-
Notifications
You must be signed in to change notification settings - Fork 2
/
cutlass_transformer_sweep.out
12524 lines (11183 loc) · 679 KB
/
cutlass_transformer_sweep.out
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
cupy is not loaded.
cupy is not loaded.
cupy is not loaded.
cupy is not loaded.
[2023-09-06 17:43:59,418] [INFO] [comm.py:643:init_distributed] Not using the DeepSpeed or dist launchers, attempting to detect MPI environment...
[2023-09-06 17:44:00,238] [INFO] [comm.py:697:mpi_discovery] Discovered MPI settings of world_rank=0, local_rank=0, world_size=1, master_addr=26.0.157.113, master_port=6000
[2023-09-06 17:44:00,239] [INFO] [comm.py:661:init_distributed] Initializing TorchBackend in DeepSpeed with backend nccl
[2023-09-06 17:44:00,265] [INFO] [checkpointing.py:227:model_parallel_cuda_manual_seed] > initializing model parallel cuda seeds on global rank 0, model parallel rank 0, and data parallel rank 0 with model parallel seed: 3952 and data parallel seed: 1234
num_attention_heads: 32, hidden_size: 8192, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8192x24576, b=2048): 0.0131
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8192x24576, b=2048): 251.780
b: 128, m: 2048, n: 256, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x256x2048): 0.0023
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x256x2048): 120.196
b: 128, m: 2048, n: 2048, k: 256,
Elapsed time for attention_prob_times_values (128x2048x2048x256): 0.0028
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x256): 98.658
Elapsed time for attention_linear_projection (4x8192x8192, b=2048): 0.0051
Throughput (in TFLOP/s) for attention_linear_projection (4x8192x8192, b=2048): 213.751
Elapsed time for mlp_h_to_4h (4x8192x32768, b=2048): 0.0172
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8192x32768, b=2048): 256.038
Elapsed time for mlp_4h_to_h (4x32768x8192, b=2048): 0.0174
Throughput (in TFLOP/s) for mlp_4h_to_h (4x32768x8192, b=2048): 252.491
Attention duration (in seconds): 0.0233
Attention throughput (in TFLOP/s): 212.190
MLP duration (in seconds): 0.0346
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0579
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8256, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8256x24768, b=2048): 0.0138
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8256x24768, b=2048): 242.398
b: 128, m: 2048, n: 258, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x258x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x258x2048): 100.235
b: 128, m: 2048, n: 2048, k: 258,
Elapsed time for attention_prob_times_values (128x2048x2048x258): 0.0038
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x258): 72.821
Elapsed time for attention_linear_projection (4x8256x8256, b=2048): 0.0054
Throughput (in TFLOP/s) for attention_linear_projection (4x8256x8256, b=2048): 207.506
Elapsed time for mlp_h_to_4h (4x8256x33024, b=2048): 0.0181
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8256x33024, b=2048): 247.149
Elapsed time for mlp_4h_to_h (4x33024x8256, b=2048): 0.0178
Throughput (in TFLOP/s) for mlp_4h_to_h (4x33024x8256, b=2048): 251.620
Attention duration (in seconds): 0.0258
Attention throughput (in TFLOP/s): 194.834
MLP duration (in seconds): 0.0358
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0616
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8320, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8320x24960, b=2048): 0.0139
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8320x24960, b=2048): 244.681
b: 128, m: 2048, n: 260, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x260x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x260x2048): 103.788
b: 128, m: 2048, n: 2048, k: 260,
Elapsed time for attention_prob_times_values (128x2048x2048x260): 0.0032
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x260): 85.965
Elapsed time for attention_linear_projection (4x8320x8320, b=2048): 0.0054
Throughput (in TFLOP/s) for attention_linear_projection (4x8320x8320, b=2048): 209.686
Elapsed time for mlp_h_to_4h (4x8320x33280, b=2048): 0.0182
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8320x33280, b=2048): 249.691
Elapsed time for mlp_4h_to_h (4x33280x8320, b=2048): 0.0181
Throughput (in TFLOP/s) for mlp_4h_to_h (4x33280x8320, b=2048): 250.391
Attention duration (in seconds): 0.0253
Attention throughput (in TFLOP/s): 201.765
MLP duration (in seconds): 0.0363
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0615
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8384, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8384x25152, b=2048): 0.0140
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8384x25152, b=2048): 246.675
b: 128, m: 2048, n: 262, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x262x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x262x2048): 101.904
b: 128, m: 2048, n: 2048, k: 262,
Elapsed time for attention_prob_times_values (128x2048x2048x262): 0.0038
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x262): 73.197
Elapsed time for attention_linear_projection (4x8384x8384, b=2048): 0.0054
Throughput (in TFLOP/s) for attention_linear_projection (4x8384x8384, b=2048): 211.516
Elapsed time for mlp_h_to_4h (4x8384x33536, b=2048): 0.0183
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8384x33536, b=2048): 251.557
