runmat-accelerate 0.4.5

Pluggable GPU acceleration layer for RunMat (CUDA, ROCm, Metal, Vulkan/Spir-V)
Documentation
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
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
use bytemuck::{Pod, Zeroable};

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct LenOpParams {
    pub len: u32,
    pub op: u32,
    pub offset: u32,
    pub total: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct LinearGatherParams {
    pub count: u32,
    pub _pad: [u32; 3],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct LinearScatterParams {
    pub count: u32,
    pub _pad: [u32; 3],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ScalarParamsF64 {
    pub len: u32,
    pub op: u32,
    pub offset: u32,
    pub total: u32,
    pub scalar: f64,
    pub _pad_scalar: f64,
    pub _pad_tail: f64,
    pub _pad_tail2: f64,
    pub _pad_tail3: f64,
    pub _pad_tail4: f64,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ScalarParamsF32 {
    pub len: u32,
    pub op: u32,
    pub offset: u32,
    pub total: u32,
    pub scalar: f32,
    pub _pad_scalar: [f32; 3],
    pub _pad_tail: [f32; 4],
    pub _pad_tail2: [f32; 4],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct Conv1dParams {
    pub signal_len: u32,
    pub kernel_len: u32,
    pub output_len: u32,
    pub start_offset: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FusionParams {
    pub len: u32,
    pub offset: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

#[repr(C, align(16))]
#[derive(Clone, Copy, Pod, Zeroable, Default)]
pub struct PackedI32(pub [i32; 4]);

impl PackedI32 {
    pub fn from_scalar(value: i32) -> Self {
        Self([value, 0, 0, 0])
    }
}

#[repr(C, align(16))]
#[derive(Clone, Copy, Pod, Zeroable, Default)]
pub struct PackedU32(pub [u32; 4]);

#[repr(C, align(16))]
#[derive(Clone, Copy, Pod, Zeroable, Default)]
pub struct PackedF32(pub [f32; 4]);

pub const PERMUTE_MAX_RANK: usize = 128;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable, Default)]
pub struct AlignedU32 {
    pub value: u32,
    pub _pad: [u32; 3],
}

impl AlignedU32 {
    pub const fn new(value: u32) -> Self {
        Self {
            value,
            _pad: [0; 3],
        }
    }
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct PermuteParams {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub _pad: u32,
    pub src_shape: [AlignedU32; PERMUTE_MAX_RANK],
    pub dst_shape: [AlignedU32; PERMUTE_MAX_RANK],
    pub order: [AlignedU32; PERMUTE_MAX_RANK],
    pub src_strides: [AlignedU32; PERMUTE_MAX_RANK],
}

pub const FLIP_MAX_RANK: usize = PERMUTE_MAX_RANK;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FlipParams {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub _pad: u32,
    pub shape: [AlignedU32; FLIP_MAX_RANK],
    pub strides: [AlignedU32; FLIP_MAX_RANK],
    pub flags: [AlignedU32; FLIP_MAX_RANK],
}

pub const CIRCSHIFT_MAX_RANK: usize = PERMUTE_MAX_RANK;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct CircshiftParams {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub _pad: u32,
    pub shape: [AlignedU32; CIRCSHIFT_MAX_RANK],
    pub strides: [AlignedU32; CIRCSHIFT_MAX_RANK],
    pub shifts: [AlignedU32; CIRCSHIFT_MAX_RANK],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct DiffParams {
    pub stride_before: u32,
    pub segments: u32,
    pub segment_len: u32,
    pub segment_out: u32,
    pub block: u32,
    pub total_out: u32,
    pub total_in: u32,
    pub _pad: u32,
}

