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
|
{
"gate": "pass",
"launch_lock": {
"allowed_physical_gpus": [
5,
7
],
"num_jobs": 27,
"registry_sha256": "ed2d757c69e6ef5614e436e9394a77951b75cdc91a97569f2f7451b0fd7bfb5b",
"source": {
"environment_freeze": [
"filelock==3.29.0",
"fsspec==2026.4.0",
"Jinja2==3.1.6",
"MarkupSafe==3.0.3",
"mpmath==1.3.0",
"networkx==3.6.1",
"numpy==2.4.4",
"nvidia-cublas-cu11==11.11.3.6",
"nvidia-cuda-cupti-cu11==11.8.87",
"nvidia-cuda-nvrtc-cu11==11.8.89",
"nvidia-cuda-runtime-cu11==11.8.89",
"nvidia-cudnn-cu11==8.7.0.84",
"nvidia-cufft-cu11==10.9.0.58",
"nvidia-curand-cu11==10.3.0.86",
"nvidia-cusolver-cu11==11.4.1.48",
"nvidia-cusparse-cu11==11.7.5.86",
"nvidia-nccl-cu11==2.20.5",
"nvidia-nvtx-cu11==11.8.86",
"packaging==26.0",
"scipy==1.17.1",
"sympy==1.14.0",
"torch==2.3.1+cu118",
"triton==2.3.1",
"typing_extensions==4.15.0"
],
"environment_freeze_sha256": "bca82e6091ef12808e890cc36a0095dd885916b1d5e0cd4a8aa2119b6ca861a5",
"git_commit": "19f3966fc2d15b1ed18862a779d91ee16ed56bfc",
"protocol_path": "/scratch/yurenh2/sdil-runs/transformer-p1/TRANSFORMER_CROSSOVER.md",
"protocol_sha256": "841a107328f4961c9fa14cbf357b0c5699ac9b3e34b8d124ccb389ab145c8a0e",
"python": "/home/yurenh2/miniconda3/envs/ep_pascal/bin/python3",
"tracked_files": {
"TRANSFORMER_CROSSOVER.md": "841a107328f4961c9fa14cbf357b0c5699ac9b3e34b8d124ccb389ab145c8a0e",
"experiments/analyze_transformer_crossover_p1.py": "76a1df0db00d36d2732b76fd71b54f3aa0057dd611186162d8b0fc442a60d294",
"experiments/transformer_crossover_grid.py": "947152fb257dd005e22aa546be8ff0f63afe80436aa5f591db4dc29f99fb5eac",
"experiments/transformer_crossover_native.py": "c45299ecfdd80bab8ededa6f8c0e1ad2275ea7a3d68f711ee7cddad29a933c5e",
"experiments/transformer_feedback_smoke.py": "a8c0ba44091765ee2e05381f36515923990fd80e0acfef5aeea58ca29ec52092",
"sdil/transformer.py": "09180e5625054c4dc16567af8939d05c4cb7cbc08f959445f25daae7c830cb34"
}
},
"stage": "p1"
},
"missing_experiments": [],
"num_audited_records": 27,
"num_expected_records": 27,
"records": [
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 622.442409992218,
"experiment_name": "transformer-p1-ep-d4-lr0p0001",
"final_validation_accuracy": 0.08571326061997704,
"final_validation_nll": 4.152099359733502,
"final_validation_perplexity": 63.56731096864925,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-ep-d4-lr0p0001.json.manifest.json",
"method": "ep",
"output_sha256": "82bb6da5cc9abe6707c62559be34b78d9c90bc40beb8f5039e8ac39dad9c6dde",
"peak_memory_allocated_bytes": 88484352,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.0001,
"status": "completed",
"total_wall_seconds": 616.3357925415039,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 3619651436544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 4207488,
"local_block_token_evaluations": 427438080,
"local_head_token_evaluations": 106859520,
"local_vjp_token_evaluations": 245760000,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 51381760,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 382.97613072395325,
"experiment_name": "transformer-p1-dualprop-d4-lr0p0001",
"final_validation_accuracy": 0.3468714121699196,
"final_validation_nll": 2.233302180994255,
"final_validation_perplexity": 9.33062668108521,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-dualprop-d4-lr0p0001.json.manifest.json",
"method": "dualprop",
"output_sha256": "26e104e226d741df34d4c6f78e13ff24880825bb346c37572133a50b1c52625d",
"peak_memory_allocated_bytes": 97268224,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.0001,
"status": "completed",
"total_wall_seconds": 378.6061809062958,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 270336000,
"local_head_token_evaluations": 67584000,
"local_vjp_token_evaluations": 163840000,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 32768000,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 34.00058722496033,
"experiment_name": "transformer-p1-ff-d4-lr0p0001",
"final_validation_accuracy": 0.14900258323765786,
"final_validation_nll": 8.052283456760762,
"final_validation_perplexity": 3140.959032901827,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-ff-d4-lr0p0001.json.manifest.json",
"method": "ff",
"output_sha256": "cb314c837f4fe047781bc38cbf45222cb93b81717eded487460abbbc32af38a0",
"peak_memory_allocated_bytes": 87777792,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.0001,