Elapsed time for mlp_4h_to_h (4x33536x8384, b=2048): 0.0183
Throughput (in TFLOP/s) for mlp_4h_to_h (4x33536x8384, b=2048): 251.947
Attention duration (in seconds): 0.0261
Attention throughput (in TFLOP/s): 198.399
MLP duration (in seconds): 0.0366
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0627
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8448, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8448x25344, b=2048): 0.0141
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8448x25344, b=2048): 248.989
b: 128, m: 2048, n: 264, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x264x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x264x2048): 103.848
b: 128, m: 2048, n: 2048, k: 264,
Elapsed time for attention_prob_times_values (128x2048x2048x264): 0.0030
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x264): 94.010
Elapsed time for attention_linear_projection (4x8448x8448, b=2048): 0.0055
Throughput (in TFLOP/s) for attention_linear_projection (4x8448x8448, b=2048): 213.301
Elapsed time for mlp_h_to_4h (4x8448x33792, b=2048): 0.0184
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8448x33792, b=2048): 253.530
Elapsed time for mlp_4h_to_h (4x33792x8448, b=2048): 0.0186
Throughput (in TFLOP/s) for mlp_4h_to_h (4x33792x8448, b=2048): 251.502
Attention duration (in seconds): 0.0253
Attention throughput (in TFLOP/s): 207.152
MLP duration (in seconds): 0.0370
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0624
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8512, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8512x25536, b=2048): 0.0142
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8512x25536, b=2048): 250.512
b: 128, m: 2048, n: 266, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x266x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x266x2048): 103.245
b: 128, m: 2048, n: 2048, k: 266,
Elapsed time for attention_prob_times_values (128x2048x2048x266): 0.0039
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x266): 73.445
Elapsed time for attention_linear_projection (4x8512x8512, b=2048): 0.0055
Throughput (in TFLOP/s) for attention_linear_projection (4x8512x8512, b=2048): 215.682
Elapsed time for mlp_h_to_4h (4x8512x34048, b=2048): 0.0186
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8512x34048, b=2048): 255.200
Elapsed time for mlp_4h_to_h (4x34048x8512, b=2048): 0.0188
Throughput (in TFLOP/s) for mlp_4h_to_h (4x34048x8512, b=2048): 252.690
Attention duration (in seconds): 0.0264
Attention throughput (in TFLOP/s): 201.690
MLP duration (in seconds): 0.0374
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0638
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8576, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8576x25728, b=2048): 0.0143
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8576x25728, b=2048): 252.995
b: 128, m: 2048, n: 268, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x268x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x268x2048): 106.613
b: 128, m: 2048, n: 2048, k: 268,
Elapsed time for attention_prob_times_values (128x2048x2048x268): 0.0033
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x268): 87.690
Elapsed time for attention_linear_projection (4x8576x8576, b=2048): 0.0055
Throughput (in TFLOP/s) for attention_linear_projection (4x8576x8576, b=2048): 217.262
Elapsed time for mlp_h_to_4h (4x8576x34304, b=2048): 0.0187
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8576x34304, b=2048): 257.435
Elapsed time for mlp_4h_to_h (4x34304x8576, b=2048): 0.0191
Throughput (in TFLOP/s) for mlp_4h_to_h (4x34304x8576, b=2048): 252.746
Attention duration (in seconds): 0.0258
Attention throughput (in TFLOP/s): 209.001
MLP duration (in seconds): 0.0378
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0636
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8640, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8640x25920, b=2048): 0.0150
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8640x25920, b=2048): 244.137
b: 128, m: 2048, n: 270, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x270x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x270x2048): 104.492
b: 128, m: 2048, n: 2048, k: 270,
Elapsed time for attention_prob_times_values (128x2048x2048x270): 0.0039
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x270): 73.987
Elapsed time for attention_linear_projection (4x8640x8640, b=2048): 0.0058
Throughput (in TFLOP/s) for attention_linear_projection (4x8640x8640, b=2048): 211.176
Elapsed time for mlp_h_to_4h (4x8640x34560, b=2048): 0.0197
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8640x34560, b=2048): 248.526
Elapsed time for mlp_4h_to_h (4x34560x8640, b=2048): 0.0193
Throughput (in TFLOP/s) for mlp_4h_to_h (4x34560x8640, b=2048): 253.578
Attention duration (in seconds): 0.0275
Attention throughput (in TFLOP/s): 198.884
MLP duration (in seconds): 0.0390
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0665
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8704, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8704x26112, b=2048): 0.0151
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8704x26112, b=2048): 246.018
b: 128, m: 2048, n: 272, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x272x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x272x2048): 106.948
