jarrelscy commited on
Commit
07721e3
·
verified ·
1 Parent(s): cdfa057

Replace layer 10 with same_input fp16-block PV (v4)

Browse files
arvq-layer-010-down.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5fa0f170ee16f0ec3282aff80d630cba732b39fdfc04349dcfe14d8f6f375835
3
- size 561572492
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:69d315727e7cdb1884b89759be39960ac08e688618166c866917ba2a6fb9c6e3
3
+ size 578579164
arvq-layer-010-gateup.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:a8caad34d5af8dfe9155440299592c99845001717df4b4c338e4e2e99b486402
3
- size 1122790036
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:58d0c079753ff41102cd1d7ad43d91e23fa2cb423bfc8baf563d4cd5c1b74fca
3
+ size 1156803300
cold_manifests/layer-010-manifest.json CHANGED
@@ -178,11 +178,11 @@
178
  "files": {
179
  "w13": {
180
  "file": "arvq-layer-010-gateup.safetensors",
181
- "sha256": "a8caad34d5af8dfe9155440299592c99845001717df4b4c338e4e2e99b486402"
182
  },
183
  "w2": {
184
  "file": "arvq-layer-010-down.safetensors",
185
- "sha256": "5fa0f170ee16f0ec3282aff80d630cba732b39fdfc04349dcfe14d8f6f375835"
186
  }
187
  },
188
  "per_proj": {
@@ -400,11 +400,719 @@
400
  "codebook_scope": "expert"
401
  }
402
  },
403
- "format": "rvq256_256x8_expert",
404
- "version": 3,
405
- "block_scale_dtype": "float8_e4m3fn",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
406
  "codebook_scope": "expert",
407
- "bits": 2.0625,
408
  "codebook_sizes": [
409
  256,
410
  256
@@ -414,7 +1122,6 @@
414
  8
415
  ],
416
  "words_per_tile": 64,
417
- "fit": "initial Hessian fit, no PV",
418
  "production_ready": false,
419
  "roundtrip": "all expert indices exact; 3 decoded weights/projection exact",
420
  "requires_8x8_loader_kernel": true
 
178
  "files": {
179
  "w13": {
180
  "file": "arvq-layer-010-gateup.safetensors",
181
+ "sha256": "58d0c079753ff41102cd1d7ad43d91e23fa2cb423bfc8baf563d4cd5c1b74fca"
182
  },
183
  "w2": {
184
  "file": "arvq-layer-010-down.safetensors",
185
+ "sha256": "69d315727e7cdb1884b89759be39960ac08e688618166c866917ba2a6fb9c6e3"
186
  }
187
  },
188
  "per_proj": {
 
400
  "codebook_scope": "expert"
401
  }
402
  },
403
+ "format": "rvq256_256x8_expert_fp16block",
404
+ "fit": "sequential same_input-trajectory gradient PV; recipe=full_corpus_sequence_pass_v1; updates=30",
405
+ "pv_report": {
406
+ "layer": 10,
407
+ "target": "same_input",
408
+ "recipe": "full_corpus_sequence_pass_v1",
409
+ "block_scale_dtype": "fp16",
410
+ "batch_tokens": 262144,
411
+ "sequence_order_sha256": "5e0ef183802009d0483fe37a60f5acd49dd99218130e0c952f097fa473d863bf",
412
+ "training_sequence_count": 14657,
413
+ "training_passes": 0.5240171180844249,
414
+ "training_tokens_seen": 7864320,
415
+ "adaptive_schedule": {
416
+ "best": 0.0013590989109528494,
417
+ "drop_after": 20,
418
+ "relative_worsening": 0.001,
419
+ "checks": 3,
420
+ "patience_updates": 10,
421
+ "bad_checks": 3,
422
+ "last_best": 5,
423
+ "early_drop": true
424
+ },
425
+ "refinement": null,
426
+ "lr_decay_after": 25,
427
+ "lr_decay_factor": 0.25,
428
+ "export_only": false,
429
+ "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
430
