/Z, [x15]\n"
      ".inst 0xc0840600  // mova za0h.s[x12], { z16.s-z19.s }\n"
      ".inst 0xa041c5f0  // ld1w { z16.s-z19.s }, pn9.b/Z, [x15, #0x4, MUL VL]\n"
      ".inst 0xc0840601  // mova za1h.s[x12], { z16.s-z19.s }\n"
      ".inst 0xa042c5f0  // ld1w { z16.s-z19.s }, pn9.b/Z, [x15, #0x8, MUL VL]\n"
      ".inst 0xc0840602  // mova za2h.s[x12], { z16.s-z19.s }\n"
      ".inst 0xa043c5e4  // ld1w { z4.s-z7.s }, pn9.b/Z, [x15, #0xc, MUL VL]\n"
      ".inst 0xc0840483  // mova za3h.s[x12], { z4.s-z7.s }\n"
      "add x12, x12, #0x4\n"
      "cmp x12, x20\n"
      "addvl x15, x15, #16\n"
      "blt 23b\n"
      "24:"  // End block
      "incw x10, ALL, MUL #2\n"
      "cmp x10, x9\n"
      "blt 3b\n"
      "incw x11, ALL, MUL #2\n"
      "cmp x11, x13\n"
      "mov x10, #0x0\n"
      "mov x28, x27\n"
      "blt 3b\n"
      ".inst 0xd503467f  // SMSTOP\n"
      :
      : [args] "r" (&args), [offsetof_A] "I" (offsetof(KernelArgs, A)), [offsetof_B] "I" (offsetof(KernelArgs, B)), [offsetof_C] "I" (offsetof(KernelArgs, C)), [offsetof_K] "I" (offsetof(KernelArgs, K)), [offsetof_M] "I" (offsetof(KernelArgs, M)), [offsetof_N] "I" (offsetof(KernelArgs, N)), [offsetof_Requantize32_c_offset] "I" (offsetof(Requantize32, c_offset)), [offsetof_Requantize32_maxval] "I" (offsetof(Requantize32, maxval)), [offsetof_Requantize32_minval] "I" (offsetof(Requantize32, minval)), [offsetof_Requantize32_per_channel_muls] "I" (offsetof(Requantize32, per_channel_muls)), [offsetof_Requantize32_per_channel_right_shifts] "I" (offsetof(Requantize32, per_channel_right_shifts)), [offsetof_Requantize32_per_layer_mul] "I" (offsetof(Requantize32, per_layer_mul)), [offsetof_Requantize32_per_layer_right_shift] "I" (offsetof(Requantize32, per_layer_right_shift)), [offsetof_accumulator_buffer] "I" (offsetof(KernelArgs, accumulator_buffer)), [offsetof_bias] "I" (offsetof(KernelArgs, bias)), [offsetof_flags] "I" (offsetof(KernelArgs, flags)), [offsetof_kstride_bytes] "I" (offsetof(KernelArgs, kstride_bytes)), [offsetof_ldcb] "I" (offsetof(KernelArgs, ldcb)), [offsetof_n_0] "I" (offsetof(KernelArgs, n_0)), [rq] "r" (&rq)
      : "cc", "memory", "p0", "p1", "p2", "p3", "p4", "p5", "p6", "p7", "p8", "p9", "p10", "p11", "p12", "p13", "p14", "p15", "x9", "x10", "x11", "x12", "x13", "x14", "x15", "x16", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28", "z0", "z1", "z2", "z3", "z4", "z5", "z6", "z7", "z8", "z9", "z10", "z11", "z12", "z13", "z14", "z15", "z16", "z17", "z18", "z19", "z20", "z21", "z22", "z23", "z24", "z25", "z26", "z27", "z28", "z29", "z30", "z31"
    );
}

}  // namespace arm_gemm

#endif  // ARM_COMPUTE_ENABLE_SME2