b: 128, m: 2048, n: 2048, k: 272,
Elapsed time for attention_prob_times_values (128x2048x2048x272): 0.0030
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x272): 97.491
Elapsed time for attention_linear_projection (4x8704x8704, b=2048): 0.0058
Throughput (in TFLOP/s) for attention_linear_projection (4x8704x8704, b=2048): 213.367
Elapsed time for mlp_h_to_4h (4x8704x34816, b=2048): 0.0199
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8704x34816, b=2048): 250.050
Elapsed time for mlp_4h_to_h (4x34816x8704, b=2048): 0.0197
Throughput (in TFLOP/s) for mlp_4h_to_h (4x34816x8704, b=2048): 252.188
Attention duration (in seconds): 0.0267
Attention throughput (in TFLOP/s): 207.987
MLP duration (in seconds): 0.0395
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0662
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8768, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8768x26304, b=2048): 0.0153
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8768x26304, b=2048): 247.780
b: 128, m: 2048, n: 274, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x274x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x274x2048): 106.031
b: 128, m: 2048, n: 2048, k: 274,
Elapsed time for attention_prob_times_values (128x2048x2048x274): 0.0039
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x274): 74.494
Elapsed time for attention_linear_projection (4x8768x8768, b=2048): 0.0059
Throughput (in TFLOP/s) for attention_linear_projection (4x8768x8768, b=2048): 214.521
Elapsed time for mlp_h_to_4h (4x8768x35072, b=2048): 0.0202
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8768x35072, b=2048): 249.248
Elapsed time for mlp_4h_to_h (4x35072x8768, b=2048): 0.0201
Throughput (in TFLOP/s) for mlp_4h_to_h (4x35072x8768, b=2048): 251.201
Attention duration (in seconds): 0.0278
Attention throughput (in TFLOP/s): 202.065
MLP duration (in seconds): 0.0403
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0681
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8832, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8832x26496, b=2048): 0.0154
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8832x26496, b=2048): 249.689
b: 128, m: 2048, n: 276, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x276x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x276x2048): 109.303
b: 128, m: 2048, n: 2048, k: 276,
Elapsed time for attention_prob_times_values (128x2048x2048x276): 0.0033
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x276): 89.617
Elapsed time for attention_linear_projection (4x8832x8832, b=2048): 0.0059
Throughput (in TFLOP/s) for attention_linear_projection (4x8832x8832, b=2048): 216.836
Elapsed time for mlp_h_to_4h (4x8832x35328, b=2048): 0.0201
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8832x35328, b=2048): 254.509
Elapsed time for mlp_4h_to_h (4x35328x8832, b=2048): 0.0201
Throughput (in TFLOP/s) for mlp_4h_to_h (4x35328x8832, b=2048): 254.319
Attention duration (in seconds): 0.0273
Attention throughput (in TFLOP/s): 209.216
MLP duration (in seconds): 0.0402
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0675
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8896, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8896x26688, b=2048): 0.0155
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8896x26688, b=2048): 251.195
b: 128, m: 2048, n: 278, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x278x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x278x2048): 107.348
b: 128, m: 2048, n: 2048, k: 278,
Elapsed time for attention_prob_times_values (128x2048x2048x278): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x278): 74.957
Elapsed time for attention_linear_projection (4x8896x8896, b=2048): 0.0059
Throughput (in TFLOP/s) for attention_linear_projection (4x8896x8896, b=2048): 218.347
Elapsed time for mlp_h_to_4h (4x8896x35584, b=2048): 0.0202
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8896x35584, b=2048): 256.249
Elapsed time for mlp_4h_to_h (4x35584x8896, b=2048): 0.0205
Throughput (in TFLOP/s) for mlp_4h_to_h (4x35584x8896, b=2048): 253.307
Attention duration (in seconds): 0.0282
Attention throughput (in TFLOP/s): 205.184
MLP duration (in seconds): 0.0407
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0689
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 8960, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x8960x26880, b=2048): 0.0156
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x8960x26880, b=2048): 253.054
b: 128, m: 2048, n: 280, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x280x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x280x2048): 110.036
b: 128, m: 2048, n: 2048, k: 280,
Elapsed time for attention_prob_times_values (128x2048x2048x280): 0.0031
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x280): 98.179
Elapsed time for attention_linear_projection (4x8960x8960, b=2048): 0.0060
Throughput (in TFLOP/s) for attention_linear_projection (4x8960x8960, b=2048): 220.306
Elapsed time for mlp_h_to_4h (4x8960x35840, b=2048): 0.0204
Throughput (in TFLOP/s) for mlp_h_to_4h (4x8960x35840, b=2048): 257.394
Elapsed time for mlp_4h_to_h (4x35840x8960, b=2048): 0.0207
Throughput (in TFLOP/s) for mlp_4h_to_h (4x35840x8960, b=2048): 254.558
