jarrelscy commited on
Commit
2cb741d
·
verified ·
1 Parent(s): 5b3a5d5

Replace layer 33 with same_input fp16-block PV (v4)

Browse files
arvq-layer-033-down.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:60a84fc1e1460b7cd267d57ba57211fdc5f81e3b746342aec3f05259d1ba8613
3
- size 581048972
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:87133e6a0ef5bb1ed92935566ca473f3cdffdd53d8d3102a8d9a45b050cd237a
3
+ size 598645468
arvq-layer-033-gateup.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:71f0328629ece4e594bf8a4017f75d1e9cd907e3fbce9e43566c96e7719eb314
3
- size 1161730708
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:69cf5e9db03ed1426b86d1ae66919f8feb3a443425a217e77ffd76851d4e3433
3
+ size 1196923620
cold_manifests/layer-033-manifest.json CHANGED
@@ -184,11 +184,11 @@
184
  "files": {
185
  "w13": {
186
  "file": "arvq-layer-033-gateup.safetensors",
187
- "sha256": "71f0328629ece4e594bf8a4017f75d1e9cd907e3fbce9e43566c96e7719eb314"
188
  },
189
  "w2": {
190
  "file": "arvq-layer-033-down.safetensors",
191
- "sha256": "60a84fc1e1460b7cd267d57ba57211fdc5f81e3b746342aec3f05259d1ba8613"
192
  }
193
  },
194
  "per_proj": {
@@ -412,11 +412,719 @@
412
  "codebook_scope": "expert"
413
  }
414
  },
415
- "format": "rvq256_256x8_expert",
416
- "version": 3,
417
- "block_scale_dtype": "float8_e4m3fn",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
418
  "codebook_scope": "expert",
419
- "bits": 2.0625,
420
  "codebook_sizes": [
421
  256,
422
  256
@@ -426,7 +1134,6 @@
426
  8
427
  ],
428
  "words_per_tile": 64,
429
- "fit": "initial Hessian fit, no PV",
430
  "production_ready": false,
431
  "roundtrip": "all expert indices exact; 3 decoded weights/projection exact",
432
  "requires_8x8_loader_kernel": true
 
184
  "files": {
185
  "w13": {
186
  "file": "arvq-layer-033-gateup.safetensors",
187
+ "sha256": "69cf5e9db03ed1426b86d1ae66919f8feb3a443425a217e77ffd76851d4e3433"
188
  },
189
  "w2": {
190
  "file": "arvq-layer-033-down.safetensors",
191
+ "sha256": "87133e6a0ef5bb1ed92935566ca473f3cdffdd53d8d3102a8d9a45b050cd237a"
192
  }
193
  },
194
  "per_proj": {
 
