llama-cpp-sys-4 0.2.51

Low Level Bindings to llama.cpp
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
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
#ifdef VEC
#define VEC_SIZE 4
#define SHMEM_TYPE vec4<f16>
#define DST_TYPE vec4<f32>
#define SRC0_TYPE vec4<SRC0_INNER_TYPE>
#define SRC1_TYPE vec4<SRC1_INNER_TYPE>

fn store_shmem(val: vec4<f16>, idx: u32) {
    shmem[idx] = val.x;
    shmem[idx + 1] = val.y;
    shmem[idx + 2] = val.z;
    shmem[idx + 3] = val.w;
}
#endif // VEC

#ifdef SCALAR
#define VEC_SIZE 1
#define SHMEM_TYPE f16
#define DST_TYPE f32
#define SRC0_TYPE SRC0_INNER_TYPE
#define SRC1_TYPE SRC1_INNER_TYPE

fn store_shmem(val: f16, idx: u32) {
    shmem[idx] = val;
}
#endif // SCALAR

#ifdef INIT_SRC0_SHMEM_FLOAT
fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id * VEC_SIZE; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * VEC_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;
        let src0_idx = batch_offset + global_m * params.stride_01 + global_k;
        let src0_val = select( // taking a slight performance hit to avoid oob
            SRC0_TYPE(0.0),
            src0[src0_idx/VEC_SIZE],
            global_m < params.m && global_k < params.k);
        store_shmem(SHMEM_TYPE(src0_val), elem_idx);
    }
}
#endif // INIT_SRC0_SHMEM_FLOAT

#ifndef MUL_MAT_ID
#ifdef INIT_SRC1_SHMEM_FLOAT
fn init_shmem_src1(thread_id: u32, batch_offset: u32, offset_n: u32, k_outer: u32) {
    for (var elem_idx = thread_id * VEC_SIZE; elem_idx < TILE_SRC1_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * VEC_SIZE) {
        let tile_n = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_n = offset_n + tile_n;
        let global_k = k_outer + tile_k;
        let src1_idx = batch_offset + global_n * params.stride_11 + global_k;
        let src1_val = select(
            SRC1_TYPE(0.0),
            src1[src1_idx/VEC_SIZE],
            global_n < params.n && global_k < params.k);
        store_shmem(SHMEM_TYPE(src1_val), TILE_SRC0_SHMEM + elem_idx);
    }
}
#endif // INIT_SRC1_SHMEM_FLOAT
#endif

#ifdef INIT_SRC0_SHMEM_Q1_0
const BLOCK_SIZE = 128u;
const BLOCK_SIZE_BYTES = 18u;
const NQ = 8u; // 8 weights (1 byte of qs) per thread per iteration

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let tile_m = i / TILE_K;
        let tile_k_start = i % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k_start = k_outer + tile_k_start;

        if (global_m >= params.m) {
            break;
        }

        let block_k = global_k_start / BLOCK_SIZE;
        let byte_in_block = (global_k_start % BLOCK_SIZE) / 8u;
        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d = load_f16_at_src0(block_byte_base);
        let q_byte = load_u32_at_src0(block_byte_base + 2u + byte_in_block) & 0xFFu;

        for (var bit = 0u; bit < NQ; bit++) {
            let global_k = global_k_start + bit;
            if (global_k < params.k) {
                shmem[i + bit] = select(-d, d, ((q_byte >> bit) & 1u) != 0u);
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q1_0

#ifdef INIT_SRC0_SHMEM_Q4_0
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 18u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const WEIGHTS_PER_F16 = 4u; // 4 weights per f16
const F16_PER_THREAD = NQ / WEIGHTS_PER_F16;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);

            for (var j = 0u; j < F16_PER_THREAD; j += 2) {
                let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j);
                let q_packed = load_u32_at_src0(q_byte_offset);
                for (var k = 0u; k < 4u; k++) {
                    let q_byte = get_byte(q_packed, k);
                    let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d;
                    let q_lo = (f16(q_byte & 0xF) - 8.0) * d;
                    shmem[shmem_idx + j * 2 + k] = q_lo;
                    shmem[shmem_idx + j * 2 + k + 16u] = q_hi;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q4_0