Attention duration (in seconds): 0.0274
Attention throughput (in TFLOP/s): 214.289
MLP duration (in seconds): 0.0411
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0685
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9024, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9024x27072, b=2048): 0.0163
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9024x27072, b=2048): 244.941
b: 128, m: 2048, n: 282, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x282x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x282x2048): 108.595
b: 128, m: 2048, n: 2048, k: 282,
Elapsed time for attention_prob_times_values (128x2048x2048x282): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x282): 76.167
Elapsed time for attention_linear_projection (4x9024x9024, b=2048): 0.0062
Throughput (in TFLOP/s) for attention_linear_projection (4x9024x9024, b=2048): 214.382
Elapsed time for mlp_h_to_4h (4x9024x36096, b=2048): 0.0215
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9024x36096, b=2048): 248.742
Elapsed time for mlp_4h_to_h (4x36096x9024, b=2048): 0.0210
Throughput (in TFLOP/s) for mlp_4h_to_h (4x36096x9024, b=2048): 254.055
Attention duration (in seconds): 0.0293
Attention throughput (in TFLOP/s): 202.616
MLP duration (in seconds): 0.0425
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0718
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9088, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9088x27264, b=2048): 0.0164
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9088x27264, b=2048): 247.255
b: 128, m: 2048, n: 284, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x284x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x284x2048): 112.501
b: 128, m: 2048, n: 2048, k: 284,
Elapsed time for attention_prob_times_values (128x2048x2048x284): 0.0033
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x284): 92.162
Elapsed time for attention_linear_projection (4x9088x9088, b=2048): 0.0063
Throughput (in TFLOP/s) for attention_linear_projection (4x9088x9088, b=2048): 216.323
Elapsed time for mlp_h_to_4h (4x9088x36352, b=2048): 0.0216
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9088x36352, b=2048): 250.548
Elapsed time for mlp_4h_to_h (4x36352x9088, b=2048): 0.0214
Throughput (in TFLOP/s) for mlp_4h_to_h (4x36352x9088, b=2048): 253.044
Attention duration (in seconds): 0.0287
Attention throughput (in TFLOP/s): 209.897
MLP duration (in seconds): 0.0430
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0717
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9152, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9152x27456, b=2048): 0.0166
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9152x27456, b=2048): 248.530
b: 128, m: 2048, n: 286, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x286x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x286x2048): 110.201
b: 128, m: 2048, n: 2048, k: 286,
Elapsed time for attention_prob_times_values (128x2048x2048x286): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x286): 76.943
Elapsed time for attention_linear_projection (4x9152x9152, b=2048): 0.0063
Throughput (in TFLOP/s) for attention_linear_projection (4x9152x9152, b=2048): 218.051
Elapsed time for mlp_h_to_4h (4x9152x36608, b=2048): 0.0218
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9152x36608, b=2048): 252.020
Elapsed time for mlp_4h_to_h (4x36608x9152, b=2048): 0.0216
Throughput (in TFLOP/s) for mlp_4h_to_h (4x36608x9152, b=2048): 254.705
Attention duration (in seconds): 0.0296
Attention throughput (in TFLOP/s): 205.943
MLP duration (in seconds): 0.0433
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0730
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9216, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9216x27648, b=2048): 0.0167
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9216x27648, b=2048): 250.508
b: 128, m: 2048, n: 288, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x288x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x288x2048): 113.566
b: 128, m: 2048, n: 2048, k: 288,
Elapsed time for attention_prob_times_values (128x2048x2048x288): 0.0030
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x288): 102.801
Elapsed time for attention_linear_projection (4x9216x9216, b=2048): 0.0063
Throughput (in TFLOP/s) for attention_linear_projection (4x9216x9216, b=2048): 219.787
Elapsed time for mlp_h_to_4h (4x9216x36864, b=2048): 0.0219
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9216x36864, b=2048): 254.022
Elapsed time for mlp_4h_to_h (4x36864x9216, b=2048): 0.0219
Throughput (in TFLOP/s) for mlp_4h_to_h (4x36864x9216, b=2048): 254.127
Attention duration (in seconds): 0.0287
Attention throughput (in TFLOP/s): 215.290
MLP duration (in seconds): 0.0438
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0725
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9280, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9280x27840, b=2048): 0.0168
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9280x27840, b=2048): 251.630
b: 128, m: 2048, n: 290, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x290x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x290x2048): 111.561
b: 128, m: 2048, n: 2048, k: 290,
Elapsed time for attention_prob_times_values (128x2048x2048x290): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x290): 77.898