"status": "completed",
"total_wall_seconds": 28.628129959106445,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 7246720,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 9758005903360,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 11342720,
"local_block_token_evaluations": 1368064,
"local_head_token_evaluations": 337920,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 4096000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 39.868736267089844,
"experiment_name": "transformer-p1-pepita-d4-lr0p0001",
"final_validation_accuracy": 0.16012485648679678,
"final_validation_nll": 4.210206946056554,
"final_validation_perplexity": 67.3704804228411,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-pepita-d4-lr0p0001.json.manifest.json",
"method": "pepita",
"output_sha256": "9047420c0d7af0d50bf7309fb326a955dd259bd2820f7b9b2f83fac7ad671f9e",
"peak_memory_allocated_bytes": 74502144,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.0001,
"status": "completed",
"total_wall_seconds": 34.56653308868408,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 3619651436544,
"feedback_parameter_count": 8320,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 4207488,
"local_block_token_evaluations": 8192000,
"local_head_token_evaluations": 2048000,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 4096000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 34.50551080703735,
"experiment_name": "transformer-p1-dfa-d4-lr0p0003",
"final_validation_accuracy": 0.2341238518943743,
"final_validation_nll": 2.8146539484455446,
"final_validation_perplexity": 16.687400080306357,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-dfa-d4-lr0p0003.json.manifest.json",
"method": "dfa",
"output_sha256": "50d89a4d090da1127556dea87b9e6208c29231692286d0f4274f1b0277a32c6a",
"peak_memory_allocated_bytes": 66264064,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 30.448689222335815,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 49920,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 8192000,
"local_head_token_evaluations": 2048000,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 43.72804021835327,
"experiment_name": "transformer-p1-fa-d4-lr0p0003",
"final_validation_accuracy": 0.31162098163031,
"final_validation_nll": 2.3651696017908037,
"final_validation_perplexity": 10.645844218650149,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-fa-d4-lr0p0003.json.manifest.json",
"method": "fa",
"output_sha256": "9d1fb33d21e0a4a78f7a3f4804e83134f5813bc02f72948ce168b7c8b09a8710",
"peak_memory_allocated_bytes": 146653184,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 39.57168173789978,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 43.616663694381714,
"experiment_name": "transformer-p1-clean_kp-d4-lr0p0003",
"final_validation_accuracy": 0.3621017508610792,
"final_validation_nll": 2.1674982721304645,
"final_validation_perplexity": 8.736400582109368,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-clean_kp-d4-lr0p0003.json.manifest.json",
"method": "clean_kp",
"output_sha256": "ce7553d786874d54a90be4637b3f1ee24ddb179ffac553bf70c46d8f09959f46",
"peak_memory_allocated_bytes": 153568768,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 38.4737503528595,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 49.88345217704773,
"experiment_name": "transformer-p1-sdil-d4-lr0p0003",
"final_validation_accuracy": 0.3621017508610792,
"final_validation_nll": 2.1674982283337108,
"final_validation_perplexity": 8.736400199483393,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-sdil-d4-lr0p0003.json.manifest.json",
"method": "sdil",
"output_sha256": "932ac4dced706ae75f44a852c56992c7135d6afc954acee1b8af31507b350f50",
"peak_memory_allocated_bytes": 157764096,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 44.673834562301636,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 25.821476459503174,
"experiment_name": "transformer-p1-bp-d4-lr0p0003",
"final_validation_accuracy": 0.3950470005740528,
"final_validation_nll": 2.048308381256909,
"final_validation_perplexity": 7.754771887148325,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-bp-d4-lr0p0003.json.manifest.json",
"method": "bp",
"output_sha256": "e7d74c34973507feb23ab114108c8ef3f0883e5785a171fc86f4c33db0b06cc2",
"peak_memory_allocated_bytes": 109656064,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 21.73075294494629,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 584.4020130634308,