412
  "codebook_scope": "expert"
413
  }
414
  },
415
+ "format": "rvq256_256x8_expert_fp16block",
416
+ "fit": "sequential same_input-trajectory gradient PV; recipe=full_corpus_sequence_pass_v1; updates=30",
417
+ "pv_report": {
418
+ "layer": 33,
419
+ "target": "same_input",
420
+ "recipe": "full_corpus_sequence_pass_v1",
421
+ "block_scale_dtype": "fp16",
422
+ "batch_tokens": 262144,
423
+ "sequence_order_sha256": "5e0ef183802009d0483fe37a60f5acd49dd99218130e0c952f097fa473d863bf",
424
+ "training_sequence_count": 14657,
425
+ "training_passes": 0.5240171180844249,
426
+ "training_tokens_seen": 7864320,
427
+ "adaptive_schedule": {
428
+ "best": 0.02889075275987553,
429
+ "drop_after": 20,
430
+ "relative_worsening": 0.001,
431
+ "checks": 3,
432
+ "patience_updates": 10,
433
+ "bad_checks": 3,
434
+ "last_best": 5,
435
+ "early_drop": true
436
+ },
437
+ "refinement": null,
438
+ "lr_decay_after": 25,
439
+ "lr_decay_factor": 0.25,
440
+ "export_only": false,
441
+ "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
442
+ "codebook_lr": 0.048,
443
+ "scale_lr": 0.032,
444
+ "quantized_movement": {
445
+ "codebook_changed": 0,
446
+ "codebook_values": 1466368,
447
+ "scales_changed": 52548402,
448
+ "scale_values": 52789248
449
+ },
450
+ "initial_validation": {
451
+ "target_rel": 0.02996296962197526,
452
+ "reference_rel": 0.15068946345776438,
453
+ "boundary_rel": 0.10533322396819039,
454
+ "bulk_rel": 0.02995032441821037,
455
+ "boundary_rows": 24,
456
+ "windows": [
457
+ {
458
+ "first_row": 8192,
459
+ "rows": 1024,
460
+ "reference_sse": 11792.49609375,
461
+ "reference_energy": 3026635.0
462
+ },
463
+ {
464
+ "first_row": 9216,
465
+ "rows": 1024,
466
+ "reference_sse": 13261.40234375,
467
+ "reference_energy": 1599489.75
468
+ },
469
+ {
470
+ "first_row": 20480,
471
+ "rows": 1024,
472
+ "reference_sse": 14662.0791015625,
473
+ "reference_energy": 3000779.5
474
+ },
475
+ {
476
+ "first_row": 21504,
477
+ "rows": 1024,
478
+ "reference_sse": 13785.486328125,
479
+ "reference_energy": 1437363.875
480
+ },
481
+ {
482
+ "first_row": 32768,
483
+ "rows": 1024,
484
+ "reference_sse": 182485.375,
485
+ "reference_energy": 2970591.5
486
+ },
487
+ {
488
+ "first_row": 33792,
489
+ "rows": 1024,
490
+ "reference_sse": 116833.640625,
491
+ "reference_energy": 1481735.75
492
+ },
493
+ {
494
+ "first_row": 45056,
495
+ "rows": 1024,
496
+ "reference_sse": 221277.640625,
497
+ "reference_energy": 3021380.75
498
+ },
499
+ {
500
+ "first_row": 46080,
501
+ "rows": 1024,
502
+ "reference_sse": 15744.7158203125,
503
+ "reference_energy": 2932698.5
504
+ },
505
+ {
506
+ "first_row": 57344,
507
+ "rows": 1024,
508
+ "reference_sse": 206186.65625,
509
+ "reference_energy": 3043668.0
510
+ },
511
+ {
512
+ "first_row": 58368,
513
+ "rows": 1024,
514
+ "reference_sse": 10410.12109375,
515
+ "reference_energy": 3034733.5
516
+ },
517
+ {
518
+ "first_row": 69632,
519
+ "rows": 1024,
520
+ "reference_sse": 12650.755859375,
521
+ "reference_energy": 2926842.0
522
+ },
523
+ {
524
+ "first_row": 70656,
525
+ "rows": 1024,
526
+ "reference_sse": 13617.5234375,
527
+ "reference_energy": 1543245.5
528
+ },
529
+ {
530
+ "first_row": 81920,
531
+ "rows": 1024,
532
+ "reference_sse": 15948.890625,
533
+ "reference_energy": 3003565.0
534
+ },
535
+ {
536
+ "first_row": 82944,
537
+ "rows": 1024,
538
+ "reference_sse": 14751.8564453125,
539
+ "reference_energy": 1587440.25
540
+ },
541
+ {
542
+ "first_row": 94208,
543
+ "rows": 1024,
544
+ "reference_sse": 15515.5537109375,
545
+ "reference_energy": 2924155.5
546
+ },
547
+ {
548
+ "first_row": 95232,
549
+ "rows": 1024,
550
+ "reference_sse": 9111.42578125,
551
+ "reference_energy": 1573586.125
552
+ }
553
+ ]
554
+ },
555
+ "final_validation": {
556
+ "target_rel": 0.02889075275987553,
557
+ "reference_rel": 0.1508177239791988,
558
+ "boundary_rel": 0.10229089807707814,
559
+ "bulk_rel": 0.028878369157048438,
560
+ "boundary_rows": 24,
561
+ "windows": [
562
+ {
563
+ "first_row": 8192,
564
+ "rows": 1024,
565
+ "reference_sse": 11714.978515625,
566
+ "reference_energy": 3026635.0
567
+ },
568
+ {
569
+ "first_row": 9216,
570
+ "rows": 1024,
571
+ "reference_sse": 13208.7890625,
572
+ "reference_energy": 1599489.75
573
+ },
574
+ {
575
+ "first_row": 20480,
576
+ "rows": 1024,
577
+ "reference_sse": 14568.5205078125,
578
+ "reference_energy": 3000779.5
579
+ },
580
+ {
581
+ "first_row": 21504,
582
+ "rows": 1024,
583
+ "reference_sse": 13800.4306640625,
584
+ "reference_energy": 1437363.875
585
+ },
586
+ {
587
+ "first_row": 32768,
588
+ "rows": 1024,
589
+ "reference_sse": 183233.984375,
590
+ "reference_energy": 2970591.5
591
+ },
592
+ {
593
+ "first_row": 33792,
594
+ "rows": 1024,
595
+ "reference_sse": 117067.1875,
596
+ "reference_energy": 1481735.75
597
+ },
598
+ {
599
+ "first_row": 45056,
600
+ "rows": 1024,
601
+ "reference_sse": 222060.328125,
602
+ "reference_energy": 3021380.75
603
+ },
604
+ {
605
+ "first_row": 46080,
606
+ "rows": 1024,
607
+ "reference_sse": 15819.5576171875,
608
+ "reference_energy": 2932698.5
609
+ },
610
+ {
611
+ "first_row": 57344,
612
+ "rows": 1024,
613
+ "reference_sse": 206475.625,
614
+ "reference_energy": 3043668.0
615
+ },
616
+ {
617
+ "first_row": 58368,
618
+ "rows": 1024,
619
+ "reference_sse": 10399.01171875,
620
+ "reference_energy": 3034733.5
621
+ },
622
+ {
623
+ "first_row": 69632,
624
+ "rows": 1024,
625
+ "reference_sse": 12664.9140625,
626
+ "reference_energy": 2926842.0
627
+ },
628
+ {
629
+ "first_row": 70656,
630
+ "rows": 1024,
631
+ "reference_sse": 13541.4658203125,
632
+ "reference_energy": 1543245.5
633
+ },
634
+ {
635
+ "first_row": 81920,
636
+ "rows": 1024,
637
+ "reference_sse": 15834.349609375,
638
+ "reference_energy": 3003565.0
639
+ },
640
+ {
641
+ "first_row": 82944,
642
+ "rows": 1024,
643
+ "reference_sse": 14685.251953125,
644
+ "reference_energy": 1587440.25
645
+ },
646
+ {
647
+ "first_row": 94208,
648
+ "rows": 1024,
649
+ "reference_sse": 15403.123046875,
650
+ "reference_energy": 2924155.5
651
+ },
652
+ {
653
+ "first_row": 95232,
654
+ "rows": 1024,
655
+ "reference_sse": 9070.4619140625,
656
+ "reference_energy": 1573586.125
657
+ }
658
+ ]
659
+ },
660
+ "initial_reasoning_validation": null,
661
+ "final_reasoning_validation": null,
662
+ "validation_distribution": "reasoning only",
663
+ "serialized_validation": {
664
+ "target_rel": 0.02889075275987553,
665
+ "reference_rel": 0.1508177239791988
666
+ },
667
+ "development_audit": {
668
+ "target_rel": 0.03796306662438396,
669
+ "reference_rel": 0.1387107151217581,
670
+ "boundary_rel": 0.07792221451691454,
671
+ "bulk_rel": 0.037961193217570126,
672
+ "boundary_rows": 10,
673
+ "windows": [
674
+ {
675
+ "first_row": 10240,
676
+ "rows": 1024,
677
+ "reference_sse": 30518.861328125,
678
+ "reference_energy": 2901886.0
679
+ },
680
+ {
681
+ "first_row": 11264,
682
+ "rows": 1024,
683
+ "reference_sse": 36500.19921875,
684
+ "reference_energy": 3036072.0
685
+ },
686
+ {
687
+ "first_row": 22528,
688
+ "rows": 1024,
689
+ "reference_sse": 146660.046875,
690
+ "reference_energy": 1620405.875
691
+ },
692
+ {
693
+ "first_row": 23552,
694
+ "rows": 1024,
695
+ "reference_sse": 37773.24609375,
696
+ "reference_energy": 1527004.125
697
+ },
698
+ {
699
+ "first_row": 34816,
700
+ "rows": 1024,
701
+ "reference_sse": 27293.5546875,
702
+ "reference_energy": 3062292.25
703
+ },
704
+ {
705
+ "first_row": 35840,
706
+ "rows": 1024,
707
+ "reference_sse": 27457.71875,
708
+ "reference_energy": 3072231.75
709
+ },
710
+ {
711
+ "first_row": 47104,
712
+ "rows": 1024,
713
+ "reference_sse": 28990.751953125,
714
+ "reference_energy": 1526909.25
715
+ },
716
+ {
717
+ "first_row": 48128,
718
+ "rows": 1024,
719
+ "reference_sse": 125281.921875,
720
+ "reference_energy": 1575380.5
721
+ },
722
+ {
723
+ "first_row": 59392,
724
+ "rows": 1024,
725
+ "reference_sse": 30611.171875,
726
+ "reference_energy": 2975199.0
727
+ },
728
+ {
729
+ "first_row": 60416,
730
+ "rows": 1024,
731
+ "reference_sse": 37688.48828125,
732
+ "reference_energy": 2914887.25
733
+ },
734
+ {
735
+ "first_row": 71680,
736
+ "rows": 1024,
737
+ "reference_sse": 30483.29296875,
738
+ "reference_energy": 3021543.0
739
+ },
740
+ {
741
+ "first_row": 72704,
742
+ "rows": 1024,
743
+ "reference_sse": 44029.6796875,
744
+ "reference_energy": 2953991.0
745
+ },
746
+ {
747
+ "first_row": 83968,
748
+ "rows": 1024,
749
+ "reference_sse": 34441.0234375,
750
+ "reference_energy": 2960798.0
751
+ },
752
+ {
753
+ "first_row": 84992,
754
+ "rows": 1024,
755
+ "reference_sse": 47889.84375,
756
+ "reference_energy": 1471888.25
757
+ },
758
+ {
759
+ "first_row": 96256,
760
+ "rows": 1024,
761
+ "reference_sse": 35074.0625,
762
+ "reference_energy": 1585144.375
763
+ },
764
+ {
765
+ "first_row": 97280,
766
+ "rows": 1024,
767
+ "reference_sse": 33999.546875,
768
+ "reference_energy": 3018246.0
769
+ }
770
+ ]
771
+ },
772
+ "initial_development_audit": {
773
+ "target_rel": 0.038980807645571776,
774
+ "reference_rel": 0.13859800509064416,
775
+ "boundary_rel": 0.07853036232499672,
776
+ "bulk_rel": 0.038978976115510926,
777
+ "boundary_rows": 10,
778
+ "windows": [
779
+ {
780
+ "first_row": 10240,
781
+ "rows": 1024,
782
+ "reference_sse": 30587.9921875,
783
+ "reference_energy": 2901886.0
784
+ },
785
+ {
786
+ "first_row": 11264,
787
+ "rows": 1024,
788
+ "reference_sse": 36662.3984375,
789
+ "reference_energy": 3036072.0
790
+ },
791
+ {
792
+ "first_row": 22528,
793
+ "rows": 1024,
794
+ "reference_sse": 146302.78125,
795
+ "reference_energy": 1620405.875
796
+ },
797
+ {
798
+ "first_row": 23552,
799
+ "rows": 1024,
800
+ "reference_sse": 37856.1796875,
801
+ "reference_energy": 1527004.125
802
+ },
803
+ {
804
+ "first_row": 34816,
805
+ "rows": 1024,
806
+ "reference_sse": 27549.08984375,
807
+ "reference_energy": 3062292.25
808
+ },
809
+ {
810
+ "first_row": 35840,
811
+ "rows": 1024,
812
+ "reference_sse": 27594.94921875,
813
+ "reference_energy": 3072231.75
814
+ },
815
+ {
816
+ "first_row": 47104,
817
+ "rows": 1024,
818
+ "reference_sse": 29092.28515625,
819
+ "reference_energy": 1526909.25
820
+ },
821
+ {
822
+ "first_row": 48128,
823
+ "rows": 1024,
824
+ "reference_sse": 124991.2890625,
825
+ "reference_energy": 1575380.5
826
+ },
827
+ {
828
+ "first_row": 59392,
829
+ "rows": 1024,
830
+ "reference_sse": 30792.21484375,
831
+ "reference_energy": 2975199.0
832
+ },
833
+ {
834
+ "first_row": 60416,
835
+ "rows": 1024,
836
+ "reference_sse": 37615.5625,
837
+ "reference_energy": 2914887.25
838
+ },
839
+ {
840
+ "first_row": 71680,
841
+ "rows": 1024,
842
+ "reference_sse": 30634.91796875,
843
+ "reference_energy": 3021543.0
844
+ },
845
+ {
846
+ "first_row": 72704,
847
+ "rows": 1024,
848
+ "reference_sse": 41952.7265625,
849
+ "reference_energy": 2953991.0
850
+ },
851
+ {
852
+ "first_row": 83968,
853
+ "rows": 1024,
854
+ "reference_sse": 34544.9609375,
855
+ "reference_energy": 2960798.0
856
+ },
857
+ {
858
+ "first_row": 84992,
859
+ "rows": 1024,
860
+ "reference_sse": 47808.484375,
861
+ "reference_energy": 1471888.25
862
+ },
863
+ {
864
+ "first_row": 96256,
865
+ "rows": 1024,
866
+ "reference_sse": 35335.703125,
867
+ "reference_energy": 1585144.375
868
+ },
869
+ {
870
+ "first_row": 97280,
871
+ "rows": 1024,
872
+ "reference_sse": 34145.9140625,
873
+ "reference_energy": 3018246.0
874
+ }
875
+ ]
876
+ },
877
+ "best_step": 5,
878
+ "steps_run": 30,
879
+ "history": [
880
+ {
881
+ "step": 5,
882
+ "validation": {
883
+ "target_rel": 0.02889075275987553,
884
+ "reference_rel": 0.1508177239791988,
885
+ "boundary_rel": 0.10229089807707814,
886
+ "bulk_rel": 0.028878369157048438,
887
+ "boundary_rows": 24
888
+ },
889
+ "reasoning_validation": null,
890
+ "training_probe_rel": 0.5484890495669379,
891
+ "batch_loss": 0.3223147988319397,
892
+ "best_step": 5,
893
+ "overfit_checks": 0,
894
+ "seconds": 51.724093437194824,
895
+ "adaptive_schedule": {
896
+ "best": 0.02889075275987553,
897
+ "drop_after": 25,
898
+ "relative_worsening": 0.001,
899
+ "checks": 3,
900
+ "patience_updates": 10,
901
+ "bad_checks": 0,
902
+ "last_best": 5,
903
+ "early_drop": false
904
+ },
905
+ "adaptive_stop": false,
906
+ "quantized_movement": {
907
+ "codebook_changed": 0,
908
+ "codebook_values": 1466368,
909
+ "scales_changed": 52548402,
910
+ "scale_values": 52789248
911
+ }
912
+ },
913
+ {
914
+ "step": 10,
915
+ "validation": {
916
+ "target_rel": 0.029551189394073772,
917
+ "reference_rel": 0.15081661862626627,
918
+ "boundary_rel": 0.10378254752584762,
919
+ "bulk_rel": 0.029538744503655866,
920
+ "boundary_rows": 24
921
+ },
922
+ "reasoning_validation": null,
923
+ "training_probe_rel": 0.5604102948541062,
924
+ "batch_loss": 0.3436766192317009,
925
+ "best_step": 5,
926
+ "overfit_checks": 0,
927
+ "seconds": 126.51901364326477,
928
+ "adaptive_schedule": {
929
+ "best": 0.02889075275987553,
930
+ "drop_after": 25,
931
+ "relative_worsening": 0.001,
932
+ "checks": 3,
933
+ "patience_updates": 10,
934
+ "bad_checks": 1,
935
+ "last_best": 5,
936
+ "early_drop": false
937
+ },
938
+ "adaptive_stop": false,
939
+ "quantized_movement": {
940
+ "codebook_changed": 48738,
941
+ "codebook_values": 1466368,
942
+ "scales_changed": 52594476,
943
+ "scale_values": 52789248
944
+ }
945
+ },
946
+ {
947
+ "step": 15,
948
+ "validation": {
949
+ "target_rel": 0.02957601936620848,
950
+ "reference_rel": 0.15072002741125348,
951
+ "boundary_rel": 0.10366600734034433,
952
+ "bulk_rel": 0.029563617486335948,
953
+ "boundary_rows": 24
954
+ },
955
+ "reasoning_validation": null,
956
+ "training_probe_rel": 0.5615493216443849,
957
+ "batch_loss": 0.3271509110927582,
958
+ "best_step": 5,
959
+ "overfit_checks": 0,
960
+ "seconds": 172.5356903076172,
961
+ "adaptive_schedule": {
962
+ "best": 0.02889075275987553,
963
+ "drop_after": 25,
964
+ "relative_worsening": 0.001,
965
+ "checks": 3,
966
+ "patience_updates": 10,
967
+ "bad_checks": 2,
968
+ "last_best": 5,
969
+ "early_drop": false
970
+ },
971
+ "adaptive_stop": false,
972
+ "quantized_movement": {
973
+ "codebook_changed": 43502,
974
+ "codebook_values": 1466368,
975
+ "scales_changed": 52622438,
976
+ "scale_values": 52789248
977
+ }
978
+ },
979
+ {
980
+ "step": 20,
981
+ "validation": {
982
+ "target_rel": 0.029500735995003923,
983
+ "reference_rel": 0.15075240707839377,
984
+ "boundary_rel": 0.10347320659434818,
985
+ "bulk_rel": 0.02948834707937198,
986
+ "boundary_rows": 24
987
+ },
988
+ "reasoning_validation": null,
989
+ "training_probe_rel": 0.5623146047892462,
990
+ "batch_loss": 0.332035094499588,
991
+ "best_step": 5,
992
+ "overfit_checks": 0,
993
+ "seconds": 241.45248460769653,
994
+ "adaptive_schedule": {
995
+ "best": 0.02889075275987553,
996
+ "drop_after": 20,
997
+ "relative_worsening": 0.001,
998
+ "checks": 3,
999
+ "patience_updates": 10,
1000
+ "bad_checks": 3,
1001
+ "last_best": 5,
1002
+ "early_drop": true
1003
+ },
1004
+ "adaptive_stop": false,
1005
+ "quantized_movement": {
1006
+ "codebook_changed": 44665,
1007
+ "codebook_values": 1466368,
1008
+ "scales_changed": 52638341,
1009
+ "scale_values": 52789248
1010
+ }
1011
+ },
1012
+ {
1013
+ "step": 25,
1014
+ "validation": {
1015
+ "target_rel": 0.0291958262617952,
1016
+ "reference_rel": 0.15077553583930955,
1017
+ "boundary_rel": 0.10244027010171676,
1018
+ "bulk_rel": 0.029183555524524524,
1019
+ "boundary_rows": 24
1020
+ },
1021
+ "reasoning_validation": null,
1022
+ "training_probe_rel": 0.5555907011363737,
1023
+ "batch_loss": 0.33126726746559143,
1024
+ "best_step": 5,
1025
+ "overfit_checks": 0,
1026
+ "seconds": 290.03742384910583,
1027
+ "adaptive_schedule": {
1028
+ "best": 0.02889075275987553,
1029
+ "drop_after": 20,
1030
+ "relative_worsening": 0.001,
1031
+ "checks": 3,
1032
+ "patience_updates": 10,
1033
+ "bad_checks": 3,
1034
+ "last_best": 5,
1035
+ "early_drop": true
1036
+ },
1037
+ "adaptive_stop": false,
1038
+ "quantized_movement": {
1039
+ "codebook_changed": 22049,
1040
+ "codebook_values": 1466368,
1041
+ "scales_changed": 52640671,
1042
+ "scale_values": 52789248
1043
+ }
1044
+ },
1045
+ {
1046
+ "step": 30,
1047
+ "validation": {
1048
+ "target_rel": 0.0292824870433614,
1049
+ "reference_rel": 0.15080328711061716,
1050
+ "boundary_rel": 0.102827194871198,
1051
+ "bulk_rel": 0.02927015877199554,
1052
+ "boundary_rows": 24
1053
+ },
1054
+ "reasoning_validation": null,
1055
+ "training_probe_rel": 0.5565036085677224,
1056
+ "batch_loss": 0.3173023462295532,
1057
+ "best_step": 5,
1058
+ "overfit_checks": 0,
1059
+ "seconds": 357.7028729915619,
1060
+ "adaptive_schedule": {
1061
+ "best": 0.02889075275987553,
1062
+ "drop_after": 20,
1063
+ "relative_worsening": 0.001,
1064
+ "checks": 3,
1065
+ "patience_updates": 10,
1066
+ "bad_checks": 3,
1067
+ "last_best": 5,
1068
+ "early_drop": true
1069
+ },
1070
+ "adaptive_stop": true,
1071
+ "quantized_movement": {
1072
+ "codebook_changed": 31553,
1073
+ "codebook_values": 1466368,
1074
+ "scales_changed": 52640564,
1075
+ "scale_values": 52789248
1076
+ }
1077
+ }
1078
+ ],
1079
+ "index_reassignments": [
1080
+ {
1081
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1082
+ "proposals": 352,
1083
+ "accepted": 324,
1084
+ "changed_groups": 466355,
1085
+ "training_before": 11569.095703125,
1086
+ "training_after": 11288.50390625,
1087
+ "acceptance": "proposal and separate training check batches",
1088
+ "step": 10
1089
+ },
1090
+ {
1091
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1092
+ "proposals": 354,
1093
+ "accepted": 312,
1094
+ "changed_groups": 415089,
1095
+ "training_before": 11142.2265625,
1096
+ "training_after": 10859.423828125,
1097
+ "acceptance": "proposal and separate training check batches",
1098
+ "step": 20
1099
+ },
1100
+ {
1101
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1102
+ "proposals": 354,
1103
+ "accepted": 302,
1104
+ "changed_groups": 347824,
1105
+ "training_before": 10703.548828125,
1106
+ "training_after": 10505.0126953125,
1107
+ "acceptance": "proposal and separate training check batches",
1108
+ "step": 30
1109
+ }
1110
+ ],
1111
+ "coverage_threshold": 256,
1112
+ "checkpoint_selection": "held-out original reference trajectory for both arms",
1113
+ "world_size": 8,
1114
+ "microbatch": 65536,
1115
+ "proposal_communication": "sparse routed rows",
1116
+ "parallelism": "expert-sharded coupled output",
1117
+ "arithmetic": "fp4_planes4_fp16_boundaries_v1",
1118
+ "scope": "text-only, cached prompt partitions; historical audit is development only",
1119
+ "train_rows": 15007754,
1120
+ "validation_rows": 16384,
1121
+ "audit_rows": 16384,
1122
+ "complete": true
1123
+ },
1124
+ "version": 4,
1125
+ "block_scale_dtype": "float16",
1126
  "codebook_scope": "expert",
1127
+ "bits": 2.125,
1128
  "codebook_sizes": [
1129
  256,
1130
  256
 