+ "codebook_lr": 0.048,
431
+ "scale_lr": 0.032,
432
+ "quantized_movement": {
433
+ "codebook_changed": 0,
434
+ "codebook_values": 1417216,
435
+ "scales_changed": 50803034,
436
+ "scale_values": 51019776
437
+ },
438
+ "initial_validation": {
439
+ "target_rel": 0.0014691753761509484,
440
+ "reference_rel": 0.00757221424788843,
441
+ "boundary_rel": 0.038534116155785836,
442
+ "bulk_rel": 0.0014680676177891438,
443
+ "boundary_rows": 24,
444
+ "windows": [
445
+ {
446
+ "first_row": 8192,
447
+ "rows": 1024,
448
+ "reference_sse": 25.011573791503906,
449
+ "reference_energy": 818861.0625
450
+ },
451
+ {
452
+ "first_row": 9216,
453
+ "rows": 1024,
454
+ "reference_sse": 24.216327667236328,
455
+ "reference_energy": 395314.8125
456
+ },
457
+ {
458
+ "first_row": 20480,
459
+ "rows": 1024,
460
+ "reference_sse": 18.150114059448242,
461
+ "reference_energy": 816017.5
462
+ },
463
+ {
464
+ "first_row": 21504,
465
+ "rows": 1024,
466
+ "reference_sse": 28.915172576904297,
467
+ "reference_energy": 358690.90625
468
+ },
469
+ {
470
+ "first_row": 32768,
471
+ "rows": 1024,
472
+ "reference_sse": 30.045124053955078,
473
+ "reference_energy": 818079.9375
474
+ },
475
+ {
476
+ "first_row": 33792,
477
+ "rows": 1024,
478
+ "reference_sse": 55.44493103027344,
479
+ "reference_energy": 362598.875
480
+ },
481
+ {
482
+ "first_row": 45056,
483
+ "rows": 1024,
484
+ "reference_sse": 34.00031280517578,
485
+ "reference_energy": 826767.625
486
+ },
487
+ {
488
+ "first_row": 46080,
489
+ "rows": 1024,
490
+ "reference_sse": 37.56602478027344,
491
+ "reference_energy": 801294.875
492
+ },
493
+ {
494
+ "first_row": 57344,
495
+ "rows": 1024,
496
+ "reference_sse": 47.160194396972656,
497
+ "reference_energy": 825061.25
498
+ },
499
+ {
500
+ "first_row": 58368,
501
+ "rows": 1024,
502
+ "reference_sse": 20.542570114135742,
503
+ "reference_energy": 828309.3125
504
+ },
505
+ {
506
+ "first_row": 69632,
507
+ "rows": 1024,
508
+ "reference_sse": 34.233123779296875,
509
+ "reference_energy": 807070.75
510
+ },
511
+ {
512
+ "first_row": 70656,
513
+ "rows": 1024,
514
+ "reference_sse": 39.41438674926758,
515
+ "reference_energy": 393484.0625
516
+ },
517
+ {
518
+ "first_row": 81920,
519
+ "rows": 1024,
520
+ "reference_sse": 34.145118713378906,
521
+ "reference_energy": 808544.6875
522
+ },
523
+ {
524
+ "first_row": 82944,
525
+ "rows": 1024,
526
+ "reference_sse": 48.22911071777344,
527
+ "reference_energy": 391114.875
528
+ },
529
+ {
530
+ "first_row": 94208,
531
+ "rows": 1024,
532
+ "reference_sse": 75.21992492675781,
533
+ "reference_energy": 807968.0
534
+ },
535
+ {
536
+ "first_row": 95232,
537
+ "rows": 1024,
538
+ "reference_sse": 47.30467987060547,
539
+ "reference_energy": 398008.8125
540
+ }
541
+ ]
542
+ },
543
+ "final_validation": {
544
+ "target_rel": 0.0013590989109528494,
545
+ "reference_rel": 0.007548822557842089,
546
+ "boundary_rel": 0.03751980130732277,
547
+ "bulk_rel": 0.0013579634441099313,
548
+ "boundary_rows": 24,
549
+ "windows": [
550
+ {
551
+ "first_row": 8192,
552
+ "rows": 1024,
553
+ "reference_sse": 24.689598083496094,
554
+ "reference_energy": 818861.0625
555
+ },
556
+ {
557