"experiment_name": "transformer-p1-ep-d4-lr0p0003",
"final_validation_accuracy": 0.05100997416762342,
"final_validation_nll": 4.157737329003457,
"final_validation_perplexity": 63.926713713260646,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-ep-d4-lr0p0003.json.manifest.json",
"method": "ep",
"output_sha256": "a8c78c833c7db8823685bf70e3b3303acd9945da01ce9a6733421e8229dc9390",
"peak_memory_allocated_bytes": 88484352,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 580.2041375637054,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 3619651436544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 4207488,
"local_block_token_evaluations": 427438080,
"local_head_token_evaluations": 106859520,
"local_vjp_token_evaluations": 245760000,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 51381760,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 403.95608258247375,
"experiment_name": "transformer-p1-dualprop-d4-lr0p0003",
"final_validation_accuracy": 0.3950470005740528,
"final_validation_nll": 2.0483097104883905,
"final_validation_perplexity": 7.7547821950420985,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-dualprop-d4-lr0p0003.json.manifest.json",
"method": "dualprop",
"output_sha256": "3d97a86f64e7c3485412ac0c737d7bd4b38f9d368d9fad4b7036ea0727f0f944",
"peak_memory_allocated_bytes": 97268224,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 398.5918562412262,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 270336000,
"local_head_token_evaluations": 67584000,
"local_vjp_token_evaluations": 163840000,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 32768000,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 35.40010952949524,
"experiment_name": "transformer-p1-ff-d4-lr0p0003",
"final_validation_accuracy": 0.14900258323765786,
"final_validation_nll": 10.76929515921837,
"final_validation_perplexity": 47538.49862988898,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-ff-d4-lr0p0003.json.manifest.json",
"method": "ff",
"output_sha256": "918384adde3cb51f64b54c37a66052de6735a4df9dc3007364551ec4de5706bf",
"peak_memory_allocated_bytes": 87777792,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 29.88270902633667,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 7246720,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 9758005903360,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 11342720,
"local_block_token_evaluations": 1368064,
"local_head_token_evaluations": 337920,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 4096000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 39.819350242614746,
"experiment_name": "transformer-p1-pepita-d4-lr0p0003",
"final_validation_accuracy": 0.10280927095292768,
"final_validation_nll": 4.14622573326978,
"final_validation_perplexity": 63.19503470485133,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-pepita-d4-lr0p0003.json.manifest.json",
"method": "pepita",
"output_sha256": "bfa7811c0079e15203af4238fdf563fd9ba30c30a77899f19b7b1fb2e865ab9f",
"peak_memory_allocated_bytes": 74502144,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.0003,
"status": "completed",
"total_wall_seconds": 34.4016318321228,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 3619651436544,
"feedback_parameter_count": 8320,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 4207488,
"local_block_token_evaluations": 8192000,
"local_head_token_evaluations": 2048000,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 4096000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 33.60178256034851,
"experiment_name": "transformer-p1-dfa-d4-lr0p001",
"final_validation_accuracy": 0.25691554247990817,
"final_validation_nll": 2.6988882969222305,
"final_validation_perplexity": 14.863199072720752,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-dfa-d4-lr0p001.json.manifest.json",
"method": "dfa",
"output_sha256": "160ac3a0b5c19cc36841f4cb4f373d6fbd9bf3ac325aa42757632858d512531c",
"peak_memory_allocated_bytes": 66264064,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 29.528637886047363,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 49920,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 8192000,
"local_head_token_evaluations": 2048000,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 40.06952881813049,
"experiment_name": "transformer-p1-fa-d4-lr0p001",