#ifdef INIT_SRC0_SHMEM_Q4_1
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 20u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const WEIGHTS_PER_F16 = 4u; // 4 weights per f16
const F16_PER_THREAD = NQ / WEIGHTS_PER_F16;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);
            let m = load_f16_at_src0(block_byte_base + 2u);

            for (var j = 0u; j < F16_PER_THREAD; j += 2) {
                let q_byte_offset = block_byte_base + 4u + 2u * (block_offset + j);
                let q_packed = load_u32_at_src0(q_byte_offset);
                for (var k = 0u; k < 4u; k++) {
                    let q_byte = get_byte(q_packed, k);
                    let q_lo = f16(q_byte & 0xF) * d + m;
                    let q_hi = f16((q_byte >> 4) & 0xF) * d + m;
                    shmem[shmem_idx + j * 2 + k] = q_lo;
                    shmem[shmem_idx + j * 2 + k + 16u] = q_hi;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q4_1

#ifdef INIT_SRC0_SHMEM_Q5_0
// 32 weights per block, each at 4 bits each = 32 * 4 = 128 bits / 16 = 8 f16s per block
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 22u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
// tile_k is defined as 32u, so blocks_k ends up being 1 always
override BLOCKS_K = TILE_K / BLOCK_SIZE;
const NQ = 16u;
const WEIGHTS_PER_F16 = 4u; // 4 weights per f16
const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 16 / 4 = 4 f16s per thread, each thread should handle 4 f16s * 4 weights per = 16 weights

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {

    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx    = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16;
        let shmem_idx   = blck_idx * BLOCK_SIZE + block_offset * 2u;

        let tile_m   = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k  = blck_idx % BLOCKS_K;
        let global_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_k < params.k / BLOCK_SIZE) {
            let src0_idx  = batch_offset + global_m * params.stride_01 + global_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

            let d  = load_f16_at_src0(block_byte_base);
            let qh_packed = load_u32_at_src0(block_byte_base + 2u);

            for (var j = 0u; j < 2; j++) {
                let q_byte_offset = block_byte_base + 6u + 2u * (block_offset + j * 2u);
                let q_packed = load_u32_at_src0(q_byte_offset);

                let j_adjusted = j + (block_offset / 2u);


                for (var k = 0u; k < 4u; k++) {
                    let q_byte = get_byte(q_packed, k);

                    let qh_hi = (qh_packed >> (j_adjusted * 4 + k + 12)) & 0x10;
                    let q_hi = (f16(((q_byte >> 4) & 0xF) | qh_hi) - 16.0) * d;
                    let qh_lo = ((qh_packed >> (j_adjusted * 4 + k)) << 4) & 0x10;
                    let q_lo = (f16((q_byte & 0xF) | qh_lo) - 16.0) * d;

                    shmem[shmem_idx + j * 4u + k]        = q_lo; // store first weight
                    shmem[shmem_idx + j * 4u + k + 16u]  = q_hi; // store second weight
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q5_0

#ifdef INIT_SRC0_SHMEM_Q5_1
// 32 weights per block, each at 4 bits each = 32 * 4 = 128 bits / 16 = 8 f16s per block
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 24u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
// tile_k is defined as 32u, so blocks_k ends up being 1 always
override BLOCKS_K = TILE_K / BLOCK_SIZE;
const NQ = 16u;
const WEIGHTS_PER_F16 = 4u; // 4 weights per f16
const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 16 / 4 = 4 f16s per thread, each thread should handle 4 f16s * 4 weights per = 16 weights