+ "first_row": 9216,
558
+ "rows": 1024,
559
+ "reference_sse": 24.096885681152344,
560
+ "reference_energy": 395314.8125
561
+ },
562
+ {
563
+ "first_row": 20480,
564
+ "rows": 1024,
565
+ "reference_sse": 17.838668823242188,
566
+ "reference_energy": 816017.5
567
+ },
568
+ {
569
+ "first_row": 21504,
570
+ "rows": 1024,
571
+ "reference_sse": 28.90283966064453,
572
+ "reference_energy": 358690.90625
573
+ },
574
+ {
575
+ "first_row": 32768,
576
+ "rows": 1024,
577
+ "reference_sse": 29.78082275390625,
578
+ "reference_energy": 818079.9375
579
+ },
580
+ {
581
+ "first_row": 33792,
582
+ "rows": 1024,
583
+ "reference_sse": 55.25505447387695,
584
+ "reference_energy": 362598.875
585
+ },
586
+ {
587
+ "first_row": 45056,
588
+ "rows": 1024,
589
+ "reference_sse": 33.86964797973633,
590
+ "reference_energy": 826767.625
591
+ },
592
+ {
593
+ "first_row": 46080,
594
+ "rows": 1024,
595
+ "reference_sse": 37.50640869140625,
596
+ "reference_energy": 801294.875
597
+ },
598
+ {
599
+ "first_row": 57344,
600
+ "rows": 1024,
601
+ "reference_sse": 47.149131774902344,
602
+ "reference_energy": 825061.25
603
+ },
604
+ {
605
+ "first_row": 58368,
606
+ "rows": 1024,
607
+ "reference_sse": 20.35894775390625,
608
+ "reference_energy": 828309.3125
609
+ },
610
+ {
611
+ "first_row": 69632,
612
+ "rows": 1024,
613
+ "reference_sse": 34.05101776123047,
614
+ "reference_energy": 807070.75
615
+ },
616
+ {
617
+ "first_row": 70656,
618
+ "rows": 1024,
619
+ "reference_sse": 39.05615997314453,
620
+ "reference_energy": 393484.0625
621
+ },
622
+ {
623
+ "first_row": 81920,
624
+ "rows": 1024,
625
+ "reference_sse": 33.821144104003906,
626
+ "reference_energy": 808544.6875
627
+ },
628
+ {
629
+ "first_row": 82944,
630
+ "rows": 1024,
631
+ "reference_sse": 47.861045837402344,
632
+ "reference_energy": 391114.875
633
+ },
634
+ {
635
+ "first_row": 94208,
636
+ "rows": 1024,
637
+ "reference_sse": 75.02511596679688,
638
+ "reference_energy": 807968.0
639
+ },
640
+ {
641
+ "first_row": 95232,
642
+ "rows": 1024,
643
+ "reference_sse": 46.63742446899414,
644
+ "reference_energy": 398008.8125
645
+ }
646
+ ]
647
+ },
648
+ "initial_reasoning_validation": null,
649
+ "final_reasoning_validation": null,
650
+ "validation_distribution": "reasoning only",
651
+ "serialized_validation": {
652
+ "target_rel": 0.0013590989109528494,
653
+ "reference_rel": 0.007548822557842089
654
+ },
655
+ "development_audit": {
656
+ "target_rel": 0.0021692622873737124,
657
+ "reference_rel": 0.009149897310529839,
658
+ "boundary_rel": 0.05932958864768074,
659
+ "bulk_rel": 0.0021685352613771717,
660
+ "boundary_rows": 10,
661
+ "windows": [
662
+ {
663
+ "first_row": 10240,
664
+ "rows": 1024,
665
+ "reference_sse": 127.5205078125,
666
+ "reference_energy": 784687.0
667
+ },
668
+ {
669
+ "first_row": 11264,
670
+ "rows": 1024,
671
+ "reference_sse": 48.958980560302734,
672
+ "reference_energy": 817930.875
673
+ },
674
+ {
675
+ "first_row": 22528,
676
+ "rows": 1024,
677
+ "reference_sse": 77.83999633789062,
678
+ "reference_energy": 395126.15625
679
+ },
680
+ {
681
+ "first_row": 23552,
682
+ "rows": 1024,
683
+ "reference_sse": 45.68903350830078,