"final_validation_accuracy": 0.3423866245694604,
"final_validation_nll": 2.2787026888193687,
"final_validation_perplexity": 9.764005236323833,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-fa-d4-lr0p001.json.manifest.json",
"method": "fa",
"output_sha256": "2ff3bc58c0a6c7e341a00df7bd4112f267092721ea44758d5d16404e72249883",
"peak_memory_allocated_bytes": 146653184,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 35.74962830543518,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 43.57275652885437,
"experiment_name": "transformer-p1-clean_kp-d4-lr0p001",
"final_validation_accuracy": 0.42315764925373134,
"final_validation_nll": 1.9609453122459788,
"final_validation_perplexity": 7.1060413190027285,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-clean_kp-d4-lr0p001.json.manifest.json",
"method": "clean_kp",
"output_sha256": "27dc7a7d4cd7e260d661063e765dfcd933668f85266b7460437706b8d00ad30e",
"peak_memory_allocated_bytes": 153568768,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 39.329062700271606,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 45.98284411430359,
"experiment_name": "transformer-p1-sdil-d4-lr0p001",
"final_validation_accuracy": 0.42315764925373134,
"final_validation_nll": 1.960945281588251,
"final_validation_perplexity": 7.106041101147652,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-sdil-d4-lr0p001.json.manifest.json",
"method": "sdil",
"output_sha256": "83e17e562e609928c8a3ad4306acf42e8906dc57df8d171eef9ecf61346cde0d",
"peak_memory_allocated_bytes": 157764096,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 40.63735795021057,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 29.84394907951355,
"experiment_name": "transformer-p1-bp-d4-lr0p001",
"final_validation_accuracy": 0.4394015499425947,
"final_validation_nll": 1.899204445761189,
"final_validation_perplexity": 6.680577565827694,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-bp-d4-lr0p001.json.manifest.json",
"method": "bp",
"output_sha256": "e1fed8bf22615ededcb0a352462243efbfba74dd11ba17f74ec9860dc4b3a6f5",
"peak_memory_allocated_bytes": 109656064,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 25.80730676651001,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 597.9700076580048,
"experiment_name": "transformer-p1-ep-d4-lr0p001",
"final_validation_accuracy": 0.1410555396096441,
"final_validation_nll": 4.147124764566169,
"final_validation_perplexity": 63.25187456540571,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-ep-d4-lr0p001.json.manifest.json",
"method": "ep",
"output_sha256": "9a0649f21001760c62b8390d892aae02fc1b4c14f6424f7bcd647fe8456b17fc",
"peak_memory_allocated_bytes": 88484352,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 593.5642428398132,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 3619651436544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 4207488,
"local_block_token_evaluations": 427438080,
"local_head_token_evaluations": 106859520,
"local_vjp_token_evaluations": 245760000,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 51381760,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 391.04854702949524,
"experiment_name": "transformer-p1-dualprop-d4-lr0p001",
"final_validation_accuracy": 0.43941051951779564,
"final_validation_nll": 1.8991675294773176,
"final_validation_perplexity": 6.680330948281979,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-dualprop-d4-lr0p001.json.manifest.json",
"method": "dualprop",
"output_sha256": "38add2a558e5453ead85aed340cfea310886b273a23266820b2fb86b6a5538af",
"peak_memory_allocated_bytes": 97268224,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 386.51674580574036,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 270336000,
"local_head_token_evaluations": 67584000,
"local_vjp_token_evaluations": 163840000,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 32768000,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 33.252097606658936,
"experiment_name": "transformer-p1-ff-d4-lr0p001",
"final_validation_accuracy": 0.08121950344431687,
"final_validation_nll": 10.612460314885347,
"final_validation_perplexity": 40638.05878056827,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-ff-d4-lr0p001.json.manifest.json",
"method": "ff",
"output_sha256": "b0be9d8098a3b330b4503f86520cec42d36973bfe9316702ba5dd3a20ca4bc3a",