1134
  8
1135
  ],
1136
  "words_per_tile": 64,
 
1137
  "production_ready": false,
1138
  "roundtrip": "all expert indices exact; 3 decoded weights/projection exact",
1139
  "requires_8x8_loader_kernel": true
gates_report.json CHANGED
@@ -200,8 +200,8 @@
200
  "arvq-layer-017-down.safetensors": "80c499b3a7092a0695b323dee79b5815dae874c0f3594f9b99f5c152622b1c48",
201
  "arvq-layer-025-gateup.safetensors": "23ae002a5a6968f81185535548fe64b5e728f0380cd679e39a55ca2ffe21c352",
202
  "arvq-layer-025-down.safetensors": "163e21a77830108be03b86faf7af7ae62ca23d4db75aa466db16a36a087b26bf",
203
- "arvq-layer-033-gateup.safetensors": "71f0328629ece4e594bf8a4017f75d1e9cd907e3fbce9e43566c96e7719eb314",
204
- "arvq-layer-033-down.safetensors": "60a84fc1e1460b7cd267d57ba57211fdc5f81e3b746342aec3f05259d1ba8613",
205
  "arvq-layer-041-gateup.safetensors": "4248d095a3c6ea70575f860a0793d5af1d4d62cd94c1a5ea26e40a5f2a840f76",
206
  "arvq-layer-041-down.safetensors": "dd4f5824c0d628e136944935d964a1dda02d6f55f87d351299547449466b7fd3",
207
  "arvq-layer-049-gateup.safetensors": "061b62d959fd6e7e9cd3eab2597e908364ac3923f239ad08040c6a5741d8ad53",
 
200
  "arvq-layer-017-down.safetensors": "80c499b3a7092a0695b323dee79b5815dae874c0f3594f9b99f5c152622b1c48",
201
  "arvq-layer-025-gateup.safetensors": "23ae002a5a6968f81185535548fe64b5e728f0380cd679e39a55ca2ffe21c352",
202
  "arvq-layer-025-down.safetensors": "163e21a77830108be03b86faf7af7ae62ca23d4db75aa466db16a36a087b26bf",
203
+ "arvq-layer-033-gateup.safetensors": "69cf5e9db03ed1426b86d1ae66919f8feb3a443425a217e77ffd76851d4e3433",
204
+ "arvq-layer-033-down.safetensors": "87133e6a0ef5bb1ed92935566ca473f3cdffdd53d8d3102a8d9a45b050cd237a",
205
  "arvq-layer-041-gateup.safetensors": "4248d095a3c6ea70575f860a0793d5af1d4d62cd94c1a5ea26e40a5f2a840f76",
206
  "arvq-layer-041-down.safetensors": "dd4f5824c0d628e136944935d964a1dda02d6f55f87d351299547449466b7fd3",
207
  "arvq-layer-049-gateup.safetensors": "061b62d959fd6e7e9cd3eab2597e908364ac3923f239ad08040c6a5741d8ad53",
pv_layers/layer_033.json CHANGED
@@ -1,237 +1,243 @@
1
  {
2
  "layer": 33,
3
- "target": "reference",
4
  "recipe": "full_corpus_sequence_pass_v1",
5
- "block_scale_dtype": "fp8_e4m3",
6
  "batch_tokens": 262144,
7
- "sequence_order_sha256": "edebb22a5f7b34a6cbfa59c58aab9f111651d6ce0926212b5237dea3ef0ba485",
8
- "training_sequence_count": 17580,
9
- "training_passes": 1.0,
10
- "training_tokens_seen": 18001846,
11
  "adaptive_schedule": {
12
- "best": 0.14179049308182445,
13
- "drop_after": 45,
14
  "relative_worsening": 0.001,
15
  "checks": 3,
16
- "patience_updates": 15,
17
- "bad_checks": 0,
18
- "last_best": 65,
19
- "early_drop": false
20
  },
21
  "refinement": null,
22
- "lr_decay_after": 45,
23
  "lr_decay_factor": 0.25,
24
  "export_only": false,
25
  "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
26
  "codebook_lr": 0.048,
27
  "scale_lr": 0.032,
28
  "quantized_movement": {
29
- "codebook_changed": 9595,
30
- "codebook_values": 1556480,
31
- "scales_changed": 39139731,
32
- "scale_values": 56033280
33
  },
34
  "initial_validation": {
35
- "target_rel": 0.1422864600183787,
36
- "reference_rel": 0.1422864600183787,
 