684
+ "reference_energy": 389303.375
685
+ },
686
+ {
687
+ "first_row": 34816,
688
+ "rows": 1024,
689
+ "reference_sse": 61.118412017822266,
690
+ "reference_energy": 813355.8125
691
+ },
692
+ {
693
+ "first_row": 35840,
694
+ "rows": 1024,
695
+ "reference_sse": 45.03987121582031,
696
+ "reference_energy": 819497.0625
697
+ },
698
+ {
699
+ "first_row": 47104,
700
+ "rows": 1024,
701
+ "reference_sse": 45.806915283203125,
702
+ "reference_energy": 370809.5
703
+ },
704
+ {
705
+ "first_row": 48128,
706
+ "rows": 1024,
707
+ "reference_sse": 36.92018127441406,
708
+ "reference_energy": 392154.9375
709
+ },
710
+ {
711
+ "first_row": 59392,
712
+ "rows": 1024,
713
+ "reference_sse": 78.35218048095703,
714
+ "reference_energy": 793577.0625
715
+ },
716
+ {
717
+ "first_row": 60416,
718
+ "rows": 1024,
719
+ "reference_sse": 46.554595947265625,
720
+ "reference_energy": 802145.4375
721
+ },
722
+ {
723
+ "first_row": 71680,
724
+ "rows": 1024,
725
+ "reference_sse": 27.82541275024414,
726
+ "reference_energy": 809944.9375
727
+ },
728
+ {
729
+ "first_row": 72704,
730
+ "rows": 1024,
731
+ "reference_sse": 33.662200927734375,
732
+ "reference_energy": 818017.75
733
+ },
734
+ {
735
+ "first_row": 83968,
736
+ "rows": 1024,
737
+ "reference_sse": 69.15956115722656,
738
+ "reference_energy": 809467.125
739
+ },
740
+ {
741
+ "first_row": 84992,
742
+ "rows": 1024,
743
+ "reference_sse": 49.998619079589844,
744
+ "reference_energy": 379213.3125
745
+ },
746
+ {
747
+ "first_row": 96256,
748
+ "rows": 1024,
749
+ "reference_sse": 46.072628021240234,
750
+ "reference_energy": 387386.625
751
+ },
752
+ {
753
+ "first_row": 97280,
754
+ "rows": 1024,
755
+ "reference_sse": 30.550865173339844,
756
+ "reference_energy": 821868.25
757
+ }
758
+ ]
759
+ },
760
+ "initial_development_audit": {
761
+ "target_rel": 0.0023164123170559994,
762
+ "reference_rel": 0.009214108550176165,
763
+ "boundary_rel": 0.06188832313734172,
764
+ "bulk_rel": 0.002315671569128643,
765
+ "boundary_rows": 10,
766
+ "windows": [
767
+ {
768
+ "first_row": 10240,
769
+ "rows": 1024,
770
+ "reference_sse": 127.93661499023438,
771
+ "reference_energy": 784687.0
772
+ },
773
+ {
774
+ "first_row": 11264,
775
+ "rows": 1024,
776
+ "reference_sse": 50.33224105834961,
777
+ "reference_energy": 817930.875
778
+ },
779
+ {
780
+ "first_row": 22528,
781
+ "rows": 1024,
782
+ "reference_sse": 78.21121215820312,
783
+ "reference_energy": 395126.15625
784
+ },
785
+ {
786
+ "first_row": 23552,
787
+ "rows": 1024,
788
+ "reference_sse": 46.34546661376953,
789
+ "reference_energy": 389303.375
790
+ },
791
+ {
792
+ "first_row": 34816,
793
+ "rows": 1024,
794
+ "reference_sse": 62.206298828125,
795
+ "reference_energy": 813355.8125
796
+ },
797
+ {
798
+ "first_row": 35840,
799
+ "rows": 1024,
800
+ "reference_sse": 45.816673278808594,
801
+ "reference_energy": 819497.0625
802
+ },
803
+ {
804
+ "first_row": 47104,
805
+ "rows": 1024,
806
+ "reference_sse": 46.26963806152344,
807
+ "reference_energy": 370809.5
808
+ },
809
+ {
810
+ "first_row": 48128,
811
+ "rows": 1024,
812
+ "reference_sse": 37.560394287109375,
813
+ "reference_energy": 392154.9375
814
+ },