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {

    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx    = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16;
        let shmem_idx   = blck_idx * BLOCK_SIZE + block_offset * 2u;

        let tile_m   = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k  = blck_idx % BLOCKS_K;
        let global_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_k < params.k / BLOCK_SIZE) {
            let src0_idx  = batch_offset + global_m * params.stride_01 + global_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

            let d  = load_f16_at_src0(block_byte_base);
            let m = load_f16_at_src0(block_byte_base + 2u);
            let qh_packed = load_u32_at_src0(block_byte_base + 4u);

            for (var j = 0u; j < 2; j++) {

                let q_byte_offset = block_byte_base + 8u + 2u * (block_offset + j * 2u);
                let q_packed = load_u32_at_src0(q_byte_offset);

                let j_adjusted = j + (block_offset / 2u);


                for (var k = 0u; k < 4u; k++) {
                    let q_byte = get_byte(q_packed, k);

                    let qh_hi = (qh_packed >> (j_adjusted * 4 + k + 12)) & 0x10;
                    let q_hi = (f16(((q_byte >> 4) & 0xF) | qh_hi)) * d + m;
                    let qh_lo = ((qh_packed >> (j_adjusted * 4 + k)) << 4) & 0x10;
                    let q_lo = (f16((q_byte & 0xF) | qh_lo)) * d + m;

                    shmem[shmem_idx + j * 4u + k]        = q_lo; // store first weight
                    shmem[shmem_idx + j * 4u + k + 16u]  = q_hi; // store second weight
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q5_1

#ifdef INIT_SRC0_SHMEM_Q8_0
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 34u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const WEIGHTS_PER_F16 = 2u; // 2 8-bit weights per f16
const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 8 f16s per thread

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);

            for (var j = 0u; j < F16_PER_THREAD; j+=2) {
                let q_byte_offset = block_byte_base + 2u + 2u * (block_offset + j);
                let q_packed = load_u32_at_src0(q_byte_offset);
                for (var k = 0u; k < 4u; k++) {
                    let q_byte = get_byte_i32(q_packed, k);

                    let q_val = f16(q_byte) * d;
                    shmem[shmem_idx + j * 2 + k] = q_val;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q8_0

#ifdef INIT_SRC0_SHMEM_Q8_1
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 36u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const WEIGHTS_PER_F16 = 2u; // 2 8-bit weights per f16
const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; // 8 f16s per thread, 2 threads per block

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);
            let m = load_f16_at_src0(block_byte_base + 2u);

            for (var j = 0u; j < F16_PER_THREAD; j+=2) {
                let q_byte_offset = block_byte_base + 4u + 2u * (block_offset + j);
                let q_packed = load_u32_at_src0(q_byte_offset);
                for (var k = 0u; k < 4u; k++) {
                    let q_byte = get_byte_i32(q_packed, k);

                    let q_val = f16(q_byte) * d + m;
                    shmem[shmem_idx + j * 2 + k] = q_val;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q8_1

#ifdef INIT_SRC0_SHMEM_Q2_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 84u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    // Use standard thread layout instead of lane/row_group
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base + 80u);
        let dmin = load_f16_at_src0(block_byte_base + 82u);

        // Decode the element at position k_in_block
        let block_of_32 = k_in_block / 32u;
        let pos_in_32 = k_in_block % 32u;

        let q_b_idx = (block_of_32 / 4u) * 32u;
        let shift = (block_of_32 % 4u) * 2u;
        let k = (pos_in_32 / 16u) * 16u;
        let l = pos_in_32 % 16u;

        let is = k_in_block / 16u;

        let sc_packed = load_u32_at_src0(block_byte_base + 4u * (is / 4u));
        let sc = get_byte(sc_packed, is % 4u);

        let dl = d * f16(sc & 0xFu);
        let ml = dmin * f16(sc >> 4u);

        let q_idx = q_b_idx + k + l;
        let q_packed = load_u32_at_src0(block_byte_base + 16u + 4u * (q_idx / 4u));
        let q_byte = get_byte(q_packed, q_idx % 4u);
        let qs_val = (q_byte >> shift) & 3u;

        let q_val = f16(qs_val) * dl - ml;
        shmem[elem_idx] = q_val;
    }
}
#endif // INIT_SRC0_SHMEM_Q2_K

#ifdef INIT_SRC0_SHMEM_Q3_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 110u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base + 108u);