 
 
37
  "windows": [
38
  {
39
- "first_row": 0,
40
  "rows": 1024,
41
- "reference_sse": 7304.8837890625,
42
- "reference_energy": 1507099.375
43
  },
44
  {
45
- "first_row": 1024,
46
  "rows": 1024,
47
- "reference_sse": 17518.775390625,
48
- "reference_energy": 1460613.25
49
  },
50
  {
51
- "first_row": 4096,
52
  "rows": 1024,
53
- "reference_sse": 217476.375,
54
- "reference_energy": 2968917.5
55
  },
56
  {
57
- "first_row": 5120,
58
  "rows": 1024,
59
- "reference_sse": 8145.50390625,
60
- "reference_energy": 1472209.5
61
  },
62
  {
63
- "first_row": 8192,
64
  "rows": 1024,
65
- "reference_sse": 109854.21875,
66
- "reference_energy": 1448757.375
67
  },
68
  {
69
- "first_row": 9216,
70
  "rows": 1024,
71
- "reference_sse": 11562.806640625,
72
- "reference_energy": 4445721.0
73
  },
74
  {
75
- "first_row": 12288,
76
  "rows": 1024,
77
- "reference_sse": 8695.373046875,
78
- "reference_energy": 1470901.375
79
  },
80
  {
81
- "first_row": 13312,
82
  "rows": 1024,
83
- "reference_sse": 6056.9560546875,
84
- "reference_energy": 1549040.25
85
  },
86
  {
87
- "first_row": 16384,
88
  "rows": 1024,
89
- "reference_sse": 7534.640625,
90
- "reference_energy": 1526558.25
91
  },
92
  {
93
- "first_row": 17408,
94
  "rows": 1024,
95
- "reference_sse": 8697.607421875,
96
- "reference_energy": 1578981.25
97
  },
98
  {
99
- "first_row": 20480,
100
  "rows": 1024,
101
- "reference_sse": 7005.888671875,
102
- "reference_energy": 1563363.0
103
  },
104
  {
105
- "first_row": 21504,
106
  "rows": 1024,
107
- "reference_sse": 14582.2177734375,
108
- "reference_energy": 2918469.25
109
  },
110
  {
111
- "first_row": 24576,
112
  "rows": 1024,
113
- "reference_sse": 8361.3125,
114
- "reference_energy": 1549803.875
115
  },
116
  {
117
- "first_row": 25600,
118
  "rows": 1024,
119
- "reference_sse": 6479.69921875,
120
- "reference_energy": 1555709.375
121
  },
122
  {
123
- "first_row": 28672,
124
  "rows": 1024,
125
- "reference_sse": 8282.5712890625,
126
- "reference_energy": 1439805.875
127
  },
128
  {
129
- "first_row": 29696,
130
  "rows": 1024,
131
- "reference_sse": 159636.21875,
132
- "reference_energy": 1535748.75
133
  }
134
  ]
135
  },
136
  "final_validation": {
137
- "target_rel": 0.14179049308182445,
138
- "reference_rel": 0.14179049308182445,
 
 
 
139
  "windows": [
140
  {
141
- "first_row": 0,
142
  "rows": 1024,
143
- "reference_sse": 7327.470703125,
144
- "reference_energy": 1507099.375
145
  },
146
  {
147
- "first_row": 1024,
148
  "rows": 1024,
149
- "reference_sse": 17148.671875,
150
- "reference_energy": 1460613.25
151
  },
152
  {
153
- "first_row": 4096,
154
  "rows": 1024,
155
- "reference_sse": 215447.453125,
156
- "reference_energy": 2968917.5
157
  },
158
  {
159
- "first_row": 5120,
160
  "rows": 1024,
161
- "reference_sse": 8176.224609375,
162
- "reference_energy": 1472209.5
163
  },
164
  {
165
- "first_row": 8192,
166
  "rows": 1024,
167
- "reference_sse": 108816.140625,
168
- "reference_energy": 1448757.375
169
  },
170
  {
171
- "first_row": 9216,
172
  "rows": 1024,
173
- "reference_sse": 11529.28125,
174
- "reference_energy": 4445721.0
175
  },
176
  {
177
- "first_row": 12288,
178
  "rows": 1024,
179
- "reference_sse": 8722.390625,
180
- "reference_energy": 1470901.375
181
  },
182
  {
183
- "first_row": 13312,
184
  "rows": 1024,
185
- "reference_sse": 6054.6923828125,
186
- "reference_energy": 1549040.25
187
  },
188
  {
189
- "first_row": 16384,
190
  "rows": 1024,
191
- "reference_sse": 7519.8505859375,
192
- "reference_energy": 1526558.25
193
  },
194
  {
195
- "first_row": 17408,
196
  "rows": 1024,
197
- "reference_sse": 8693.2861328125,
198
- "reference_energy": 1578981.25
199
  },
200
  {
201
- "first_row": 20480,
202
  "rows": 1024,
203
- "reference_sse": 6979.4833984375,
204
- "reference_energy": 1563363.0
205
  },
206
  {
207
- "first_row": 21504,
208
  "rows": 1024,
209
- "reference_sse": 14325.2265625,
210
- "reference_energy": 2918469.25
211
  },
212
  {
213
- "first_row": 24576,
214
  "rows": 1024,
215
- "reference_sse": 8352.3818359375,
216
- "reference_energy": 1549803.875
217
  },
218
  {
219
- "first_row": 25600,
220
  "rows": 1024,
221
- "reference_sse": 6458.62939453125,
222
- "reference_energy": 1555709.375
223
  },
224
  {
225
- "first_row": 28672,
226
  "rows": 1024,
227
- "reference_sse": 8320.236328125,
228
- "reference_energy": 1439805.875
229
  },
230
  {
231
- "first_row": 29696,
232
  "rows": 1024,
233
- "reference_sse": 159098.015625,
234
- "reference_energy": 1535748.75
235
  }
236
  ]
237
  },
@@ -239,234 +245,243 @@
239
  "final_reasoning_validation": null,
240
  "validation_distribution": "reasoning only",
241
  "serialized_validation": {
242
- "target_rel": 0.14179049308182445,
243
- "reference_rel": 0.14179049308182445
244
  },
245
  "development_audit": {
246
- "target_rel": 0.09808692805574028,
247
- "reference_rel": 0.09808692805574028,
 
 
 
248
  "windows": [
249
  {
250
- "first_row": 2048,
251
  "rows": 1024,
252
- "reference_sse": 8044.90234375,
253
- "reference_energy": 1475348.75
254
  },
255
  {
256
- "first_row": 3072,
257
  "rows": 1024,
258
- "reference_sse": 9988.630859375,
259
- "reference_energy": 1586536.0
260
  },
261
  {
262
- "first_row": 6144,
263
  "rows": 1024,
264
- "reference_sse": 7411.875,
265
- "reference_energy": 1505235.5
266
  },
267
  {
268
- "first_row": 7168,
269
  "rows": 1024,
270
- "reference_sse": 10007.091796875,
271
- "reference_energy": 4420131.5
272
  },
273
  {
274
- "first_row": 10240,
275
  "rows": 1024,
276
- "reference_sse": 10909.662109375,
277
- "reference_energy": 2975112.0
278
  },
279
  {
280
- "first_row": 11264,
281
  "rows": 1024,
282
- "reference_sse": 8562.294921875,
283
- "reference_energy": 1556430.0
284
  },
285
  {
286
- "first_row": 14336,
287
  "rows": 1024,
288
- "reference_sse": 82075.859375,
289
- "reference_energy": 2999867.0
290
  },
291
  {
292
- "first_row": 15360,
293
  "rows": 1024,
294
- "reference_sse": 6110.30419921875,
295
- "reference_energy": 1584598.125
296
  },
297
  {
298
- "first_row": 18432,
299
  "rows": 1024,
300
- "reference_sse": 7709.3828125,
301
- "reference_energy": 1422066.625
302
  },
303
  {
304
- "first_row": 19456,
305
  "rows": 1024,
306
- "reference_sse": 8338.0966796875,
307
- "reference_energy": 1541718.875
308
  },
309
  {
310
- "first_row": 22528,
311
  "rows": 1024,
312
- "reference_sse": 7982.994140625,
313
- "reference_energy": 1486922.125
314
  },
315
  {
316
- "first_row": 23552,
317
  "rows": 1024,
318
- "reference_sse": 100917.359375,
319
- "reference_energy": 1490628.75
320
  },
321
  {
322
- "first_row": 26624,
323
  "rows": 1024,
324
- "reference_sse": 7879.84619140625,
325
- "reference_energy": 1499809.5
326
  },
327
  {
328
- "first_row": 27648,
329
  "rows": 1024,
330
- "reference_sse": 9081.478515625,
331
- "reference_energy": 2981081.0
332
  },
333
  {
334
- "first_row": 30720,
335
  "rows": 1024,
336
- "reference_sse": 6938.09521484375,
337
- "reference_energy": 1439378.0
338
  },
339
  {
340
- "first_row": 31744,
341
  "rows": 1024,
342
- "reference_sse": 10760.568359375,
343
- "reference_energy": 1499330.375
344
  }
345
  ]
346
  },
347
  "initial_development_audit": {
348
- "target_rel": 0.09854551210721432,
349
- "reference_rel": 0.09854551210721432,
 
 
 