Elapsed time for attention_linear_projection (4x9280x9280, b=2048): 0.0064
Throughput (in TFLOP/s) for attention_linear_projection (4x9280x9280, b=2048): 221.135
Elapsed time for mlp_h_to_4h (4x9280x37120, b=2048): 0.0222
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9280x37120, b=2048): 253.826
Elapsed time for mlp_4h_to_h (4x37120x9280, b=2048): 0.0221
Throughput (in TFLOP/s) for mlp_4h_to_h (4x37120x9280, b=2048): 255.458
Attention duration (in seconds): 0.0300
Attention throughput (in TFLOP/s): 208.951
MLP duration (in seconds): 0.0443
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0743
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9344, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9344x28032, b=2048): 0.0169
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9344x28032, b=2048): 254.119
b: 128, m: 2048, n: 292, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x292x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x292x2048): 115.741
b: 128, m: 2048, n: 2048, k: 292,
Elapsed time for attention_prob_times_values (128x2048x2048x292): 0.0033
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x292): 94.772
Elapsed time for attention_linear_projection (4x9344x9344, b=2048): 0.0064
Throughput (in TFLOP/s) for attention_linear_projection (4x9344x9344, b=2048): 223.103
Elapsed time for mlp_h_to_4h (4x9344x37376, b=2048): 0.0221
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9344x37376, b=2048): 258.336
Elapsed time for mlp_4h_to_h (4x37376x9344, b=2048): 0.0224
Throughput (in TFLOP/s) for mlp_4h_to_h (4x37376x9344, b=2048): 255.601
Attention duration (in seconds): 0.0293
Attention throughput (in TFLOP/s): 216.567
MLP duration (in seconds): 0.0445
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0739
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9408, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9408x28224, b=2048): 0.0170
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9408x28224, b=2048): 256.630
b: 128, m: 2048, n: 294, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x294x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x294x2048): 113.119
b: 128, m: 2048, n: 2048, k: 294,
Elapsed time for attention_prob_times_values (128x2048x2048x294): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x294): 79.375
Elapsed time for attention_linear_projection (4x9408x9408, b=2048): 0.0065
Throughput (in TFLOP/s) for attention_linear_projection (4x9408x9408, b=2048): 224.467
Elapsed time for mlp_h_to_4h (4x9408x37632, b=2048): 0.0224
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9408x37632, b=2048): 259.374
Elapsed time for mlp_4h_to_h (4x37632x9408, b=2048): 0.0226
Throughput (in TFLOP/s) for mlp_4h_to_h (4x37632x9408, b=2048): 256.988
Attention duration (in seconds): 0.0302
Attention throughput (in TFLOP/s): 213.117
MLP duration (in seconds): 0.0449
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0751
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9472, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9472x28416, b=2048): 0.0171
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9472x28416, b=2048): 258.458
b: 128, m: 2048, n: 296, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x296x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x296x2048): 115.868
b: 128, m: 2048, n: 2048, k: 296,
Elapsed time for attention_prob_times_values (128x2048x2048x296): 0.0031
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x296): 103.210
Elapsed time for attention_linear_projection (4x9472x9472, b=2048): 0.0065
Throughput (in TFLOP/s) for attention_linear_projection (4x9472x9472, b=2048): 226.479
Elapsed time for mlp_h_to_4h (4x9472x37888, b=2048): 0.0225
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9472x37888, b=2048): 261.084
Elapsed time for mlp_4h_to_h (4x37888x9472, b=2048): 0.0228
Throughput (in TFLOP/s) for mlp_4h_to_h (4x37888x9472, b=2048): 258.349
Attention duration (in seconds): 0.0294
Attention throughput (in TFLOP/s): 221.803
MLP duration (in seconds): 0.0453
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0747
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9536, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9536x28608, b=2048): 0.0179
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9536x28608, b=2048): 250.208
b: 128, m: 2048, n: 298, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x298x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x298x2048): 114.345
b: 128, m: 2048, n: 2048, k: 298,
Elapsed time for attention_prob_times_values (128x2048x2048x298): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x298): 79.866
Elapsed time for attention_linear_projection (4x9536x9536, b=2048): 0.0068
Throughput (in TFLOP/s) for attention_linear_projection (4x9536x9536, b=2048): 220.440
Elapsed time for mlp_h_to_4h (4x9536x38144, b=2048): 0.0235
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9536x38144, b=2048): 253.484
Elapsed time for mlp_4h_to_h (4x38144x9536, b=2048): 0.0232
Throughput (in TFLOP/s) for mlp_4h_to_h (4x38144x9536, b=2048): 257.395
Attention duration (in seconds): 0.0314
Attention throughput (in TFLOP/s): 209.993
MLP duration (in seconds): 0.0467
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0781