"peak_memory_allocated_bytes": 87777792,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 27.866358995437622,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 7246720,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 9758005903360,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 11342720,
"local_block_token_evaluations": 1368064,
"local_head_token_evaluations": 337920,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 4096000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 43.27602219581604,
"experiment_name": "transformer-p1-pepita-d4-lr0p001",
"final_validation_accuracy": 0.14852719575200918,
"final_validation_nll": 3.1760056514280124,
"final_validation_perplexity": 23.950894012013105,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-pepita-d4-lr0p001.json.manifest.json",
"method": "pepita",
"output_sha256": "1a93e4b9b359500018ee3c14131fd4b37fd79f96a047c281eba66006fe813813",
"peak_memory_allocated_bytes": 74502144,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.001,
"status": "completed",
"total_wall_seconds": 37.90927314758301,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 3619651436544,
"feedback_parameter_count": 8320,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 4207488,
"local_block_token_evaluations": 8192000,
"local_head_token_evaluations": 2048000,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 4096000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 34.64618635177612,
"experiment_name": "transformer-p1-dfa-d4-lr0p003",
"final_validation_accuracy": 0.2621627439724455,
"final_validation_nll": 2.619194227847111,
"final_validation_perplexity": 13.724660179403989,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-dfa-d4-lr0p003.json.manifest.json",
"method": "dfa",
"output_sha256": "39dcbd351925b28853fbbd5306303d8d05faab8e0c86fa69da4ae69bc0c84d20",
"peak_memory_allocated_bytes": 66264064,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.003,
"status": "completed",
"total_wall_seconds": 30.523794651031494,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 49920,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 8192000,
"local_head_token_evaluations": 2048000,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 38.71434664726257,
"experiment_name": "transformer-p1-fa-d4-lr0p003",
"final_validation_accuracy": 0.3378211107921929,
"final_validation_nll": 2.2882593507471096,
"final_validation_perplexity": 9.857763829438403,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-fa-d4-lr0p003.json.manifest.json",
"method": "fa",
"output_sha256": "1837dd0289f4575ccaa1f723a500dd4d73fc60c1fbdcc2dc769b9460254a5dff",
"peak_memory_allocated_bytes": 146653184,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.003,
"status": "completed",
"total_wall_seconds": 34.66529703140259,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 49.393547773361206,
"experiment_name": "transformer-p1-clean_kp-d4-lr0p003",
"final_validation_accuracy": 0.42341776693455796,
"final_validation_nll": 1.9429430802845653,
"final_validation_perplexity": 6.97926130039316,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-clean_kp-d4-lr0p003.json.manifest.json",
"method": "clean_kp",
"output_sha256": "caf1d2c39fd2ed1d2a2f5ea6d0324969ee891472b4fab00a268a78c810c8a8e1",
"peak_memory_allocated_bytes": 153568768,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.003,
"status": "completed",
"total_wall_seconds": 44.18988084793091,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 57.563411235809326,
"experiment_name": "transformer-p1-sdil-d4-lr0p003",
"final_validation_accuracy": 0.4066267221584386,
"final_validation_nll": 1.9958930294768271,
"final_validation_perplexity": 7.358771694484222,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-sdil-d4-lr0p003.json.manifest.json",
"method": "sdil",
"output_sha256": "66cb605c4129a7e29e71e7c97d031e05566ecf6050d8967e5dfbd538520ecaf9",
"peak_memory_allocated_bytes": 157764096,
"physical_gpu_index": 7,
"physical_gpu_uuid": "GPU-df3d5933-c3e9-9ea1-d595-9d2a3b68c14b",
"rate": 0.003,
"status": "completed",
"total_wall_seconds": 52.4935040473938,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 794752,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
},
{
"completed_optimizer_steps": 1000,
"driver_wall_seconds": 27.13742709159851,
"experiment_name": "transformer-p1-bp-d4-lr0p003",
"final_validation_accuracy": 0.40393584959816303,
"final_validation_nll": 2.0219551145551398,