350
  "windows": [
351
  {
352
- "first_row": 2048,
353
  "rows": 1024,
354
- "reference_sse": 7965.98828125,
355
- "reference_energy": 1475348.75
356
  },
357
  {
358
- "first_row": 3072,
359
  "rows": 1024,
360
- "reference_sse": 9966.1796875,
361
- "reference_energy": 1586536.0
362
  },
363
  {
364
- "first_row": 6144,
365
  "rows": 1024,
366
- "reference_sse": 7356.04052734375,
367
- "reference_energy": 1505235.5
368
  },
369
  {
370
- "first_row": 7168,
371
  "rows": 1024,
372
- "reference_sse": 10070.8046875,
373
- "reference_energy": 4420131.5
374
  },
375
  {
376
- "first_row": 10240,
377
  "rows": 1024,
378
- "reference_sse": 10885.3359375,
379
- "reference_energy": 2975112.0
380
  },
381
  {
382
- "first_row": 11264,
383
  "rows": 1024,
384
- "reference_sse": 8606.4443359375,
385
- "reference_energy": 1556430.0
386
  },
387
  {
388
- "first_row": 14336,
389
  "rows": 1024,
390
- "reference_sse": 84339.1796875,
391
- "reference_energy": 2999867.0
392
  },
393
  {
394
- "first_row": 15360,
395
  "rows": 1024,
396
- "reference_sse": 6120.08154296875,
397
- "reference_energy": 1584598.125
398
  },
399
  {
400
- "first_row": 18432,
401
  "rows": 1024,
402
- "reference_sse": 7673.703125,
403
- "reference_energy": 1422066.625
404
  },
405
  {
406
- "first_row": 19456,
407
  "rows": 1024,
408
- "reference_sse": 8301.1416015625,
409
- "reference_energy": 1541718.875
410
  },
411
  {
412
- "first_row": 22528,
413
  "rows": 1024,
414
- "reference_sse": 8050.61181640625,
415
- "reference_energy": 1486922.125
416
  },
417
  {
418
- "first_row": 23552,
419
  "rows": 1024,
420
- "reference_sse": 101405.5234375,
421
- "reference_energy": 1490628.75
422
  },
423
  {
424
- "first_row": 26624,
425
  "rows": 1024,
426
- "reference_sse": 7880.521484375,
427
- "reference_energy": 1499809.5
428
  },
429
  {
430
- "first_row": 27648,
431
  "rows": 1024,
432
- "reference_sse": 9127.732421875,
433
- "reference_energy": 2981081.0
434
  },
435
  {
436
- "first_row": 30720,
437
  "rows": 1024,
438
- "reference_sse": 6939.4345703125,
439
- "reference_energy": 1439378.0
440
  },
441
  {
442
- "first_row": 31744,
443
  "rows": 1024,
444
- "reference_sse": 10866.923828125,
445
- "reference_energy": 1499330.375
446
  }
447
  ]
448
  },
449
- "best_step": 65,
450
- "steps_run": 69,
451
  "history": [
452
  {
453
  "step": 5,
454
  "validation": {
455
- "target_rel": 0.14222570527678724,
456
- "reference_rel": 0.14222570527678724
 
 
 
457
  },
458
  "reasoning_validation": null,
459
- "training_probe_rel": 0.8989583218453955,
460
- "batch_loss": 0.8111101388931274,
461
  "best_step": 5,
462
  "overfit_checks": 0,
463
- "seconds": 53.61992645263672,
464
  "adaptive_schedule": {
465
- "best": 0.14222570527678724,
466
- "drop_after": 45,
467
  "relative_worsening": 0.001,
468
  "checks": 3,
469
- "patience_updates": 15,
470
  "bad_checks": 0,
471
  "last_best": 5,
472
  "early_drop": false
@@ -474,432 +489,207 @@
474
  "adaptive_stop": false,
475
  "quantized_movement": {
476
  "codebook_changed": 0,
477
- "codebook_values": 1556480,
478
- "scales_changed": 12499435,
479
- "scale_values": 56033280
480
  }
481
  },
482
  {
483
  "step": 10,
484
  "validation": {
485
- "target_rel": 0.14222390425497147,
486
- "reference_rel": 0.14222390425497147
 
 
 
487
  },
488
  "reasoning_validation": null,
489
- "training_probe_rel": 0.8991961357913406,
490
- "batch_loss": 0.8141085058450699,
491
- "best_step": 10,
492
  "overfit_checks": 0,
493
- "seconds": 103.44731640815735,
494
  "adaptive_schedule": {
495
- "best": 0.14222390425497147,
496
- "drop_after": 45,
497
  "relative_worsening": 0.001,
498
  "checks": 3,
499
- "patience_updates": 15,
500
- "bad_checks": 0,
501
- "last_best": 10,
502
  "early_drop": false
503
  },
504
  "adaptive_stop": false,
505
  "quantized_movement": {
506
- "codebook_changed": 26887,
507
- "codebook_values": 1556480,
508
- "scales_changed": 22860560,
509
- "scale_values": 56033280
510
  }
511
  },
512
  {
513
  "step": 15,
514
  "validation": {
515
- "target_rel": 0.14217747349514337,
516
- "reference_rel": 0.14217747349514337
 
 
 
517
  },
518
  "reasoning_validation": null,
519
- "training_probe_rel": 0.8967402682481591,
520
- "batch_loss": 0.97549107670784,
521
- "best_step": 15,
522
  "overfit_checks": 0,
523
- "seconds": 150.97195029258728,
524
  "adaptive_schedule": {
525
- "best": 0.14217747349514337,
526
- "drop_after": 45,
527
  "relative_worsening": 0.001,
528
  "checks": 3,
529
- "patience_updates": 15,
530
- "bad_checks": 0,
531
- "last_best": 15,
532
  "early_drop": false
533
  },
534
  "adaptive_stop": false,
535
  "quantized_movement": {
536
- "codebook_changed": 9115,
537
- "codebook_values": 1556480,
538
- "scales_changed": 28381307,
539
- "scale_values": 56033280
540
  }
541
  },
542
  {
543
  "step": 20,
544
  "validation": {
545
- "target_rel": 0.14205033865049588,
546
- "reference_rel": 0.14205033865049588
 
 
 
547
  },
548
  "reasoning_validation": null,
549
- "training_probe_rel": 0.8961901105355282,
550
- "batch_loss": 0.8967981785535812,
551
- "best_step": 20,
552
  "overfit_checks": 0,
553
- "seconds": 217.0800793170929,
554
  "adaptive_schedule": {
555
- "best": 0.14205033865049588,
556
- "drop_after": 45,
557
  "relative_worsening": 0.001,
558
  "checks": 3,
559
- "patience_updates": 15,
560
- "bad_checks": 0,
561
- "last_best": 20,
562
- "early_drop": false
563
  },
564
  "adaptive_stop": false,
565
  "quantized_movement": {
566
- "codebook_changed": 10189,
567
- "codebook_values": 1556480,
568
- "scales_changed": 31790818,
569
- "scale_values": 56033280
570
  }
571
  },
572
  {
573
  "step": 25,
574
  "validation": {
575
- "target_rel": 0.14192032637707272,
576
- "reference_rel": 0.14192032637707272
 
 
 