        // Load and unpack scales
        let kmask1: u32 = 0x03030303u;
        let kmask2: u32 = 0x0f0f0f0fu;

        var scale_vals: array<u32, 4>;
        for (var i: u32 = 0u; i < 4u; i++) {
            scale_vals[i] = load_u32_at_src0(block_byte_base + 96u + 4u * i);
        }

        var tmp: u32 = scale_vals[2];
        scale_vals[2] = ((scale_vals[0] >> 4u) & kmask2) | (((tmp >> 4u) & kmask1) << 4u);
        scale_vals[3] = ((scale_vals[1] >> 4u) & kmask2) | (((tmp >> 6u) & kmask1) << 4u);
        scale_vals[0] = (scale_vals[0] & kmask2) | ((tmp & kmask1) << 4u);
        scale_vals[1] = (scale_vals[1] & kmask2) | (((tmp >> 2u) & kmask1) << 4u);

        // Load hmask and qs arrays
        var hmask_vals: array<u32, 8>;
        for (var i: u32 = 0u; i < 8u; i++) {
            hmask_vals[i] = load_u32_at_src0(block_byte_base + 4u * i);
        }

        var qs_vals: array<u32, 16>;
        for (var i: u32 = 0u; i < 16u; i++) {
            qs_vals[i] = load_u32_at_src0(block_byte_base + 32u + 4u * i);
        }

        let half = k_in_block / 128u;           // 0 or 1
        let pos_in_half = k_in_block % 128u;    // 0-127
        let shift_group = pos_in_half / 32u;    // 0-3
        let pos_in_32 = pos_in_half % 32u;      // 0-31
        let k_group = pos_in_32 / 16u;          // 0 or 1
        let l = pos_in_32 % 16u;                // 0-15

        let q_b_idx = half * 32u;               // 0 or 32
        let shift = shift_group * 2u;           // 0, 2, 4, 6
        let k = k_group * 16u;                  // 0 or 16
        let is = k_in_block / 16u;              // 0-15

        // m increments every 32 elements across entire 256 element block
        let m_shift = k_in_block / 32u;         // 0-7
        let m: u32 = 1u << m_shift;             // 1,2,4,8,16,32,64,128

        let sc = get_byte(scale_vals[is / 4u], is % 4u);
        let dl = d * (f16(sc) - 32.0);

        let q_idx = q_b_idx + k + l;
        let hm_idx = k + l;

        let q_byte = get_byte(qs_vals[q_idx / 4u], q_idx % 4u);
        let hmask_byte = get_byte(hmask_vals[hm_idx / 4u], hm_idx % 4u);

        let hm = select(4.0, 0.0, (hmask_byte & m) != 0);
        let qs_val = (q_byte >> shift) & 3u;

        let q_val = (f16(qs_val) - f16(hm)) * dl;
        shmem[elem_idx] = q_val;
    }
}

#endif // INIT_SRC0_SHMEM_Q3_K

#ifdef INIT_SRC0_SHMEM_Q4_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 144u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base);
        let dmin = load_f16_at_src0(block_byte_base + 2u);

        // Map k_in_block to loop structure:
        // Outer loop over 64-element groups (alternating q_b_idx)
        // Inner loop over 2 shifts per group
        let group_of_64 = k_in_block / 64u;  // 0-3 (maps to q_b_idx)
        let pos_in_64 = k_in_block % 64u;    // 0-63
        let shift_group = pos_in_64 / 32u;   // 0 or 1
        let l = pos_in_64 % 32u;             // 0-31

        let q_b_idx = group_of_64 * 32u;     // 0, 32, 64, 96
        let shift = shift_group * 4u;        // 0 or 4
        let is = k_in_block / 32u;           // 0-7

        var sc: u32;
        var mn: u32;

        let scale_base = block_byte_base + 4u;

        if (is < 4u) {
            let sc_byte = get_byte(load_u32_at_src0(scale_base), is % 4u);
            let min_byte = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);
            sc = sc_byte & 63u;
            mn = min_byte & 63u;
        } else {
            let sc_min_lo = get_byte(load_u32_at_src0(scale_base + 8), (is + 4u) % 4u);
            let sc_hi = get_byte(load_u32_at_src0(scale_base), (is - 4u) % 4u);
            let min_hi = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);

            sc = (sc_min_lo & 0xFu) | ((sc_hi >> 6u) << 4u);
            mn = (sc_min_lo >> 4u) | ((min_hi >> 6u) << 4u);
        }

        let dl = d * f16(sc);
        let ml = dmin * f16(mn);

        let q_idx = q_b_idx + l;
        let q_packed = load_u32_at_src0(block_byte_base + 16u + 4u * (q_idx / 4u));

        let q_byte = get_byte(q_packed, q_idx % 4u);
        let qs_val = (q_byte >> shift) & 0xFu;

        let q_val = f16(qs_val) * dl - ml;
        shmem[elem_idx] = q_val;
    }
}
#endif // INIT_SRC0_SHMEM_Q4_K