"final_validation_perplexity": 7.553077639376615,
"finite": true,
"manifest": "results/transformer_crossover/p1/transformer-p1-bp-d4-lr0p003.json.manifest.json",
"method": "bp",
"output_sha256": "7d04f9496efa13daba776257680bd3676ec842fe0294779b156a3f709cb00020",
"peak_memory_allocated_bytes": 109656064,
"physical_gpu_index": 5,
"physical_gpu_uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74",
"rate": 0.003,
"status": "completed",
"total_wall_seconds": 22.951324939727783,
"work": {
"block_affine_macs_per_token": 196608,
"block_attention_macs_per_token": 16384,
"candidate_token_presentations": 0,
"completed_optimizer_steps": 1000,
"enumerated_full_forward_macs": 1857781612544,
"feedback_parameter_count": 0,
"forward_affine_macs_per_token": 794752,
"forward_attention_macs_per_token": 65536,
"forward_parameter_count": 813568,
"full_forward_token_passes": 2159488,
"local_block_token_evaluations": 0,
"local_head_token_evaluations": 0,
"local_vjp_token_evaluations": 0,
"ordinary_training_tokens": 2048000,
"ordinary_validation_tokens": 111488,
"relaxation_token_passes": 0,
"training_token_presentations": 2048000
}
}
],
"registry_sha256": "25cbf03bbf1a7eadea3894cb8a4ef577b737f38c47a3857723abe6e7e4c53201",
"selected": {
"bp": {
"experiment_name": "transformer-p1-bp-d4-lr0p001",
"final_validation_nll": 1.899204445761189,
"finite": true,
"rate": 0.001
},
"clean_kp": {
"experiment_name": "transformer-p1-clean_kp-d4-lr0p003",
"final_validation_nll": 1.9429430802845653,
"finite": true,
"rate": 0.003
},
"dfa": {
"experiment_name": "transformer-p1-dfa-d4-lr0p003",
"final_validation_nll": 2.619194227847111,
"finite": true,
"rate": 0.003
},
"dualprop": {
"experiment_name": "transformer-p1-dualprop-d4-lr0p001",
"final_validation_nll": 1.8991675294773176,
"finite": true,
"rate": 0.001
},
"ep": {
"experiment_name": "transformer-p1-ep-d4-lr0p001",
"final_validation_nll": 4.147124764566169,
"finite": true,
"rate": 0.001
},
"fa": {
"experiment_name": "transformer-p1-fa-d4-lr0p001",
"final_validation_nll": 2.2787026888193687,
"finite": true,
"rate": 0.001
},
"ff": {
"experiment_name": "transformer-p1-ff-d4-lr0p0001",
"final_validation_nll": 8.052283456760762,
"finite": true,
"rate": 0.0001
},
"pepita": {
"experiment_name": "transformer-p1-pepita-d4-lr0p001",
"final_validation_nll": 3.1760056514280124,
"finite": true,
"rate": 0.001
},
"sdil": {
"experiment_name": "transformer-p1-sdil-d4-lr0p001",
"final_validation_nll": 1.960945281588251,
"finite": true,
"rate": 0.001
}
},
"selection_rule": "minimum finite final validation NLL, then lower learning rate; failed/timeout records rank after finite records",
"source": {
"environment_freeze": [
"filelock==3.29.0",
"fsspec==2026.4.0",
"Jinja2==3.1.6",
"MarkupSafe==3.0.3",
"mpmath==1.3.0",
"networkx==3.6.1",
"numpy==2.4.4",
"nvidia-cublas-cu11==11.11.3.6",
"nvidia-cuda-cupti-cu11==11.8.87",
"nvidia-cuda-nvrtc-cu11==11.8.89",
"nvidia-cuda-runtime-cu11==11.8.89",
"nvidia-cudnn-cu11==8.7.0.84",
"nvidia-cufft-cu11==10.9.0.58",
"nvidia-curand-cu11==10.3.0.86",
"nvidia-cusolver-cu11==11.4.1.48",
"nvidia-cusparse-cu11==11.7.5.86",
"nvidia-nccl-cu11==2.20.5",
"nvidia-nvtx-cu11==11.8.86",
"packaging==26.0",
"scipy==1.17.1",
"sympy==1.14.0",
"torch==2.3.1+cu118",
"triton==2.3.1",
"typing_extensions==4.15.0"
],
"environment_freeze_sha256": "bca82e6091ef12808e890cc36a0095dd885916b1d5e0cd4a8aa2119b6ca861a5",
"git_commit": "19f3966fc2d15b1ed18862a779d91ee16ed56bfc",
"protocol_path": "/scratch/yurenh2/sdil-runs/transformer-p1/TRANSFORMER_CROSSOVER.md",
"protocol_sha256": "841a107328f4961c9fa14cbf357b0c5699ac9b3e34b8d124ccb389ab145c8a0e",
"python": "/home/yurenh2/miniconda3/envs/ep_pascal/bin/python3",
"tracked_files": {
"TRANSFORMER_CROSSOVER.md": "841a107328f4961c9fa14cbf357b0c5699ac9b3e34b8d124ccb389ab145c8a0e",
"experiments/analyze_transformer_crossover_p1.py": "76a1df0db00d36d2732b76fd71b54f3aa0057dd611186162d8b0fc442a60d294",
"experiments/transformer_crossover_grid.py": "947152fb257dd005e22aa546be8ff0f63afe80436aa5f591db4dc29f99fb5eac",
"experiments/transformer_crossover_native.py": "c45299ecfdd80bab8ededa6f8c0e1ad2275ea7a3d68f711ee7cddad29a933c5e",
"experiments/transformer_feedback_smoke.py": "a8c0ba44091765ee2e05381f36515923990fd80e0acfef5aeea58ca29ec52092",
"sdil/transformer.py": "09180e5625054c4dc16567af8939d05c4cb7cbc08f959445f25daae7c830cb34"
}
},
"stage": "transformer_crossover_p1",
"test_policy": "none"
}
|