577
  },
578
  "reasoning_validation": null,
579
- "training_probe_rel": 0.8958560210236922,
580
- "batch_loss": 0.8673809915781021,
581
- "best_step": 25,
582
  "overfit_checks": 0,
583
- "seconds": 264.6787049770355,
584
  "adaptive_schedule": {
585
- "best": 0.14192032637707272,
586
- "drop_after": 45,
587
  "relative_worsening": 0.001,
588
  "checks": 3,
589
- "patience_updates": 15,
590
- "bad_checks": 0,
591
- "last_best": 25,
592
- "early_drop": false
593
  },
594
  "adaptive_stop": false,
595
  "quantized_movement": {
596
- "codebook_changed": 11536,
597
- "codebook_values": 1556480,
598
- "scales_changed": 34068578,
599
- "scale_values": 56033280
600
  }
601
  },
602
  {
603
  "step": 30,
604
  "validation": {
605
- "target_rel": 0.14193489302555262,
606
- "reference_rel": 0.14193489302555262
607
- },
608
- "reasoning_validation": null,
609
- "training_probe_rel": 0.8951066075221521,
610
- "batch_loss": 0.8499646186828613,
611
- "best_step": 25,
612
- "overfit_checks": 0,
613
- "seconds": 315.96111583709717,
614
- "adaptive_schedule": {
615
- "best": 0.14192032637707272,
616
- "drop_after": 45,
617
- "relative_worsening": 0.001,
618
- "checks": 3,
619
- "patience_updates": 15,
620
- "bad_checks": 0,
621
- "last_best": 25,
622
- "early_drop": false
623
- },
624
- "adaptive_stop": false,
625
- "quantized_movement": {
626
- "codebook_changed": 11546,
627
- "codebook_values": 1556480,
628
- "scales_changed": 35685024,
629
- "scale_values": 56033280
630
- }
631
- },
632
- {
633
- "step": 35,
634
- "validation": {
635
- "target_rel": 0.14193466384612258,
636
- "reference_rel": 0.14193466384612258
637
  },
638
  "reasoning_validation": null,
639
- "training_probe_rel": 0.8944785784635907,
640
- "batch_loss": 0.9907406568527222,
641
- "best_step": 25,
642
- "overfit_checks": 0,
643
- "seconds": 364.39884972572327,
644
- "adaptive_schedule": {
645
- "best": 0.14192032637707272,
646
- "drop_after": 45,
647
- "relative_worsening": 0.001,
648
- "checks": 3,
649
- "patience_updates": 15,
650
- "bad_checks": 0,
651
- "last_best": 25,
652
- "early_drop": false
653
- },
654
- "adaptive_stop": false,
655
- "quantized_movement": {
656
- "codebook_changed": 10540,
657
- "codebook_values": 1556480,
658
- "scales_changed": 36906024,
659
- "scale_values": 56033280
660
- }
661
- },
662
- {
663
- "step": 40,
664
- "validation": {
665
- "target_rel": 0.14183144857598978,
666
- "reference_rel": 0.14183144857598978
667
- },
668
- "reasoning_validation": null,
669
- "training_probe_rel": 0.8948697096938407,
670
- "batch_loss": 0.7656844407320023,
671
- "best_step": 40,
672
- "overfit_checks": 0,
673
- "seconds": 431.0492641925812,
674
- "adaptive_schedule": {
675
- "best": 0.14183144857598978,
676
- "drop_after": 45,
677
- "relative_worsening": 0.001,
678
- "checks": 3,
679
- "patience_updates": 15,
680
- "bad_checks": 0,
681
- "last_best": 40,
682
- "early_drop": false
683
- },
684
- "adaptive_stop": false,
685
- "quantized_movement": {
686
- "codebook_changed": 11894,
687
- "codebook_values": 1556480,
688
- "scales_changed": 37879784,
689
- "scale_values": 56033280
690
- }
691
- },
692
- {
693
- "step": 45,
694
- "validation": {
695
- "target_rel": 0.1419003282884805,
696
- "reference_rel": 0.1419003282884805
697
- },
698
- "reasoning_validation": null,
699
- "training_probe_rel": 0.8944058052242546,
700
- "batch_loss": 0.7659535259008408,
701
- "best_step": 40,
702
- "overfit_checks": 0,
703
- "seconds": 479.8912281990051,
704
- "adaptive_schedule": {
705
- "best": 0.14183144857598978,
706
- "drop_after": 45,
707
- "relative_worsening": 0.001,
708
- "checks": 3,
709
- "patience_updates": 15,
710
- "bad_checks": 0,
711
- "last_best": 40,
712
- "early_drop": false
713
- },
714
- "adaptive_stop": false,
715
- "quantized_movement": {
716
- "codebook_changed": 10771,
717
- "codebook_values": 1556480,
718
- "scales_changed": 38661913,
719
- "scale_values": 56033280
720
- }
721
- },
722
- {
723
- "step": 50,
724
- "validation": {
725
- "target_rel": 0.14187032893982207,
726
- "reference_rel": 0.14187032893982207
727
- },
728
- "reasoning_validation": null,
729
- "training_probe_rel": 0.8938969257366924,
730
- "batch_loss": 0.8995347172021866,
731
- "best_step": 40,
732
- "overfit_checks": 0,
733
- "seconds": 531.5936698913574,
734
- "adaptive_schedule": {
735
- "best": 0.14183144857598978,
736
- "drop_after": 45,
737
- "relative_worsening": 0.001,
738
- "checks": 3,
739
- "patience_updates": 15,
740
- "bad_checks": 0,
741
- "last_best": 40,
742
- "early_drop": false
743
- },
744
- "adaptive_stop": false,
745
- "quantized_movement": {
746
- "codebook_changed": 7778,
747
- "codebook_values": 1556480,
748
- "scales_changed": 38815150,
749
- "scale_values": 56033280
750
- }
751
- },
752
- {
753
- "step": 55,
754
- "validation": {
755
- "target_rel": 0.14183814285336244,
756
- "reference_rel": 0.14183814285336244
757
- },
758
- "reasoning_validation": null,
759
- "training_probe_rel": 0.8940140754870716,
760
- "batch_loss": 1.0251834839582443,
761
- "best_step": 40,
762
- "overfit_checks": 0,
763
- "seconds": 581.0729022026062,
764
- "adaptive_schedule": {
765
- "best": 0.14183144857598978,
766
- "drop_after": 45,
767
- "relative_worsening": 0.001,
768
- "checks": 3,
769
- "patience_updates": 15,
770
- "bad_checks": 0,
771
- "last_best": 40,
772
- "early_drop": false
773
- },
774
- "adaptive_stop": false,
775
- "quantized_movement": {
776
- "codebook_changed": 9006,
777
- "codebook_values": 1556480,
778
- "scales_changed": 38940496,
779
- "scale_values": 56033280
780
- }
781
- },
782
- {
783
- "step": 60,
784
- "validation": {
785
- "target_rel": 0.14182312723597493,
786
- "reference_rel": 0.14182312723597493
787
- },
788
- "reasoning_validation": null,
789
- "training_probe_rel": 0.8940660371805801,
790
- "batch_loss": 0.8906521052122116,
791
- "best_step": 60,
792
- "overfit_checks": 0,
793
- "seconds": 645.373298406601,
794
- "adaptive_schedule": {
795
- "best": 0.14182312723597493,
796
- "drop_after": 45,
797
- "relative_worsening": 0.001,
798
- "checks": 3,
799
- "patience_updates": 15,
800
- "bad_checks": 0,
801
- "last_best": 60,
802
- "early_drop": false
803
- },
804
- "adaptive_stop": false,
805
- "quantized_movement": {
806
- "codebook_changed": 9513,
807
- "codebook_values": 1556480,
808
- "scales_changed": 39046693,
809
- "scale_values": 56033280
810
- }
811
- },
812
- {
813
- "step": 65,
814
- "validation": {
815
- "target_rel": 0.14179049308182445,
816
- "reference_rel": 0.14179049308182445
817
- },
818
- "reasoning_validation": null,
819
- "training_probe_rel": 0.8940780437492551,
820
- "batch_loss": 0.8586682081222534,
821
- "best_step": 65,
822
- "overfit_checks": 0,
823
- "seconds": 698.2675354480743,
824
- "adaptive_schedule": {
825
- "best": 0.14179049308182445,
826
- "drop_after": 45,
827
- "relative_worsening": 0.001,
828
- "checks": 3,
829
- "patience_updates": 15,
830
- "bad_checks": 0,
831
- "last_best": 65,
832
- "early_drop": false
833
- },
834
- "adaptive_stop": false,
835
- "quantized_movement": {
836
- "codebook_changed": 9595,
837
- "codebook_values": 1556480,
838
- "scales_changed": 39139731,
839
- "scale_values": 56033280
840
- }
841
- },
842
- {
843
- "step": 69,
844
- "validation": {
845
- "target_rel": 0.14181277036504644,
846
- "reference_rel": 0.14181277036504644
847
- },
848
- "reasoning_validation": null,
849
- "training_probe_rel": 0.8939310659695903,
850
- "batch_loss": 0.951401025056839,
851
- "best_step": 65,
852
  "overfit_checks": 0,
853
- "seconds": 735.5597543716431,
854
  "adaptive_schedule": {
855
- "best": 0.14179049308182445,
856
- "drop_after": 45,
857
  "relative_worsening": 0.001,
858
  "checks": 3,
859
- "patience_updates": 15,
860
- "bad_checks": 0,
861
- "last_best": 65,
862
- "early_drop": false
863
  },
864
- "adaptive_stop": false,
865
  "quantized_movement": {
866
- "codebook_changed": 9645,
867
- "codebook_values": 1556480,
868
- "scales_changed": 39216862,
869
- "scale_values": 56033280
870
  }
871
  }
872
  ],
873
  "index_reassignments": [
874
  {
875
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
876
- "proposals": 372,
877
- "accepted": 310,
878
- "changed_groups": 79293,
879
- "training_before": 265583.0625,
880
- "training_after": 265258.15625,
881
  "acceptance": "proposal and separate training check batches",
882
- "step": 20
883
  },
884
  {
885
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
886
- "proposals": 372,
887
- "accepted": 350,
888
- "changed_groups": 86867,
889
- "training_before": 169766.734375,
890
- "training_after": 169242.34375,
891
  "acceptance": "proposal and separate training check batches",
892
- "step": 40
893
  },
894
  {
895
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
896
- "proposals": 374,
897
- "accepted": 319,
898
- "changed_groups": 69303,
899
- "training_before": 204828.3125,
900
- "training_after": 204629.65625,
901
  "acceptance": "proposal and separate training check batches",
902
- "step": 60
903
  }
904
  ],
905
  "coverage_threshold": 256,
@@ -910,7 +700,7 @@
910
  "parallelism": "expert-sharded coupled output",
911
  "arithmetic": "fp4_planes4_fp16_boundaries_v1",
912
  "scope": "text-only, cached prompt partitions; historical audit is development only",
913
- "train_rows": 18001846,
914
  "validation_rows": 16384,
915
  "audit_rows": 16384,
916
  "complete": true
 