#ifdef INIT_SRC0_SHMEM_Q5_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 176u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base);
        let dmin = load_f16_at_src0(block_byte_base + 2u);


        // The original loop processes elements in groups of 64
        // Each group of 64: q_b_idx cycles through [0,32,64,96], shift cycles [0,4]
        // But u increments EVERY 32 elements (after each l loop)
        let group_of_64 = k_in_block / 64u;  // 0-3
        let pos_in_64 = k_in_block % 64u;    // 0-63
        let shift_group = pos_in_64 / 32u;   // 0 or 1
        let l = pos_in_64 % 32u;             // 0-31

        let q_b_idx = group_of_64 * 32u;     // 0, 32, 64, 96
        let shift = shift_group * 4u;        // 0 or 4
        let is = k_in_block / 32u;           // 0-7

        // u increments every 32 elements (0->1, 1->2, 2->4, 3->8, 4->16, 5->32, 6->64, 7->128)
        let u_shift = k_in_block / 32u;      // 0-7
        let u: u32 = 1u << u_shift;

        var sc: u32;
        var mn: u32;

        let scale_base = block_byte_base + 4u;

        if (is < 4u) {
            let sc_byte = get_byte(load_u32_at_src0(scale_base), is % 4u);
            let min_byte = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);
            sc = sc_byte & 63u;
            mn = min_byte & 63u;
        } else {
            let sc_min_lo = get_byte(load_u32_at_src0(scale_base + 8), (is + 4u) % 4u);
            let sc_hi = get_byte(load_u32_at_src0(scale_base), (is - 4u) % 4u);
            let min_hi = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);

            sc = (sc_min_lo & 0xFu) | ((sc_hi >> 6u) << 4u);
            mn = (sc_min_lo >> 4u) | ((min_hi >> 6u) << 4u);
        }

        let dl = d * f16(sc);
        let ml = dmin * f16(mn);

        let q_idx = q_b_idx + l;
        let q_packed = load_u32_at_src0(block_byte_base + 48u + 4u * (q_idx / 4u));

        let q_byte = get_byte(q_packed, q_idx % 4u);

        let qh_packed = load_u32_at_src0(block_byte_base + 16u + 4u * (l / 4u));

        let qh_byte = get_byte(qh_packed, l % 4u);

        let qs_val = (q_byte >> shift) & 0xFu;
        let qh_val = select(0.0, 16.0, (qh_byte & u) != 0);

        let q_val = (f16(qs_val) + f16(qh_val)) * dl - ml;
        shmem[elem_idx] = q_val;
    }
}

#endif // INIT_SRC0_SHMEM_Q5_K

#ifdef INIT_SRC0_SHMEM_Q6_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 210u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let half = k_in_block / 128u;
        let pos_in_half = k_in_block % 128u;
        let quarter = pos_in_half / 32u;
        let l = pos_in_half % 32u;

        let ql_b_idx = half * 64u;
        let qh_b_idx = half * 32u;
        let sc_b_idx = half * 8u;

        // Load only ql13 word needed
        let ql13_flat = ql_b_idx + l;
        let ql13 = load_u32_at_src0(block_byte_base + ql13_flat);
        let ql13_b = get_byte(ql13, 0u);

        // Load only ql24 word needed
        let ql24_flat = ql_b_idx + l + 32u;
        let ql24 = load_u32_at_src0(block_byte_base + ql24_flat);
        let ql24_b = get_byte(ql24, 0u);