#[repr(C, align(16))]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct GradientParamsF64 {
    pub stride_before: u32,
    pub segment_len: u32,
    pub block: u32,
    pub total: u32,
    pub spacing: f64,
    pub _pad0: f64,
    pub _pad1: f64,
    pub _pad2: f64,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct GradientParamsF32 {
    pub meta0: PackedU32,
    pub meta1: PackedF32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftInitParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub current_len: u32,
    pub copy_len: u32,
    pub input_complex: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftStageParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub stage_span: u32,
    pub stage_half: u32,
    pub twiddle_step: u32,
    pub inverse: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftReorderParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub log2_len: u32,
    pub inverse: u32,
    pub _pad0: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftStage3Params {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub stage_span: u32,
    pub stage_third: u32,
    pub twiddle_step: u32,
    pub inverse: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftReorder3Params {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub digits: u32,
    pub inverse: u32,
    pub _pad0: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftStage5Params {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub stage_span: u32,
    pub stage_fifth: u32,
    pub twiddle_step: u32,
    pub inverse: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftReorder5Params {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub digits: u32,
    pub inverse: u32,
    pub _pad0: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftReorderMixedParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub stage_count: u32,
    pub inverse: u32,
    pub _pad0: u32,
    pub radices: [u32; 16],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftBluesteinPrepParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub current_len: u32,
    pub copy_len: u32,
    pub input_complex: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftBluesteinKernelParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub m_len: u32,
    pub inverse: u32,
    pub _pad0: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftPointwiseBroadcastParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub m_len: u32,
    pub inner_stride: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftBluesteinFinalizeParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub m_len: u32,
    pub inner_stride: u32,
    pub inverse: u32,
    pub _pad0: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftDirectParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub target_len: u32,
    pub inner_stride: u32,
    pub current_len: u32,
    pub copy_len: u32,
    pub input_complex: u32,
    pub inverse: u32,
    pub phase_scale: f32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FftExtractRealParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub _pad0: u32,
}

pub const FILTER_MAX_RANK: usize = PERMUTE_MAX_RANK;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FilterParams {
    pub dim_len: u32,
    pub leading: u32,
    pub trailing: u32,
    pub order: u32,
    pub state_len: u32,
    pub signal_len: u32,
    pub channel_count: u32,
    pub zi_present: u32,
    pub dim_idx: u32,
    pub rank: u32,
    pub state_rank: u32,
    pub _pad: u32,
    pub signal_shape: [AlignedU32; FILTER_MAX_RANK],
    pub state_shape: [AlignedU32; FILTER_MAX_RANK],
}

pub const IMFILTER_MAX_RANK: usize = 512;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ImfilterParamsF64 {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub padding: u32,
    pub kernel_points: u32,
    pub image_len: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub constant_value: f64,
    pub _pad_const: f64,
    pub image_shape: [AlignedU32; IMFILTER_MAX_RANK],
    pub image_strides: [AlignedU32; IMFILTER_MAX_RANK],
    pub output_shape: [AlignedU32; IMFILTER_MAX_RANK],
    pub base_offset: [PackedI32; IMFILTER_MAX_RANK],
    pub _pad_tail: AlignedU32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ImfilterParamsF32 {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub padding: u32,
    pub kernel_points: u32,
    pub image_len: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub constant_value: f32,
    pub _pad_const: [f32; 3],
    pub image_shape: [AlignedU32; IMFILTER_MAX_RANK],
    pub image_strides: [AlignedU32; IMFILTER_MAX_RANK],
    pub output_shape: [AlignedU32; IMFILTER_MAX_RANK],
    pub base_offset: [PackedI32; IMFILTER_MAX_RANK],
    pub _pad_tail: AlignedU32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct PolyvalParamsF64 {
    pub len: u32,
    pub coeff_len: u32,
    pub offset: u32,
    pub has_mu: u32,
    pub mu_mean: f64,
    pub mu_scale: f64,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct PolyvalParamsF32 {
    pub len: u32,
    pub coeff_len: u32,
    pub offset: u32,
    pub has_mu: u32,
    pub mu_mean: f32,
    pub mu_scale: f32,
    pub _pad0: u32,
    pub _pad1: u32,
}