815
+ {
816
+ "first_row": 59392,
817
+ "rows": 1024,
818
+ "reference_sse": 79.11900329589844,
819
+ "reference_energy": 793577.0625
820
+ },
821
+ {
822
+ "first_row": 60416,
823
+ "rows": 1024,
824
+ "reference_sse": 47.35142517089844,
825
+ "reference_energy": 802145.4375
826
+ },
827
+ {
828
+ "first_row": 71680,
829
+ "rows": 1024,
830
+ "reference_sse": 28.685527801513672,
831
+ "reference_energy": 809944.9375
832
+ },
833
+ {
834
+ "first_row": 72704,
835
+ "rows": 1024,
836
+ "reference_sse": 34.45107650756836,
837
+ "reference_energy": 818017.75
838
+ },
839
+ {
840
+ "first_row": 83968,
841
+ "rows": 1024,
842
+ "reference_sse": 69.89288330078125,
843
+ "reference_energy": 809467.125
844
+ },
845
+ {
846
+ "first_row": 84992,
847
+ "rows": 1024,
848
+ "reference_sse": 50.83473205566406,
849
+ "reference_energy": 379213.3125
850
+ },
851
+ {
852
+ "first_row": 96256,
853
+ "rows": 1024,
854
+ "reference_sse": 46.66944885253906,
855
+ "reference_energy": 387386.625
856
+ },
857
+ {
858
+ "first_row": 97280,
859
+ "rows": 1024,
860
+ "reference_sse": 31.65604019165039,
861
+ "reference_energy": 821868.25
862
+ }
863
+ ]
864
+ },
865
+ "best_step": 5,
866
+ "steps_run": 30,
867
+ "history": [
868
+ {
869
+ "step": 5,
870
+ "validation": {
871
+ "target_rel": 0.0013590989109528494,
872
+ "reference_rel": 0.007548822557842089,
873
+ "boundary_rel": 0.03751980130732277,
874
+ "bulk_rel": 0.0013579634441099313,
875
+ "boundary_rows": 24
876
+ },
877
+ "reasoning_validation": null,
878
+ "training_probe_rel": 0.3762629768712852,
879
+ "batch_loss": 0.14867597818374634,
880
+ "best_step": 5,
881
+ "overfit_checks": 0,
882
+ "seconds": 52.50445556640625,
883
+ "adaptive_schedule": {
884
+ "best": 0.0013590989109528494,
885
+ "drop_after": 25,
886
+ "relative_worsening": 0.001,
887
+ "checks": 3,
888
+ "patience_updates": 10,
889
+ "bad_checks": 0,
890
+ "last_best": 5,
891
+ "early_drop": false
892
+ },
893
+ "adaptive_stop": false,
894
+ "quantized_movement": {
895
+ "codebook_changed": 0,
896
+ "codebook_values": 1417216,
897
+ "scales_changed": 50803034,
898
+ "scale_values": 51019776
899
+ }
900
+ },
901
+ {
902
+ "step": 10,
903
+ "validation": {
904
+ "target_rel": 0.0014300483157651677,
905
+ "reference_rel": 0.007562067924089202,
906
+ "boundary_rel": 0.0390911740123365,
907
+ "bulk_rel": 0.00142887693295051,
908
+ "boundary_rows": 24
909
+ },
910
+ "reasoning_validation": null,
911
+ "training_probe_rel": 0.39358266591663654,
912
+ "batch_loss": 0.1501602940261364,
913
+ "best_step": 5,
914
+ "overfit_checks": 0,
915
+ "seconds": 123.94567227363586,
916
+ "adaptive_schedule": {
917
+ "best": 0.0013590989109528494,
918
+ "drop_after": 25,
919
+ "relative_worsening": 0.001,
920
+ "checks": 3,
921
+ "patience_updates": 10,
922
+ "bad_checks": 1,
923
+ "last_best": 5,
924
+ "early_drop": false
925
+ },
926
+ "adaptive_stop": false,
927
+ "quantized_movement": {
928
+ "codebook_changed": 34490,
929
+ "codebook_values": 1417216,
930
+ "scales_changed": 50819149,
931
+ "scale_values": 51019776
932
+ }
933
+ },
934
+ {
935
+ "step": 15,
936
+ "validation": {
937
+ "target_rel": 0.0014328196562852125,
938
