forked from ggml-org/llama.cpp
-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathggml-metal-impl.h
More file actions
621 lines (565 loc) · 11.3 KB
/
Copy pathggml-metal-impl.h
File metadata and controls
621 lines (565 loc) · 11.3 KB
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
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
#ifndef GGML_METAL_IMPL
#define GGML_METAL_IMPL
// kernel parameters for mat-vec threadgroups
//
// N_R0: number of src0 rows to process per simdgroup
// N_SG: number of simdgroups per threadgroup
//
// TODO: for optimal performance, become function of the device and work size
#define N_R0_Q4_0 4
#define N_SG_Q4_0 2
#define N_R0_Q4_1 4
#define N_SG_Q4_1 2
#define N_R0_Q5_0 4
#define N_SG_Q5_0 2
#define N_R0_Q5_1 4
#define N_SG_Q5_1 2
#define N_R0_Q8_0 4
#define N_SG_Q8_0 2
#define N_R0_Q2_K 4
#define N_SG_Q2_K 2
#define N_R0_Q3_K 2
#define N_SG_Q3_K 2
#define N_R0_Q4_K 4
#define N_SG_Q4_K 2
#define N_R0_Q5_K 2
#define N_SG_Q5_K 2
#define N_R0_Q6_K 1
#define N_SG_Q6_K 2
#define N_R0_IQ1_S 4
#define N_SG_IQ1_S 2
#define N_R0_IQ1_M 4
#define N_SG_IQ1_M 2
#define N_R0_IQ2_XXS 4
#define N_SG_IQ2_XXS 2
#define N_R0_IQ2_XS 4
#define N_SG_IQ2_XS 2
#define N_R0_IQ2_S 4
#define N_SG_IQ2_S 2
#define N_R0_IQ3_XXS 4
#define N_SG_IQ3_XXS 2
#define N_R0_IQ3_S 4
#define N_SG_IQ3_S 2
#define N_R0_IQ4_NL 2
#define N_SG_IQ4_NL 2
#define N_R0_IQ4_XS 2
#define N_SG_IQ4_XS 2
// kernel argument structs
//
// - element counters (e.g. ne00) typically use int32_t to reduce register usage
// however, be careful from int overflows when using those in the kernel implementation
//
// - strides (e.g. nb00) use uint64_t
typedef struct {
int32_t ne00;
int32_t ne01;
int32_t ne02;
int32_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne10;
int32_t ne11;
int32_t ne12;
int32_t ne13;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
int32_t ne0;
int32_t ne1;
int32_t ne2;
int32_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
int32_t dim;
} ggml_metal_kargs_concat;
typedef struct {
int32_t ne00;
int32_t ne01;
int32_t ne02;
int32_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne10;
int32_t ne11;
int32_t ne12;
int32_t ne13;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
int32_t ne0;
int32_t ne1;
int32_t ne2;
int32_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
uint64_t offs;
} ggml_metal_kargs_bin;
typedef struct {
int32_t ne00;
int32_t ne01;
int32_t ne02;
int32_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne0;
int32_t ne1;
int32_t ne2;
int32_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
} ggml_metal_kargs_repeat;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
int64_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int64_t ne0;
int64_t ne1;
int64_t ne2;
int64_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
} ggml_metal_kargs_cpy;
typedef struct {
int64_t ne10;
int64_t ne11;
int64_t ne12;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
uint64_t offs;
bool inplace;
} ggml_metal_kargs_set;
typedef struct {
int32_t ne00;
int32_t ne01;
int32_t ne02;
int32_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne0;
int32_t ne1;
int32_t ne2;
int32_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
int32_t n_past;
int32_t n_dims;
int32_t n_ctx_orig;
float freq_base;
float freq_scale;
float ext_factor;
float attn_factor;
float beta_fast;
float beta_slow;
int32_t sect_0;
int32_t sect_1;
int32_t sect_2;
int32_t sect_3;
} ggml_metal_kargs_rope;
typedef struct {
int32_t ne01;
int32_t ne02;
int32_t ne03;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne11;
int32_t ne_12_2; // assume K and V are same shape
int32_t ne_12_3;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
uint64_t nb21;
uint64_t nb22;
uint64_t nb23;
uint64_t nb31;
int32_t ne1;
int32_t ne2;
float scale;
float max_bias;
float m0;
float m1;
uint16_t n_head_log2;
float logit_softcap;
} ggml_metal_kargs_flash_attn_ext;
typedef struct {
int32_t ne00;
int32_t ne02;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne12;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
int32_t ne0;
int32_t ne1;
int16_t r2;
int16_t r3;
} ggml_metal_kargs_mul_mm;
typedef struct {
int32_t ne00;
int32_t ne01;
int32_t ne02;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne10;
int32_t ne11;
int32_t ne12;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
int32_t ne0;
int32_t ne1;
int16_t r2;
int16_t r3;
} ggml_metal_kargs_mul_mv;
typedef struct {
int32_t ne00;
int32_t ne01;
int32_t ne02;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t ne10;
int32_t ne11;
int32_t ne12;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
int32_t ne0;
int32_t ne1;
int16_t r2;