pub const REPMAT_MAX_RANK: usize = PERMUTE_MAX_RANK;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct RepmatParams {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub _pad: u32,
    pub base_shape: [AlignedU32; REPMAT_MAX_RANK],
    pub new_shape: [AlignedU32; REPMAT_MAX_RANK],
    pub base_strides: [AlignedU32; REPMAT_MAX_RANK],
}

pub const BCAST_MAX_RANK: usize = PERMUTE_MAX_RANK;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct BinaryBroadcastParams {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub op: u32,
    pub out_shape: [AlignedU32; BCAST_MAX_RANK],
    pub a_shape: [AlignedU32; BCAST_MAX_RANK],
    pub b_shape: [AlignedU32; BCAST_MAX_RANK],
    pub a_strides: [AlignedU32; BCAST_MAX_RANK],
    pub b_strides: [AlignedU32; BCAST_MAX_RANK],
}

pub const KRON_MAX_RANK: usize = PERMUTE_MAX_RANK;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct KronParams {
    pub len: u32,
    pub offset: u32,
    pub rank: u32,
    pub _pad: u32,
    pub shape_a: [AlignedU32; KRON_MAX_RANK],
    pub shape_b: [AlignedU32; KRON_MAX_RANK],
    pub shape_out: [AlignedU32; KRON_MAX_RANK],
    pub stride_a: [AlignedU32; KRON_MAX_RANK],
    pub stride_b: [AlignedU32; KRON_MAX_RANK],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct TransposeParams {
    pub rows: u32,
    pub cols: u32,
    pub len: u32,
    pub offset: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct BandwidthParams {
    pub rows: u32,
    pub cols: u32,
    pub len: u32,
    pub _pad: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct TriangularSolveParams {
    pub len: u32,
    pub offset: u32,
    pub total: u32,
    pub rows: u32,
    pub rhs_cols: u32,
    pub target_row: u32,
    pub _pad0: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct SymmetryParamsF64 {
    pub rows: u32,
    pub cols: u32,
    pub len: u32,
    pub mode: u32,
    pub tolerance: f64,
    pub _pad: f64,
}

#[repr(C, align(16))]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct SymmetryParamsF32 {
    pub rows: u32,
    pub cols: u32,
    pub len: u32,
    pub mode: u32,
    pub tolerance: f32,
    pub _pad: [f32; 3],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct MatmulParams {
    pub m: u32,
    pub n: u32,
    pub k: u32,
    pub lda: u32,
    pub ldb: u32,
    pub ldc: u32,
    pub offset_a: u32,
    pub offset_b: u32,
    pub offset_out: u32,
    pub flags: u32,
}

pub const MATMUL_FLAG_TRANSPOSE_A: u32 = 1 << 0;
pub const MATMUL_FLAG_TRANSPOSE_B: u32 = 1 << 1;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct MatmulEpilogueParamsF64 {
    pub alpha: f64,
    pub beta: f64,
    pub clamp_min: f64,
    pub clamp_max: f64,
    pub pow_exponent: f64,
    pub flags: u32,
    pub diag_offset: u32,
    pub diag_stride: u32,
    pub diag_rows: u32,
    pub _pad: u32,
    pub _pad2: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct MatmulEpilogueParamsF32 {
    pub alpha: f32,
    pub beta: f32,
    pub clamp_min: f32,
    pub clamp_max: f32,
    pub pow_exponent: f32,
    pub flags: u32,
    pub diag_offset: u32,
    pub diag_stride: u32,
    pub diag_rows: u32,
    pub _pad: u32,
}

pub const MATMUL_EPILOGUE_FLAG_ROW_SCALE: u32 = 1 << 0;
pub const MATMUL_EPILOGUE_FLAG_COL_SCALE: u32 = 1 << 1;
pub const MATMUL_EPILOGUE_FLAG_ROW_DIV: u32 = 1 << 2;
pub const MATMUL_EPILOGUE_FLAG_COL_DIV: u32 = 1 << 3;
pub const MATMUL_EPILOGUE_FLAG_CLAMP_MIN: u32 = 1 << 4;
pub const MATMUL_EPILOGUE_FLAG_CLAMP_MAX: u32 = 1 << 5;
pub const MATMUL_EPILOGUE_FLAG_POW: u32 = 1 << 6;
pub const MATMUL_EPILOGUE_FLAG_DIAG_WRITE: u32 = 1 << 7;