+ "reference_rel": 0.007559611099071919,
939
+ "boundary_rel": 0.03902326466804658,
940
+ "bulk_rel": 0.0014316546323392958,
941
+ "boundary_rows": 24
942
+ },
943
+ "reasoning_validation": null,
944
+ "training_probe_rel": 0.3950021383790322,
945
+ "batch_loss": 0.15294718742370605,
946
+ "best_step": 5,
947
+ "overfit_checks": 0,
948
+ "seconds": 176.7134509086609,
949
+ "adaptive_schedule": {
950
+ "best": 0.0013590989109528494,
951
+ "drop_after": 25,
952
+ "relative_worsening": 0.001,
953
+ "checks": 3,
954
+ "patience_updates": 10,
955
+ "bad_checks": 2,
956
+ "last_best": 5,
957
+ "early_drop": false
958
+ },
959
+ "adaptive_stop": false,
960
+ "quantized_movement": {
961
+ "codebook_changed": 34055,
962
+ "codebook_values": 1417216,
963
+ "scales_changed": 50841099,
964
+ "scale_values": 51019776
965
+ }
966
+ },
967
+ {
968
+ "step": 20,
969
+ "validation": {
970
+ "target_rel": 0.0014278821651175341,
971
+ "reference_rel": 0.0075594753554706455,
972
+ "boundary_rel": 0.03906809624635099,
973
+ "bulk_rel": 0.0014267103821219754,
974
+ "boundary_rows": 24
975
+ },
976
+ "reasoning_validation": null,
977
+ "training_probe_rel": 0.3923422959770039,
978
+ "batch_loss": 0.15226780995726585,
979
+ "best_step": 5,
980
+ "overfit_checks": 0,
981
+ "seconds": 252.63794350624084,
982
+ "adaptive_schedule": {
983
+ "best": 0.0013590989109528494,
984
+ "drop_after": 20,
985
+ "relative_worsening": 0.001,
986
+ "checks": 3,
987
+ "patience_updates": 10,
988
+ "bad_checks": 3,
989
+ "last_best": 5,
990
+ "early_drop": true
991
+ },
992
+ "adaptive_stop": false,
993
+ "quantized_movement": {
994
+ "codebook_changed": 37143,
995
+ "codebook_values": 1417216,
996
+ "scales_changed": 50860781,
997
+ "scale_values": 51019776
998
+ }
999
+ },
1000
+ {
1001
+ "step": 25,
1002
+ "validation": {
1003
+ "target_rel": 0.001385242950379184,
1004
+ "reference_rel": 0.007552490607965308,
1005
+ "boundary_rel": 0.03841918739769557,
1006
+ "bulk_rel": 0.001384074830625623,
1007
+ "boundary_rows": 24
1008
+ },
1009
+ "reasoning_validation": null,
1010
+ "training_probe_rel": 0.3817737838577274,
1011
+ "batch_loss": 0.14436077326536179,
1012
+ "best_step": 5,
1013
+ "overfit_checks": 0,
1014
+ "seconds": 305.20060777664185,
1015
+ "adaptive_schedule": {
1016
+ "best": 0.0013590989109528494,
1017
+ "drop_after": 20,
1018
+ "relative_worsening": 0.001,
1019
+ "checks": 3,
1020
+ "patience_updates": 10,
1021
+ "bad_checks": 3,
1022
+ "last_best": 5,
1023
+ "early_drop": true
1024
+ },
1025
+ "adaptive_stop": false,
1026
+ "quantized_movement": {
1027
+ "codebook_changed": 18399,
1028
+ "codebook_values": 1417216,
1029
+ "scales_changed": 50862629,
1030
+ "scale_values": 51019776
1031
+ }
1032
+ },
1033
+ {
1034
+ "step": 30,
1035
+ "validation": {
1036
+ "target_rel": 0.0013948087983861163,
1037
+ "reference_rel": 0.007553742631912449,
1038
+ "boundary_rel": 0.03850594950703197,
1039
+ "bulk_rel": 0.0013936434569979013,
1040
+ "boundary_rows": 24
1041
+ },
1042
+ "reasoning_validation": null,
1043
+ "training_probe_rel": 0.3831294769793443,
1044
+ "batch_loss": 0.1382920742034912,
1045
+ "best_step": 5,
1046
+ "overfit_checks": 0,
1047