        // Load only qh word needed
        let qh_flat = qh_b_idx + l;
        let qh = load_u32_at_src0(block_byte_base + 128u + qh_flat);
        let qh_b = get_byte(qh, 0u);

        let q1 = f16((ql13_b & 0xFu) | ((qh_b & 3u) << 4u)) - f16(32.0);
        let q2 = f16((ql24_b & 0xFu) | (((qh_b >> 2u) & 3u) << 4u)) - f16(32.0);
        let q3 = f16((ql13_b >> 4u) | (((qh_b >> 4u) & 3u) << 4u)) - f16(32.0);
        let q4 = f16((ql24_b >> 4u) | (((qh_b >> 6u) & 3u) << 4u)) - f16(32.0);

        // Load only the scale word needed
        let is = l / 16u;
        let sc_idx = sc_b_idx + is + quarter * 2u;
        let sc = load_u32_at_src0(block_byte_base + 192u + sc_idx);
        let sc_val = get_byte_i32(sc, 0u);

        let d = load_f16_at_src0(block_byte_base + 208u);

        var q_val: f16;
        if (quarter == 0u) {
            q_val = q1;
        } else if (quarter == 1u) {
            q_val = q2;
        } else if (quarter == 2u) {
            q_val = q3;
        } else {
            q_val = q4;
        }

        shmem[elem_idx] = d * f16(sc_val) * q_val;
    }
}
#endif // INIT_SRC0_SHMEM_Q6_K

#ifdef INIT_SRC0_SHMEM_IQ4_NL
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 18u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_at_src0(block_byte_base);

        let pos       = k_in_block % 16u;
        let nib_shift = (k_in_block / 16u) * 4u;
        let q_packed  = load_u32_at_src0(block_byte_base + 2u + (pos / 4u) * 4u);
        let nib       = (get_byte(q_packed, pos % 4u) >> nib_shift) & 0xFu;

        shmem[elem_idx] = d * f16(kvalues_iq4nl[nib]);
    }
}
#endif // INIT_SRC0_SHMEM_IQ4_NL

#ifdef INIT_SRC0_SHMEM_IQ4_XS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 136u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d_scales_h = load_u32_at_src0(block_byte_base);
        let d          = bitcast<vec2<f16>>(d_scales_h).x;
        let scales_h   = d_scales_h >> 16u;

        let ib  = k_in_block / 32u;
        let pos = k_in_block % 32u;

        let scales_l_word = load_u32_at_src0(block_byte_base + 4u);
        let ls_lo         = (get_byte(scales_l_word, ib / 2u) >> ((ib & 1u) * 4u)) & 0xFu;
        let ls_hi         = ((scales_h >> (2u * ib)) & 3u) << 4u;
        let dl            = d * f16(i32(ls_lo | ls_hi) - 32);

        let iqs       = ib * 16u + (pos % 16u);
        let nib_shift = (pos / 16u) * 4u;
        let q_packed  = load_u32_at_src0(block_byte_base + 8u + (iqs / 4u) * 4u);
        let nib       = (get_byte(q_packed, iqs % 4u) >> nib_shift) & 0xFu;

        shmem[elem_idx] = dl * f16(kvalues_iq4nl[nib]);
    }
}
#endif // INIT_SRC0_SHMEM_IQ4_XS

#ifdef INIT_SRC0_SHMEM_IQ1_S
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 50u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib  = k_in_block / 32u;
        let pos = k_in_block % 32u;
        let l   = pos / 8u;
        let j   = pos % 8u;

        let qh    = load_u32_at_src0(block_byte_base + 34u + ib * 2u) & 0xFFFFu;
        let dl    = d * (2.0 * f32((qh >> 12u) & 7u) + 1.0);
        let delta = select(IQ1_DELTA, -IQ1_DELTA, (qh & 0x8000u) != 0u);

        let qs_w = load_u32_at_src0(block_byte_base + 2u + ib * 4u);
        let ig   = (get_byte(qs_w, l) | (((qh >> (3u * l)) & 7u) << 8u)) * 8u;

        let gw = iq1_grid[(ig + j) / 16u];
        let g  = (gw >> (((ig + j) % 16u) * 2u)) & 3u;
        let gs = bitcast<i32>(g << 30u) >> 30u;

        shmem[elem_idx] = f16(dl * (f32(gs) + delta));
    }
}
#endif // INIT_SRC0_SHMEM_IQ1_S