#[repr(C, align(16))]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct CenteredGramParamsF64 {
    pub rows: u32,
    pub cols: u32,
    pub lda: u32,
    pub ldc: u32,
    pub offset_matrix: u32,
    pub offset_means: u32,
    pub offset_out: u32,
    pub _pad0: u32,
    pub denom: [f64; 2],
    pub _pad1: [f64; 2],
    pub _pad2: [f64; 2],
}

#[repr(C, align(16))]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct CenteredGramParamsF32 {
    pub rows: u32,
    pub cols: u32,
    pub lda: u32,
    pub ldc: u32,
    pub offset_matrix: u32,
    pub offset_means: u32,
    pub offset_out: u32,
    pub _pad0: u32,
    pub denom: [f32; 4],
    pub _pad1: [f32; 4],
    pub _pad2: [f32; 4],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ImageNormalizeUniforms {
    pub batch_count: u32,
    pub height: u32,
    pub width: u32,
    pub plane: u32,
    pub stride_h: u32,
    pub stride_w: u32,
    pub flags: u32,
    pub batch_stride: u32,
    pub batch_offset: u32,
    pub _pad0: u32,
    pub epsilon: f32,
    pub gain: f32,
    pub bias: f32,
    pub gamma: f32,
    pub _pad1: u32,
}

pub const IMAGE_NORMALIZE_FLAG_GAIN: u32 = 1 << 0;
pub const IMAGE_NORMALIZE_FLAG_BIAS: u32 = 1 << 1;
pub const IMAGE_NORMALIZE_FLAG_GAMMA: u32 = 1 << 2;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct SyrkParams {
    pub rows_total: u32,
    pub cols: u32,
    pub lda: u32,
    pub ldc: u32,
    pub row_offset: u32,
    pub chunk_rows: u32,
    pub flags: u32,
    pub offset_out: u32,
}

pub const SYRK_FLAG_ACCUMULATE: u32 = 1 << 0;
pub const SYRK_FLAG_FILL_BOTH: u32 = 1 << 1;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ReduceGlobalParams {
    pub len: u32,
    pub op: u32,
    pub offset: u32,
    pub total: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ReduceDimParams {
    pub rows: u32,
    pub cols: u32,
    pub dim: u32,
    pub op: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct CumsumParams {
    pub segment_len: u32,
    pub segments: u32,
    pub stride_before: u32,
    pub block: u32,
    pub flags: u32,
    pub total_len: u32,
    pub _pad0: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct CumprodParams {
    pub segment_len: u32,
    pub segments: u32,
    pub stride_before: u32,
    pub block: u32,
    pub flags: u32,
    pub total_len: u32,
    pub _pad0: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct CumminParams {
    pub segment_len: u32,
    pub segments: u32,
    pub stride_before: u32,
    pub block: u32,
    pub flags: u32,
    pub total_len: u32,
    pub _pad0: u32,
    pub _pad1: u32,
}

pub type CummaxParams = CumminParams;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct EyeParams {
    pub rows: u32,
    pub cols: u32,
    pub diag_len: u32,
    pub slices: u32,
    pub stride_slice: u32,
    pub diag_total: u32,
    pub _pad0: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FillParamsF64 {
    pub value: f64,
    pub len: u32,
    pub _pad: [u32; 3],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FillParamsF32 {
    pub value: f32,
    pub len: u32,
    pub _pad: [u32; 2],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FspecialParamsF64 {
    pub rows: u32,
    pub cols: u32,
    pub kind: u32,
    pub len: u32,
    pub sigma: f64,
    pub alpha: f64,
    pub norm: f64,
    pub center_x: f64,
    pub center_y: f64,
    pub extra0: f64,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FspecialParamsF32 {
    pub rows: u32,
    pub cols: u32,
    pub kind: u32,
    pub len: u32,
    pub sigma: f32,
    pub alpha: f32,
    pub norm: f32,
    pub _pad0: f32,
    pub center_x: f32,
    pub center_y: f32,
    pub _pad1: [f32; 2],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct DiagFromVectorParams {
    pub len: u32,
    pub size: u32,
    pub offset: i32,
    pub _pad: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct DiagExtractParams {
    pub rows: u32,
    pub cols: u32,
    pub offset: i32,
    pub diag_len: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct LinspaceParamsF64 {
    pub start: f64,
    pub step: f64,
    pub stop: f64,
    pub total: u32,
    pub chunk: u32,
    pub offset: u32,
    pub _pad: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct LinspaceParamsF32 {
    pub start: f32,
    pub step: f32,
    pub stop: f32,
    pub _pad0: f32,
    pub total: u32,
    pub chunk: u32,
    pub offset: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct WindowParams {
    pub len: u32,
    pub total: u32,
    pub chunk: u32,
    pub offset: u32,
    pub kind: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