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9600, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9600x28800, b=2048): 0.0180
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9600x28800, b=2048): 252.245
b: 128, m: 2048, n: 300, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x300x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x300x2048): 118.745
b: 128, m: 2048, n: 2048, k: 300,
Elapsed time for attention_prob_times_values (128x2048x2048x300): 0.0034
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x300): 96.019
Elapsed time for attention_linear_projection (4x9600x9600, b=2048): 0.0068
Throughput (in TFLOP/s) for attention_linear_projection (4x9600x9600, b=2048): 222.264
Elapsed time for mlp_h_to_4h (4x9600x38400, b=2048): 0.0237
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9600x38400, b=2048): 254.444
Elapsed time for mlp_4h_to_h (4x38400x9600, b=2048): 0.0233
Throughput (in TFLOP/s) for mlp_4h_to_h (4x38400x9600, b=2048): 259.759
Attention duration (in seconds): 0.0308
Attention throughput (in TFLOP/s): 216.879
MLP duration (in seconds): 0.0470
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0778
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9664, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9664x28992, b=2048): 0.0181
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9664x28992, b=2048): 253.843
b: 128, m: 2048, n: 302, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x302x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x302x2048): 115.999
b: 128, m: 2048, n: 2048, k: 302,
Elapsed time for attention_prob_times_values (128x2048x2048x302): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x302): 81.175
Elapsed time for attention_linear_projection (4x9664x9664, b=2048): 0.0068
Throughput (in TFLOP/s) for attention_linear_projection (4x9664x9664, b=2048): 223.722
Elapsed time for mlp_h_to_4h (4x9664x38656, b=2048): 0.0239
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9664x38656, b=2048): 256.393
Elapsed time for mlp_4h_to_h (4x38656x9664, b=2048): 0.0237
Throughput (in TFLOP/s) for mlp_4h_to_h (4x38656x9664, b=2048): 258.235
Attention duration (in seconds): 0.0317
Attention throughput (in TFLOP/s): 213.447
MLP duration (in seconds): 0.0476
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0793
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9728, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9728x29184, b=2048): 0.0182
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9728x29184, b=2048): 255.941
b: 128, m: 2048, n: 304, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x304x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x304x2048): 119.519
b: 128, m: 2048, n: 2048, k: 304,
Elapsed time for attention_prob_times_values (128x2048x2048x304): 0.0030
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x304): 107.625
Elapsed time for attention_linear_projection (4x9728x9728, b=2048): 0.0069
Throughput (in TFLOP/s) for attention_linear_projection (4x9728x9728, b=2048): 225.868
Elapsed time for mlp_h_to_4h (4x9728x38912, b=2048): 0.0238
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9728x38912, b=2048): 260.162
Elapsed time for mlp_4h_to_h (4x38912x9728, b=2048): 0.0241
Throughput (in TFLOP/s) for mlp_4h_to_h (4x38912x9728, b=2048): 257.540
Attention duration (in seconds): 0.0308
Attention throughput (in TFLOP/s): 222.539
MLP duration (in seconds): 0.0479
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0787
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9792, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9792x29376, b=2048): 0.0183
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9792x29376, b=2048): 257.646
b: 128, m: 2048, n: 306, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x306x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x306x2048): 117.046
b: 128, m: 2048, n: 2048, k: 306,
Elapsed time for attention_prob_times_values (128x2048x2048x306): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x306): 81.986
Elapsed time for attention_linear_projection (4x9792x9792, b=2048): 0.0069
Throughput (in TFLOP/s) for attention_linear_projection (4x9792x9792, b=2048): 226.778
Elapsed time for mlp_h_to_4h (4x9792x39168, b=2048): 0.0240
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9792x39168, b=2048): 261.914
Elapsed time for mlp_4h_to_h (4x39168x9792, b=2048): 0.0243
Throughput (in TFLOP/s) for mlp_4h_to_h (4x39168x9792, b=2048): 259.121
Attention duration (in seconds): 0.0320
Attention throughput (in TFLOP/s): 216.675
MLP duration (in seconds): 0.0482
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0803
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9856, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9856x29568, b=2048): 0.0184
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9856x29568, b=2048): 259.449
b: 128, m: 2048, n: 308, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x308x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x308x2048): 120.902
b: 128, m: 2048, n: 2048, k: 308,
Elapsed time for attention_prob_times_values (128x2048x2048x308): 0.0034
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x308): 97.184
Elapsed time for attention_linear_projection (4x9856x9856, b=2048): 0.0070
Throughput (in TFLOP/s) for attention_linear_projection (4x9856x9856, b=2048): 228.729