#ifdef INIT_SRC0_SHMEM_IQ1_M
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 56u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let scales0 = load_u32_at_src0(block_byte_base + 48u);
        let scales1 = load_u32_at_src0(block_byte_base + 52u);
        let scale_packed = ((scales0 >> 12u) & 0xFu) |
                           ((scales0 >> 24u) & 0x00F0u) |
                           ((scales1 >>  4u) & 0x0F00u) |
                           ((scales1 >> 16u) & 0xF000u);
        let d = f32(bitcast<vec2<f16>>(scale_packed).x);

        let ib  = k_in_block / 32u;
        let pos = k_in_block % 32u;
        let l   = pos / 8u;
        let j   = pos % 8u;

        let scales = select(scales0, scales1, ib >= 4u);
        let sw = (scales >> (16u * ((ib / 2u) % 2u))) & 0xFFFFu;
        let s_pair = (sw >> (6u * (ib % 2u) + 3u * (l / 2u))) & 0x7u;
        let dl     = d * f32(2u * s_pair + 1u);

        let qh_word = load_u32_at_src0(block_byte_base + 32u + (ib / 2u) * 4u);
        let qh      = qh_word >> (16u * (ib % 2u));
        let qh_nib  = (qh >> (4u * l)) & 0xFu;

        let qs_w = load_u32_at_src0(block_byte_base + ib * 4u);
        let idx  = get_byte(qs_w, l) | ((qh_nib & 7u) << 8u);
        let delta = select(IQ1_DELTA, -IQ1_DELTA, (qh_nib & 0x8u) != 0u);

        let ig = idx * 8u;
        let gw = iq1_grid[(ig + j) / 16u];
        let g  = (gw >> (((ig + j) % 16u) * 2u)) & 3u;
        let gs = bitcast<i32>(g << 30u) >> 30u;

        shmem[elem_idx] = f16(dl * (f32(gs) + delta));
    }
}
#endif // INIT_SRC0_SHMEM_IQ1_M

#ifdef INIT_SRC0_SHMEM_IQ2_XXS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 66u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let entry_idx = k_in_block / 8u;
        let j         = k_in_block % 8u;

        let ib = entry_idx & ~3u;
        let l  = entry_idx & 3u;

        let aux0 = load_u32_at_src0(block_byte_base + 2u + ib * 2u);
        let aux1 = load_u32_at_src0(block_byte_base + 2u + (ib + 2u) * 2u);
        let db   = d * (0.5 + f32(aux1 >> 28u)) * 0.25;

        let ig    = get_byte(aux0, l) * 8u;
        let is    = (aux1 >> (7u * l)) & 127u;
        let signs = get_byte(ksigns_iq2xs[is / 4u], is % 4u);

        let g = get_byte(iq2xxs_grid[(ig + j) / 4u], (ig + j) % 4u);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4u], j % 4u) & signs) != 0u);

        shmem[elem_idx] = f16(db * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ2_XXS

#ifdef INIT_SRC0_SHMEM_IQ2_XS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 74u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let entry_idx = k_in_block / 8u;
        let j         = k_in_block % 8u;

        let ib = entry_idx & ~3u;
        let l  = entry_idx & 3u;

        let scales_word = load_u32_at_src0(block_byte_base + 66u + (ib / 16u) * 4u);
        let s           = get_byte(scales_word, (ib % 16u) / 4u);
        let s_nib       = select(s & 0xFu, (s >> 4u) & 0xFu, (l / 2u) != 0u);
        let dl          = d * (0.5 + f32(s_nib)) * 0.25;

        let qs_word = load_u32_at_src0(block_byte_base + 2u + (ib + l) * 2u);
        let qs_val  = qs_word & 0xFFFFu;
        let ig      = (qs_val & 511u) * 8u;
        let is      = qs_val >> 9u;
        let signs   = get_byte(ksigns_iq2xs[is / 4u], is % 4u);

        let g = get_byte(iq2xs_grid[(ig + j) / 4u], (ig + j) % 4u);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4u], j % 4u) & signs) != 0u);

        shmem[elem_idx] = f16(dl * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ2_XS