pub type WindowParamsF64 = WindowParams;
pub type WindowParamsF32 = WindowParams;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct PeaksParams {
    pub n: u32,
    pub total: u32,
    pub chunk: u32,
    pub offset: u32,
}

pub type PeaksParamsF64 = PeaksParams;
pub type PeaksParamsF32 = PeaksParams;

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct PeaksXYParams {
    pub total: u32,
    pub chunk: u32,
    pub offset: u32,
    pub _pad: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct RandomIntParamsF64 {
    pub lower: f64,
    pub upper: f64,
    pub span: f64,
    pub span_minus_one: f64,
    pub offset: u32,
    pub chunk: u32,
    pub seed: u32,
    pub _pad: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct RandomIntParamsF32 {
    pub lower: f32,
    pub upper: f32,
    pub span: f32,
    pub span_minus_one: f32,
    pub offset: u32,
    pub chunk: u32,
    pub seed: u32,
    pub _pad: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct RandomScalarParams {
    pub offset: u32,
    pub chunk: u32,
    pub key0: u32,
    pub key1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct StochasticEvolutionParamsF32 {
    pub offset: u32,
    pub chunk: u32,
    pub len: u32,
    pub steps: u32,
    pub key0: u32,
    pub key1: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub drift: f32,
    pub scale: f32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct StochasticEvolutionParamsF64 {
    pub offset: u32,
    pub chunk: u32,
    pub len: u32,
    pub steps: u32,
    pub key0: u32,
    pub key1: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub drift: f64,
    pub scale: f64,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct RandPermParams {
    pub n: u32,
    pub k: u32,
    pub seed: u32,
    pub _pad: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct FindParams {
    pub len: u32,
    pub limit: u32,
    pub rows: u32,
    pub direction: u32,
    pub include_values: u32,
    pub _pad0: u32,
    pub _pad1: u32,
    pub _pad2: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct TrilParams {
    pub len: u32,
    pub start: u32,
    pub rows: u32,
    pub cols: u32,
    pub plane: u32,
    pub diag_offset: i32,
    pub _pad0: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct TriuParams {
    pub len: u32,
    pub start: u32,
    pub rows: u32,
    pub cols: u32,
    pub plane: u32,
    pub diag_offset: i32,
    pub _pad0: u32,
    pub _pad1: u32,
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct ReduceNdParams {
    pub rank: u32,
    pub kept_count: u32,
    pub reduce_count: u32,
    pub _pad: u32,
    pub rows: u32,
    pub cols: u32,
    pub _pad2: [u32; 2],
    pub kept_sizes: [AlignedU32; BCAST_MAX_RANK],
    pub reduce_sizes: [AlignedU32; BCAST_MAX_RANK],
    pub kept_strides: [AlignedU32; BCAST_MAX_RANK],
    pub reduce_strides: [AlignedU32; BCAST_MAX_RANK],
}

#[repr(C)]
#[derive(Clone, Copy, Pod, Zeroable)]
pub struct QrPowerIterParams {
    pub cols: u32,
    pub stride: u32,
    pub _pad0: [u32; 2],
}