Elapsed time for mlp_h_to_4h (4x9856x39424, b=2048): 0.0242
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9856x39424, b=2048): 263.553
Elapsed time for mlp_4h_to_h (4x39424x9856, b=2048): 0.0247
Throughput (in TFLOP/s) for mlp_4h_to_h (4x39424x9856, b=2048): 258.156
Attention duration (in seconds): 0.0315
Attention throughput (in TFLOP/s): 223.102
MLP duration (in seconds): 0.0488
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0803
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9920, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9920x29760, b=2048): 0.0193
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9920x29760, b=2048): 251.087
b: 128, m: 2048, n: 310, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x310x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x310x2048): 118.335
b: 128, m: 2048, n: 2048, k: 310,
Elapsed time for attention_prob_times_values (128x2048x2048x310): 0.0041
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x310): 81.269
Elapsed time for attention_linear_projection (4x9920x9920, b=2048): 0.0072
Throughput (in TFLOP/s) for attention_linear_projection (4x9920x9920, b=2048): 223.183
Elapsed time for mlp_h_to_4h (4x9920x39680, b=2048): 0.0253
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9920x39680, b=2048): 254.965
Elapsed time for mlp_4h_to_h (4x39680x9920, b=2048): 0.0248
Throughput (in TFLOP/s) for mlp_4h_to_h (4x39680x9920, b=2048): 259.821
Attention duration (in seconds): 0.0334
Attention throughput (in TFLOP/s): 213.043
MLP duration (in seconds): 0.0501
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0835
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 9984, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x9984x29952, b=2048): 0.0194
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x9984x29952, b=2048): 252.698
b: 128, m: 2048, n: 312, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x312x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x312x2048): 121.582
b: 128, m: 2048, n: 2048, k: 312,
Elapsed time for attention_prob_times_values (128x2048x2048x312): 0.0031
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x312): 107.681
Elapsed time for attention_linear_projection (4x9984x9984, b=2048): 0.0073
Throughput (in TFLOP/s) for attention_linear_projection (4x9984x9984, b=2048): 224.589
Elapsed time for mlp_h_to_4h (4x9984x39936, b=2048): 0.0255
Throughput (in TFLOP/s) for mlp_h_to_4h (4x9984x39936, b=2048): 256.352
Elapsed time for mlp_4h_to_h (4x39936x9984, b=2048): 0.0252
Throughput (in TFLOP/s) for mlp_4h_to_h (4x39936x9984, b=2048): 258.809
Attention duration (in seconds): 0.0325
Attention throughput (in TFLOP/s): 221.437
MLP duration (in seconds): 0.0507
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0833
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 10048, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x10048x30144, b=2048): 0.0195
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x10048x30144, b=2048): 254.381
b: 128, m: 2048, n: 314, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x314x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x314x2048): 120.259
b: 128, m: 2048, n: 2048, k: 314,
Elapsed time for attention_prob_times_values (128x2048x2048x314): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x314): 83.587
Elapsed time for attention_linear_projection (4x10048x10048, b=2048): 0.0073
Throughput (in TFLOP/s) for attention_linear_projection (4x10048x10048, b=2048): 225.922
Elapsed time for mlp_h_to_4h (4x10048x40192, b=2048): 0.0256
Throughput (in TFLOP/s) for mlp_h_to_4h (4x10048x40192, b=2048): 258.091
Elapsed time for mlp_4h_to_h (4x40192x10048, b=2048): 0.0256
Throughput (in TFLOP/s) for mlp_4h_to_h (4x40192x10048, b=2048): 258.486
Attention duration (in seconds): 0.0337
Attention throughput (in TFLOP/s): 216.561
MLP duration (in seconds): 0.0512
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0849
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 10112, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x10112x30336, b=2048): 0.0196
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x10112x30336, b=2048): 256.058
b: 128, m: 2048, n: 316, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x316x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x316x2048): 124.335
b: 128, m: 2048, n: 2048, k: 316,
Elapsed time for attention_prob_times_values (128x2048x2048x316): 0.0034
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x316): 100.059
Elapsed time for attention_linear_projection (4x10112x10112, b=2048): 0.0074
Throughput (in TFLOP/s) for attention_linear_projection (4x10112x10112, b=2048): 227.263
Elapsed time for mlp_h_to_4h (4x10112x40448, b=2048): 0.0258
Throughput (in TFLOP/s) for mlp_h_to_4h (4x10112x40448, b=2048): 259.694
Elapsed time for mlp_4h_to_h (4x40448x10112, b=2048): 0.0258
Throughput (in TFLOP/s) for mlp_4h_to_h (4x40448x10112, b=2048): 259.392
Attention duration (in seconds): 0.0331
Attention throughput (in TFLOP/s): 222.823
MLP duration (in seconds): 0.0516
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0848
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 10176, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x10176x30528, b=2048): 0.0197
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x10176x30528, b=2048): 257.788