1
  {
2
  "layer": 33,
3
+ "target": "same_input",
4
  "recipe": "full_corpus_sequence_pass_v1",
5
+ "block_scale_dtype": "fp16",
6
  "batch_tokens": 262144,
7
+ "sequence_order_sha256": "5e0ef183802009d0483fe37a60f5acd49dd99218130e0c952f097fa473d863bf",
8
+ "training_sequence_count": 14657,
9
+ "training_passes": 0.5240171180844249,
10
+ "training_tokens_seen": 7864320,
11
  "adaptive_schedule": {
12
+ "best": 0.02889075275987553,
13
+ "drop_after": 20,
14
  "relative_worsening": 0.001,
15
  "checks": 3,
16
+ "patience_updates": 10,
17
+ "bad_checks": 3,
18
+ "last_best": 5,
19
+ "early_drop": true
20
  },
21
  "refinement": null,
22
+ "lr_decay_after": 25,
23
  "lr_decay_factor": 0.25,
24
  "export_only": false,
25
  "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
26
  "codebook_lr": 0.048,
27
  "scale_lr": 0.032,
28
  "quantized_movement": {
29
+ "codebook_changed": 0,
30
+ "codebook_values": 1466368,
31
+ "scales_changed": 52548402,
32
+ "scale_values": 52789248
33
  },
34
  "initial_validation": {
35
+ "target_rel": 0.02996296962197526,
36
+ "reference_rel": 0.15068946345776438,
37
+ "boundary_rel": 0.10533322396819039,
38
+ "bulk_rel": 0.02995032441821037,
39
+ "boundary_rows": 24,
40
  "windows": [
41
  {
42
+ "first_row": 8192,
43
  "rows": 1024,
44
+ "reference_sse": 11792.49609375,
45
+ "reference_energy": 3026635.0
46
  },
47
  {
48
+ "first_row": 9216,
49
  "rows": 1024,
50
+ "reference_sse": 13261.40234375,
51
+ "reference_energy": 1599489.75
52
  },
53
  {
54
+ "first_row": 20480,
55
  "rows": 1024,
56
+ "reference_sse": 14662.0791015625,
57
+ "reference_energy": 3000779.5
58
  },
59
  {
60
+ "first_row": 21504,
61
  "rows": 1024,
62
+ "reference_sse": 13785.486328125,
63
+ "reference_energy": 1437363.875
64
  },
65
  {
66
+ "first_row": 32768,
67
  "rows": 1024,
68
+ "reference_sse": 182485.375,
69
+ "reference_energy": 2970591.5
70
  },
71
  {
72
+ "first_row": 33792,
73
  "rows": 1024,
74
+ "reference_sse": 116833.640625,
75
+ "reference_energy": 1481735.75
76
  },
77
  {
78
+ "first_row": 45056,
79
  "rows": 1024,
80
+ "reference_sse": 221277.640625,
81
+ "reference_energy": 3021380.75
82
  },
83
  {
84
+ "first_row": 46080,
85
  "rows": 1024,
86
+ "reference_sse": 15744.7158203125,
87
+ "reference_energy": 2932698.5
88
  },
89
  {
90
+ "first_row": 57344,
91
  "rows": 1024,
92
+ "reference_sse": 206186.65625,
93
+ "reference_energy": 3043668.0
94
  },
95
  {
96
+ "first_row": 58368,
97
  "rows": 1024,
98
+ "reference_sse": 10410.12109375,
99
+ "reference_energy": 3034733.5
100
  },
101
  {
102
+ "first_row": 69632,
103
  "rows": 1024,
104
+ "reference_sse": 12650.755859375,
105
+ "reference_energy": 2926842.0
106
  },
107
  {
108
+ "first_row": 70656,
109
  "rows": 1024,
110
+ "reference_sse": 13617.5234375,
111
+ "reference_energy": 1543245.5
112
  },
113
  {
114
+ "first_row": 81920,
115
  "rows": 1024,
116
+ "reference_sse": 15948.890625,
117
+ "reference_energy": 3003565.0
118
  },
119
  {
120
+ "first_row": 82944,
121
  "rows": 1024,
122
+ "reference_sse": 14751.8564453125,
123
+ "reference_energy": 1587440.25
124
  },
125
  {
126
+ "first_row": 94208,
127
  "rows": 1024,
128
+ "reference_sse": 15515.5537109375,
129
+ "reference_energy": 2924155.5
130
  },
131
  {
132
+ "first_row": 95232,
133
  "rows": 1024,
134
+ "reference_sse": 9111.42578125,
135
+ "reference_energy": 1573586.125
136
  }
137
  ]
138
  },
139
  "final_validation": {
140
+ "target_rel": 0.02889075275987553,
141
+ "reference_rel": 0.1508177239791988,
142
+ "boundary_rel": 0.10229089807707814,
143
+ "bulk_rel": 0.028878369157048438,
144
+ "boundary_rows": 24,
145
  "windows": [
146
  {
147
+ "first_row": 8192,
148
  "rows": 1024,
149
+ "reference_sse": 11714.978515625,
150
+ "reference_energy": 3026635.0
151
  },
152
  {
153
+ "first_row": 9216,
154
  "rows": 1024,
155
+ "reference_sse": 13208.7890625,
156
+ "reference_energy": 1599489.75
157
  },
158
  {
159
+ "first_row": 20480,
160
  "rows": 1024,
161
+ "reference_sse": 14568.5205078125,
162
+ "reference_energy": 3000779.5
163
  },
164
  {
165
+ "first_row": 21504,
166
  "rows": 1024,
167
+ "reference_sse": 13800.4306640625,
168
+ "reference_energy": 1437363.875
169
  },
170
  {
171
+ "first_row": 32768,
172
  "rows": 1024,
173
+ "reference_sse": 183233.984375,
174
+ "reference_energy": 2970591.5
175
  },
176
  {
177
+ "first_row": 33792,
178
  "rows": 1024,
179
+ "reference_sse": 117067.1875,
180
+ "reference_energy": 1481735.75
181
  },
182
  {
183
+ "first_row": 45056,
184
  "rows": 1024,
185
+ "reference_sse": 222060.328125,
186
+ "reference_energy": 3021380.75
187
  },
188
  {
189
+ "first_row": 46080,
190
  "rows": 1024,
191
+ "reference_sse": 15819.5576171875,
192
+ "reference_energy": 2932698.5
193
  },
194
  {
195
+ "first_row": 57344,
196
  "rows": 1024,
197
+ "reference_sse": 206475.625,
198
+ "reference_energy": 3043668.0
199
  },
200
  {
201
+ "first_row": 58368,
202
  "rows": 1024,
203
+ "reference_sse": 10399.01171875,
204
+ "reference_energy": 3034733.5
205
  },
206
  {
207
+ "first_row": 69632,
208
  "rows": 1024,
209
+ "reference_sse": 12664.9140625,
210
+ "reference_energy": 2926842.0
211
  },
212
  {
213
+ "first_row": 70656,
214
  "rows": 1024,
215
+ "reference_sse": 13541.4658203125,
216
+ "reference_energy": 1543245.5
217
  },
218
  {
219
+ "first_row": 81920,
220
  "rows": 1024,
221
+ "reference_sse": 15834.349609375,
222
+ "reference_energy": 3003565.0
223
  },
224
  {
225
+ "first_row": 82944,
226
  "rows": 1024,
227
+ "reference_sse": 14685.251953125,
228
+ "reference_energy": 1587440.25
229
  },
230
  {
231
+ "first_row": 94208,
232
  "rows": 1024,
233
+ "reference_sse": 15403.123046875,
234
+ "reference_energy": 2924155.5
235
  },
236
  {
237
+ "first_row": 95232,
238
  "rows": 1024,
239
+ "reference_sse": 9070.4619140625,
240
+ "reference_energy": 1573586.125
241
  }
242
  ]
243
  },
 
245
  "final_reasoning_validation": null,
246
  "validation_distribution": "reasoning only",
247
  "serialized_validation": {
248
+ "target_rel": 0.02889075275987553,
249
+ "reference_rel": 0.1508177239791988
250
  },
251
  "development_audit": {
252
+ "target_rel": 0.03796306662438396,
253
+ "reference_rel": 0.1387107151217581,
254
+ "boundary_rel": 0.07792221451691454,
255
+ "bulk_rel": 0.037961193217570126,
256
+ "boundary_rows": 10,
257
  "windows": [
258
  {
259
+ "first_row": 10240,
260
  "rows": 1024,
261
+ "reference_sse": 30518.861328125,
262
+ "reference_energy": 2901886.0
263
  },
264
  {
265
+ "first_row": 11264,
266
  "rows": 1024,
267
+ "reference_sse": 36500.19921875,
268
+ "reference_energy": 3036072.0
269
  },
270
  {
271
+ "first_row": 22528,
272
  "rows": 1024,
273
+ "reference_sse": 146660.046875,
274
+ "reference_energy": 1620405.875
275
  },
276
  {
277
+ "first_row": 23552,
278
  "rows": 1024,
279
+ "reference_sse": 37773.24609375,
280
+ "reference_energy": 1527004.125
281
  },
282
  {
283
+ "first_row": 34816,
284
  "rows": 1024,
285
+ "reference_sse": 27293.5546875,
286
+ "reference_energy": 3062292.25
287
  },
288
  {
289
+ "first_row": 35840,
290
  "rows": 1024,
291
+ "reference_sse": 27457.71875,
292
+ "reference_energy": 3072231.75
293
  },
294
  {
295
+ "first_row": 47104,
296
  "rows": 1024,
297
+ "reference_sse": 28990.751953125,
298
+ "reference_energy": 1526909.25
299
  },
300
  {
301
+ "first_row": 48128,
302
  "rows": 1024,
303
+ "reference_sse": 125281.921875,
304
+ "reference_energy": 1575380.5
305
  },
306
  {
307
+ "first_row": 59392,
308
  "rows": 1024,
309
+ "reference_sse": 30611.171875,
310
+ "reference_energy": 2975199.0
311
  },
312
  {
313
+ "first_row": 60416,
314
  "rows": 1024,
315
+ "reference_sse": 37688.48828125,
316
+ "reference_energy": 2914887.25
317
  },
318
  {
319
+ "first_row": 71680,
320
  "rows": 1024,
321
+ "reference_sse": 30483.29296875,
322
+ "reference_energy": 3021543.0
323
  },
324
  {
325
+ "first_row": 72704,
326
  "rows": 1024,
327
+ "reference_sse": 44029.6796875,
328
+ "reference_energy": 2953991.0
329
  },
330
  {
331
+ "first_row": 83968,
332
  "rows": 1024,
333
+ "reference_sse": 34441.0234375,
334
+ "reference_energy": 2960798.0
335
  },
336
  {
337
+ "first_row": 84992,
338
  "rows": 1024,
339
+ "reference_sse": 47889.84375,
340
+ "reference_energy": 1471888.25
341
  },
342
  {
343
+ "first_row": 96256,
344
  "rows": 1024,
345
+ "reference_sse": 35074.0625,
346
+ "reference_energy": 1585144.375
347
  },
348
  {
349
+ "first_row": 97280,
350
  "rows": 1024,
351
+ "reference_sse": 33999.546875,
352
+ "reference_energy": 3018246.0
353
  }
354
  ]
355
  },
356
  "initial_development_audit": {
357
+ "target_rel": 0.038980807645571776,
358
+ "reference_rel": 0.13859800509064416,
359
+ "boundary_rel": 0.07853036232499672,
360
+ "bulk_rel": 0.038978976115510926,
361
+ "boundary_rows": 10,
362
  "windows": [
363
  {
364
+ "first_row": 10240,
365
  "rows": 1024,
366
+ "reference_sse": 30587.9921875,
367
+ "reference_energy": 2901886.0
368
  },
369
  {
370
+ "first_row": 11264,
371
  "rows": 1024,
372
+ "reference_sse": 36662.3984375,
373
+ "reference_energy": 3036072.0
374
  },
375
  {
376
+ "first_row": 22528,
377
  "rows": 1024,
378
+ "reference_sse": 146302.78125,
379
+ "reference_energy": 1620405.875
380
  },
381
  {
382
+ "first_row": 23552,
383
  "rows": 1024,
384
+ "reference_sse": 37856.1796875,
385
+ "reference_energy": 1527004.125
386
  },
387
  {
388
+ "first_row": 34816,
389
  "rows": 1024,
390
+ "reference_sse": 27549.08984375,
391
+ "reference_energy": 3062292.25
392
  },
393
  {
394
+ "first_row": 35840,
395
  "rows": 1024,
396
+ "reference_sse": 27594.94921875,
397
+ "reference_energy": 3072231.75
398
  },
399
  {
400
+ "first_row": 47104,
401
  "rows": 1024,
402
+ "reference_sse": 29092.28515625,
403
+ "reference_energy": 1526909.25
404
  },
405
  {
406
+ "first_row": 48128,
407
  "rows": 1024,
408
+ "reference_sse": 124991.2890625,
409
+ "reference_energy": 1575380.5
410
  },
411
  {
412
+ "first_row": 59392,
413
  "rows": 1024,
414
+ "reference_sse": 30792.21484375,
415
+ "reference_energy": 2975199.0
416
  },
417
  {
418
+ "first_row": 60416,
419
  "rows": 1024,
420
+ "reference_sse": 37615.5625,
421
+ "reference_energy": 2914887.25
422
  },
423
  {
424
+ "first_row": 71680,
425
  "rows": 1024,
426
+ "reference_sse": 30634.91796875,
427
+ "reference_energy": 3021543.0
428
  },
429
  {
430
+ "first_row": 72704,
431
  "rows": 1024,
432
+ "reference_sse": 41952.7265625,
433
+ "reference_energy": 2953991.0
434
  },
435
  {
436
+ "first_row": 83968,
437
  "rows": 1024,
438
+ "reference_sse": 34544.9609375,
439
+ "reference_energy": 2960798.0
440
  },
441
  {
442
+ "first_row": 84992,
443
  "rows": 1024,
444
+ "reference_sse": 47808.484375,
445
+ "reference_energy": 1471888.25
446
  },
447
  {
448
+ "first_row": 96256,
449
  "rows": 1024,
450
+ "reference_sse": 35335.703125,
451
+ "reference_energy": 1585144.375
452
  },
453
  {
454
+ "first_row": 97280,
455
  "rows": 1024,
456
+ "reference_sse": 34145.9140625,
457
+ "reference_energy": 3018246.0
458
  }
459
  ]
460
  },
461
+ "best_step": 5,
462
+ "steps_run": 30,
463
  "history": [
464
  {
465
  "step": 5,
466
  "validation": {
467
+ "target_rel": 0.02889075275987553,
468
+ "reference_rel": 0.1508177239791988,
469
+ "boundary_rel": 0.10229089807707814,
470
+ "bulk_rel": 0.028878369157048438,
471
+ "boundary_rows": 24
472
  },
473
  "reasoning_validation": null,
474
+ "training_probe_rel": 0.5484890495669379,
475
+ "batch_loss": 0.3223147988319397,
476
  "best_step": 5,
477
  "overfit_checks": 0,
478
+ "seconds": 51.724093437194824,
479
  "adaptive_schedule": {
480
+ "best": 0.02889075275987553,
481
+ "drop_after": 25,
482
  "relative_worsening": 0.001,
483
  "checks": 3,
484
+ "patience_updates": 10,
485
  "bad_checks": 0,
486
  "last_best": 5,
487
  "early_drop": false
 