#ifdef INIT_SRC0_SHMEM_IQ2_S
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 82u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib = k_in_block / 32u;
        let l  = (k_in_block % 32u) / 8u;
        let j  = k_in_block % 8u;

        let scales_word = load_u32_at_src0(block_byte_base + 74u + (ib / 4u) * 4u);
        let s           = get_byte(scales_word, ib % 4u);
        let s_nib       = select(s & 0xFu, (s >> 4u) & 0xFu, (l / 2u) != 0u);
        let dl          = d * (0.5 + f32(s_nib)) * 0.25;

        let qs_word = load_u32_at_src0(block_byte_base + 2u + ib * 4u);
        let qh_word = load_u32_at_src0(block_byte_base + 66u + (ib / 4u) * 4u);
        let qh_b    = (get_byte(qh_word, ib % 4u) << (8u - 2u * l)) & 0x300u;
        let ig      = (get_byte(qs_word, l) | qh_b) * 8u;

        let signs_word = load_u32_at_src0(block_byte_base + 34u + ib * 4u);
        let signs      = get_byte(signs_word, l);

        let g = get_byte(iq2s_grid[(ig + j) / 4u], (ig + j) % 4u);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4u], j % 4u) & signs) != 0u);

        shmem[elem_idx] = f16(dl * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ2_S

#ifdef INIT_SRC0_SHMEM_IQ3_XXS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 98u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib_pair = k_in_block / 32u;
        let in_pair = k_in_block % 32u;
        let l       = in_pair / 8u;
        let in_l    = in_pair % 8u;
        let k2      = in_l / 4u;
        let j       = in_l % 4u;

        let ib            = ib_pair * 2u;
        let sc_sign_off   = block_byte_base + 2u + (ib + 32u) * 2u;
        let sc_sign       = load_u32_at_src0(sc_sign_off);
        let db            = d * (0.5 + f32(sc_sign >> 28u)) * 0.5;
        let is            = (sc_sign >> (7u * l)) & 127u;
        let signs         = get_byte(ksigns_iq2xs[is / 4u], is % 4u);

        let ig_word = load_u32_at_src0(block_byte_base + 2u + (ib * 2u + l) * 2u) & 0xFFFFu;
        let ig_byte = get_byte(ig_word, k2);
        let g       = get_byte(iq3xxs_grid[ig_byte], j);
        let m       = select(1.0, -1.0, (get_byte(kmask_iq2xs[k2], j) & signs) != 0u);

        shmem[elem_idx] = f16(db * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ3_XXS

#ifdef INIT_SRC0_SHMEM_IQ3_S
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 110u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib   = k_in_block / 64u;
        let rest = k_in_block % 64u;
        let k    = rest / 32u;
        let in_k = rest % 32u;
        let l    = in_k / 8u;
        let in_l = in_k % 8u;
        let k2   = in_l / 4u;
        let j    = in_l % 4u;

        let scales_word = load_u32_at_src0(block_byte_base + 106u);
        let s           = get_byte(scales_word, ib);
        let s_nib       = select(s & 0xFu, (s >> 4u) & 0xFu, k != 0u);
        let dl          = d * (1.0 + 2.0 * f32(s_nib));

        let qh_word = load_u32_at_src0(block_byte_base + 66u + (ib / 2u) * 4u);
        let qh_byte = get_byte(qh_word, (ib % 2u) * 2u + k);

        let ig_word = load_u32_at_src0(block_byte_base + 2u + (ib * 8u + k * 4u + l) * 2u) & 0xFFFFu;
        let ig_lo   = get_byte(ig_word, 0u) | ((qh_byte << (8u - 2u * l)) & 256u);
        let ig_hi   = get_byte(ig_word, 1u) | ((qh_byte << (7u - 2u * l)) & 256u);
        let ig      = select(ig_lo, ig_hi, k2 != 0u);

        let signs_word = load_u32_at_src0(block_byte_base + 74u + (ib * 2u + k) * 4u);
        let signs      = get_byte(signs_word, l);

        let g = get_byte(iq3s_grid[ig], j);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[k2], j) & signs) != 0u);

        shmem[elem_idx] = f16(dl * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ3_S