b: 128, m: 2048, n: 318, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x318x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x318x2048): 120.846
b: 128, m: 2048, n: 2048, k: 318,
Elapsed time for attention_prob_times_values (128x2048x2048x318): 0.0040
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x318): 84.442
Elapsed time for attention_linear_projection (4x10176x10176, b=2048): 0.0074
Throughput (in TFLOP/s) for attention_linear_projection (4x10176x10176, b=2048): 229.429
Elapsed time for mlp_h_to_4h (4x10176x40704, b=2048): 0.0264
Throughput (in TFLOP/s) for mlp_h_to_4h (4x10176x40704, b=2048): 257.505
Elapsed time for mlp_4h_to_h (4x40704x10176, b=2048): 0.0262
Throughput (in TFLOP/s) for mlp_4h_to_h (4x40704x10176, b=2048): 258.617
Attention duration (in seconds): 0.0340
Attention throughput (in TFLOP/s): 219.633
MLP duration (in seconds): 0.0526
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0866
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 10240, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x10240x30720, b=2048): 0.0199
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x10240x30720, b=2048): 259.545
b: 128, m: 2048, n: 320, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x320x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x320x2048): 125.078
b: 128, m: 2048, n: 2048, k: 320,
Elapsed time for attention_prob_times_values (128x2048x2048x320): 0.0031
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x320): 112.599
Elapsed time for attention_linear_projection (4x10240x10240, b=2048): 0.0074
Throughput (in TFLOP/s) for attention_linear_projection (4x10240x10240, b=2048): 230.629
Elapsed time for mlp_h_to_4h (4x10240x40960, b=2048): 0.0262
Throughput (in TFLOP/s) for mlp_h_to_4h (4x10240x40960, b=2048): 262.228
Elapsed time for mlp_4h_to_h (4x40960x10240, b=2048): 0.0263
Throughput (in TFLOP/s) for mlp_4h_to_h (4x40960x10240, b=2048): 260.906
Attention duration (in seconds): 0.0331
Attention throughput (in TFLOP/s): 228.336
MLP duration (in seconds): 0.0525
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0857
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 10304, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x10304x30912, b=2048): 0.0200
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x10304x30912, b=2048): 261.160
b: 128, m: 2048, n: 322, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x322x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x322x2048): 121.525
b: 128, m: 2048, n: 2048, k: 322,
Elapsed time for attention_prob_times_values (128x2048x2048x322): 0.0043
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x322): 80.044
Elapsed time for attention_linear_projection (4x10304x10304, b=2048): 0.0075
Throughput (in TFLOP/s) for attention_linear_projection (4x10304x10304, b=2048): 232.731
Elapsed time for mlp_h_to_4h (4x10304x41216, b=2048): 0.0263
Throughput (in TFLOP/s) for mlp_h_to_4h (4x10304x41216, b=2048): 264.108
Elapsed time for mlp_4h_to_h (4x41216x10304, b=2048): 0.0267
Throughput (in TFLOP/s) for mlp_4h_to_h (4x41216x10304, b=2048): 260.313
Attention duration (in seconds): 0.0346
Attention throughput (in TFLOP/s): 220.951
MLP duration (in seconds): 0.0531
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0877
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 10368, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x10368x31104, b=2048): 0.0201
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x10368x31104, b=2048): 262.880
b: 128, m: 2048, n: 324, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x324x2048): 0.0027
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x324x2048): 126.752
b: 128, m: 2048, n: 2048, k: 324,
Elapsed time for attention_prob_times_values (128x2048x2048x324): 0.0036
Throughput (in TFLOP/s) for attention_prob_times_values (128x2048x2048x324): 96.264
Elapsed time for attention_linear_projection (4x10368x10368, b=2048): 0.0075
Throughput (in TFLOP/s) for attention_linear_projection (4x10368x10368, b=2048): 234.397
Elapsed time for mlp_h_to_4h (4x10368x41472, b=2048): 0.0270
Throughput (in TFLOP/s) for mlp_h_to_4h (4x10368x41472, b=2048): 260.653
Elapsed time for mlp_4h_to_h (4x41472x10368, b=2048): 0.0270
Throughput (in TFLOP/s) for mlp_4h_to_h (4x41472x10368, b=2048): 261.100
Attention duration (in seconds): 0.0340
Attention throughput (in TFLOP/s): 227.857
MLP duration (in seconds): 0.0540
MLP throughput (in TFLOP/s): 1.000
Transformer duration (in seconds): 0.0880
Transformer throughput (in TFLOP/s): 1.000
Transformer - MLP - Attention (in seconds): 0.0000
========================================================================================================================
num_attention_heads: 32, hidden_size: 10432, train_micro_batch_size_per_gpu: 4, tensor_mp_size: 1, pipeline_mp_size: 1, dp_size: 1
Estimate
--------
Elapsed time for attention_key_value_query_transform (4x10432x31296, b=2048): 0.0210
Throughput (in TFLOP/s) for attention_key_value_query_transform (4x10432x31296, b=2048): 254.799
b: 128, m: 2048, n: 326, k: 2048,
Elapsed time for attention_key_query_prob (128x2048x326x2048): 0.0028
Throughput (in TFLOP/s) for attention_key_query_prob (128x2048x326x2048): 123.928
b: 128, m: 2048, n: 2048, k: 326,
Elapsed time for attention_prob_times_values (128x2048x2048x326): 0.0043