int16_t r3;
int16_t nsg;
int16_t nxpsg;
int16_t r1ptg;
} ggml_metal_kargs_mul_mv_ext;
typedef struct {
int32_t ne10;
int32_t ne11; // n_expert_used (bcast)
uint64_t nb11;
uint64_t nb12;
int32_t neh11; // n_tokens
uint64_t nbh11;
int32_t ne20; // n_expert_used
uint64_t nb21;
} ggml_metal_kargs_mul_mm_id_map0;
typedef struct {
int32_t ne20; // n_expert_used
int32_t neh0;
int32_t neh1;
uint64_t nbh1;
uint64_t nbh2;
int32_t ne0;
uint64_t nb1;
uint64_t nb2;
} ggml_metal_kargs_mul_mm_id_map1;
typedef struct {
int32_t ne00;
int32_t ne02;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int32_t neh12;
uint64_t nbh10;
uint64_t nbh11;
uint64_t nbh12;
uint64_t nbh13;
int32_t neh0;
int32_t neh1;
int16_t r2;
int16_t r3;
} ggml_metal_kargs_mul_mm_id;
typedef struct {
int32_t nei0;
int32_t nei1;
uint64_t nbi1;
int32_t ne00;
int32_t ne01;
int32_t ne02;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
int32_t ne10;
int32_t ne11;
int32_t ne12;
int32_t ne13;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
int32_t ne0;
int32_t ne1;
uint64_t nb1;
} ggml_metal_kargs_mul_mv_id;
typedef struct {
int32_t ne00;
int32_t ne00_4;
uint64_t nb01;
float eps;
} ggml_metal_kargs_norm;
typedef struct {
int32_t ne00;
int32_t ne00_4;
uint64_t nb01;
float eps;
} ggml_metal_kargs_rms_norm;
typedef struct {
int32_t ne00;
int32_t ne00_4;
uint64_t nb01;
float eps;
} ggml_metal_kargs_l2_norm;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
int32_t n_groups;
float eps;
} ggml_metal_kargs_group_norm;
typedef struct {
int32_t IC;
int32_t IL;
int32_t K;
int32_t s0;
uint64_t nb0;
uint64_t nb1;
} ggml_metal_kargs_conv_transpose_1d;
typedef struct {
uint64_t ofs0;
uint64_t ofs1;
int32_t IW;
int32_t IH;
int32_t CHW;
int32_t s0;
int32_t s1;
int32_t p0;
int32_t p1;
int32_t d0;
int32_t d1;
int32_t N;
int32_t KH;
int32_t KW;
int32_t KHW; // KH * KW, pre-computed on CPU to save GPU resources
} ggml_metal_kargs_im2col;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
int64_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int64_t ne10;
int64_t ne11;
int64_t ne12;
int64_t ne13;
uint64_t nb10;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
int64_t ne0;
int64_t ne1;
int64_t ne2;
int64_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
} ggml_metal_kargs_sum_rows;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
float scale;
float max_bias;
float m0;
float m1;
uint32_t n_head_log2;
} ggml_metal_kargs_soft_max;
typedef struct {
int64_t ne00;
int64_t ne01;
int n_past;
} ggml_metal_kargs_diag_mask_inf;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
int64_t ne10;
int64_t ne11;
uint64_t nb10;
uint64_t nb11;
int64_t ne0;
int64_t ne1;
int64_t ne2;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
} ggml_metal_kargs_ssm_conv;
typedef struct {
int64_t d_state;
int64_t d_inner;
int64_t n_head;
int64_t n_group;
int64_t n_seq_tokens;
int64_t n_seqs;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
uint64_t nb11;
uint64_t nb12;
uint64_t nb13;
uint64_t nb21;
uint64_t nb22;
uint64_t nb31;
uint64_t nb41;
uint64_t nb42;
uint64_t nb43;
uint64_t nb51;
uint64_t nb52;
uint64_t nb53;
} ggml_metal_kargs_ssm_scan;
typedef struct {
int64_t ne00;
uint64_t nb01;
uint64_t nb02;
int64_t ne10;
uint64_t nb10;
uint64_t nb11;
uint64_t nb1;
uint64_t nb2;
} ggml_metal_kargs_get_rows;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
int64_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int64_t ne0;
int64_t ne1;
int64_t ne2;
int64_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
float sf0;
float sf1;
float sf2;
float sf3;
} ggml_metal_kargs_upscale;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
int64_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int64_t ne0;
int64_t ne1;
int64_t ne2;
int64_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
} ggml_metal_kargs_pad;
typedef struct {
int64_t ne00;
int64_t ne01;
int64_t ne02;
int64_t ne03;
uint64_t nb00;
uint64_t nb01;
uint64_t nb02;
uint64_t nb03;
int64_t ne0;
int64_t ne1;
int64_t ne2;
int64_t ne3;
uint64_t nb0;
uint64_t nb1;
uint64_t nb2;
uint64_t nb3;
int32_t p0;
int32_t p1;
} ggml_metal_kargs_pad_reflect_1d;
typedef struct {
uint64_t nb1;
int dim;
int max_period;
} ggml_metal_kargs_timestep_embedding;
typedef struct {
float slope;
} ggml_metal_kargs_leaky_relu;
typedef struct {
int64_t ncols;
int64_t ncols_pad;
} ggml_metal_kargs_argsort;
typedef struct {
int64_t ne0;
float start;
float step;
} ggml_metal_kargs_arange;
typedef struct {
int32_t k0;
int32_t k1;
int32_t s0;
int32_t s1;
int32_t p0;
int32_t p1;
int64_t IH;
int64_t IW;
int64_t OH;
int64_t OW;
int64_t parallel_elements;
} ggml_metal_kargs_pool_2d;
#endif // GGML_METAL_IMPL