489
  "adaptive_stop": false,
490
  "quantized_movement": {
491
  "codebook_changed": 0,
492
+ "codebook_values": 1466368,
493
+ "scales_changed": 52548402,
494
+ "scale_values": 52789248
495
  }
496
  },
497
  {
498
  "step": 10,
499
  "validation": {
500
+ "target_rel": 0.029551189394073772,
501
+ "reference_rel": 0.15081661862626627,
502
+ "boundary_rel": 0.10378254752584762,
503
+ "bulk_rel": 0.029538744503655866,
504
+ "boundary_rows": 24
505
  },
506
  "reasoning_validation": null,
507
+ "training_probe_rel": 0.5604102948541062,
508
+ "batch_loss": 0.3436766192317009,
509
+ "best_step": 5,
510
  "overfit_checks": 0,
511
+ "seconds": 126.51901364326477,
512
  "adaptive_schedule": {
513
+ "best": 0.02889075275987553,
514
+ "drop_after": 25,
515
  "relative_worsening": 0.001,
516
  "checks": 3,
517
+ "patience_updates": 10,
518
+ "bad_checks": 1,
519
+ "last_best": 5,
520
  "early_drop": false
521
  },
522
  "adaptive_stop": false,
523
  "quantized_movement": {
524
+ "codebook_changed": 48738,
525
+ "codebook_values": 1466368,
526
+ "scales_changed": 52594476,
527
+ "scale_values": 52789248
528
  }
529
  },
530
  {
531
  "step": 15,
532
  "validation": {
533
+ "target_rel": 0.02957601936620848,
534
+ "reference_rel": 0.15072002741125348,
535
+ "boundary_rel": 0.10366600734034433,
536
+ "bulk_rel": 0.029563617486335948,
537
+ "boundary_rows": 24
538
  },
539
  "reasoning_validation": null,
540
+ "training_probe_rel": 0.5615493216443849,
541
+ "batch_loss": 0.3271509110927582,
542
+ "best_step": 5,
543
  "overfit_checks": 0,
544
+ "seconds": 172.5356903076172,
545
  "adaptive_schedule": {
546
+ "best": 0.02889075275987553,
547
+ "drop_after": 25,
548
  "relative_worsening": 0.001,
549
  "checks": 3,
550
+ "patience_updates": 10,
551
+ "bad_checks": 2,
552
+ "last_best": 5,
553
  "early_drop": false
554
  },
555
  "adaptive_stop": false,
556
  "quantized_movement": {
557
+ "codebook_changed": 43502,
558
+ "codebook_values": 1466368,
559
+ "scales_changed": 52622438,
560
+ "scale_values": 52789248
561
  }
562
  },
563
  {
564
  "step": 20,
565
  "validation": {
566
+ "target_rel": 0.029500735995003923,
567
+ "reference_rel": 0.15075240707839377,
568
+ "boundary_rel": 0.10347320659434818,
569
+ "bulk_rel": 0.02948834707937198,
570
+ "boundary_rows": 24
571
  },
572
  "reasoning_validation": null,
573
+ "training_probe_rel": 0.5623146047892462,
574
+ "batch_loss": 0.332035094499588,
575
+ "best_step": 5,
576
  "overfit_checks": 0,
577
+ "seconds": 241.45248460769653,
578
  "adaptive_schedule": {
579
+ "best": 0.02889075275987553,
580
+ "drop_after": 20,
581
  "relative_worsening": 0.001,
582
  "checks": 3,
583
+ "patience_updates": 10,
584
+ "bad_checks": 3,
585
+ "last_best": 5,
586
+ "early_drop": true
587
  },
588
  "adaptive_stop": false,
589
  "quantized_movement": {
590
+ "codebook_changed": 44665,
591
+ "codebook_values": 1466368,
592
+ "scales_changed": 52638341,
593
+ "scale_values": 52789248
594
  }
595
  },
596
  {
597
  "step": 25,
598
  "validation": {
599
+ "target_rel": 0.0291958262617952,
600
+ "reference_rel": 0.15077553583930955,
601
+ "boundary_rel": 0.10244027010171676,
602
+ "bulk_rel": 0.029183555524524524,
603
+ "boundary_rows": 24
604
  },
605
  "reasoning_validation": null,
606
+ "training_probe_rel": 0.5555907011363737,
607
+ "batch_loss": 0.33126726746559143,
608
+ "best_step": 5,
609
  "overfit_checks": 0,
610
+ "seconds": 290.03742384910583,
611
  "adaptive_schedule": {
612
+ "best": 0.02889075275987553,
613
+ "drop_after": 20,
614
  "relative_worsening": 0.001,
615
  "checks": 3,
616
+ "patience_updates": 10,
617
+ "bad_checks": 3,
618
+ "last_best": 5,
619
+ "early_drop": true
620
  },
621
  "adaptive_stop": false,
622
  "quantized_movement": {
623
+ "codebook_changed": 22049,
624
+ "codebook_values": 1466368,
625
+ "scales_changed": 52640671,
626
+ "scale_values": 52789248
627
  }
628
  },
629
  {
630
  "step": 30,
631
  "validation": {
632
+ "target_rel": 0.0292824870433614,
633
+ "reference_rel": 0.15080328711061716,
634
+ "boundary_rel": 0.102827194871198,
635
+ "bulk_rel": 0.02927015877199554,
636
+ "boundary_rows": 24
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
637
  },
638
  "reasoning_validation": null,
639
+ "training_probe_rel": 0.5565036085677224,
640
+ "batch_loss": 0.3173023462295532,
641
+ "best_step": 5,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
642
  "overfit_checks": 0,
643
+ "seconds": 357.7028729915619,
644
  "adaptive_schedule": {
645
+ "best": 0.02889075275987553,
646
+ "drop_after": 20,
647
  "relative_worsening": 0.001,
648
  "checks": 3,
649
+ "patience_updates": 10,
650
+ "bad_checks": 3,
651
+ "last_best": 5,
652
+ "early_drop": true
653
  },
654
+ "adaptive_stop": true,
655
  "quantized_movement": {
656
+ "codebook_changed": 31553,
657
+ "codebook_values": 1466368,
658
+ "scales_changed": 52640564,
659
+ "scale_values": 52789248
660
  }
661
  }
662
  ],
663
  "index_reassignments": [
664
  {
665
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
666
+ "proposals": 352,
667
+ "accepted": 324,
668
+ "changed_groups": 466355,
669
+ "training_before": 11569.095703125,
670
+ "training_after": 11288.50390625,
671
  "acceptance": "proposal and separate training check batches",
672
+ "step": 10
673
  },
674
  {
675
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
676
+ "proposals": 354,
677
+ "accepted": 312,
678
+ "changed_groups": 415089,
679
+ "training_before": 11142.2265625,
680
+ "training_after": 10859.423828125,
681
  "acceptance": "proposal and separate training check batches",
682
+ "step": 20
683
  },
684
  {
685
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
686
+ "proposals": 354,
687
+ "accepted": 302,
688
+ "changed_groups": 347824,
689
+ "training_before": 10703.548828125,
690
+ "training_after": 10505.0126953125,
691
  "acceptance": "proposal and separate training check batches",
692
+ "step": 30
693
  }
694
  ],
695
  "coverage_threshold": 256,
 
700
  "parallelism": "expert-sharded coupled output",
701
  "arithmetic": "fp4_planes4_fp16_boundaries_v1",
702
  "scope": "text-only, cached prompt partitions; historical audit is development only",
703
+ "train_rows": 15007754,
704
  "validation_rows": 16384,
705
  "audit_rows": 16384,
706
  "complete": true