+ "seconds": 379.96928453445435,
1048
+ "adaptive_schedule": {
1049
+ "best": 0.0013590989109528494,
1050
+ "drop_after": 20,
1051
+ "relative_worsening": 0.001,
1052
+ "checks": 3,
1053
+ "patience_updates": 10,
1054
+ "bad_checks": 3,
1055
+ "last_best": 5,
1056
+ "early_drop": true
1057
+ },
1058
+ "adaptive_stop": true,
1059
+ "quantized_movement": {
1060
+ "codebook_changed": 25267,
1061
+ "codebook_values": 1417216,
1062
+ "scales_changed": 50865210,
1063
+ "scale_values": 51019776
1064
+ }
1065
+ }
1066
+ ],
1067
+ "index_reassignments": [
1068
+ {
1069
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1070
+ "proposals": 346,
1071
+ "accepted": 276,
1072
+ "changed_groups": 147877,
1073
+ "training_before": 12.368152618408203,
1074
+ "training_after": 12.184597969055176,
1075
+ "acceptance": "proposal and separate training check batches",
1076
+ "step": 10
1077
+ },
1078
+ {
1079
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1080
+ "proposals": 346,
1081
+ "accepted": 272,
1082
+ "changed_groups": 131161,
1083
+ "training_before": 12.86461353302002,
1084
+ "training_after": 12.62559700012207,
1085
+ "acceptance": "proposal and separate training check batches",
1086
+ "step": 20
1087
+ },
1088
+ {
1089
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1090
+ "proposals": 346,
1091
+ "accepted": 258,
1092
+ "changed_groups": 112347,
1093
+ "training_before": 11.797676086425781,
1094
+ "training_after": 11.688483238220215,
1095
+ "acceptance": "proposal and separate training check batches",
1096
+ "step": 30
1097
+ }
1098
+ ],
1099
+ "coverage_threshold": 256,
1100
+ "checkpoint_selection": "held-out original reference trajectory for both arms",
1101
+ "world_size": 8,
1102
+ "microbatch": 65536,
1103
+ "proposal_communication": "sparse routed rows",
1104
+ "parallelism": "expert-sharded coupled output",
1105
+ "arithmetic": "fp4_planes4_fp16_boundaries_v1",
1106
+ "scope": "text-only, cached prompt partitions; historical audit is development only",
1107
+ "train_rows": 15007754,
1108
+ "validation_rows": 16384,
1109
+ "audit_rows": 16384,
1110
+ "complete": true
1111
+ },
1112
+ "version": 4,
1113
+ "block_scale_dtype": "float16",
1114
  "codebook_scope": "expert",
1115
+ "bits": 2.125,
1116
  "codebook_sizes": [
1117
  256,
1118
  256
 
1122
  8
1123
  ],
1124
  "words_per_tile": 64,
 
1125
  "production_ready": false,
1126
  "roundtrip": "all expert indices exact; 3 decoded weights/projection exact",
1127
  "requires_8x8_loader_kernel": true
gates_report.json CHANGED
@@ -212,8 +212,8 @@
212
  "arvq-layer-065-down.safetensors": "52afb5df3da9deea64d44bf9fd40a88a12c73bd8176b81ae549ed686ded0cd2a",
213
  "arvq-layer-073-gateup.safetensors": "25c14fc51c148f6cb3e197893112e048766cba5445b7f688a602268d31f5a52e",
214
  "arvq-layer-073-down.safetensors": "1612b3ac8cb15945418d8594c5e530f3c0c5ef2de65de8142f2fe1582618d076",
215
- "arvq-layer-010-gateup.safetensors": "a8caad34d5af8dfe9155440299592c99845001717df4b4c338e4e2e99b486402",
216
- "arvq-layer-010-down.safetensors": "5fa0f170ee16f0ec3282aff80d630cba732b39fdfc04349dcfe14d8f6f375835",
217
  "arvq-layer-018-gateup.safetensors": "02a8861c355c2d488e235d95aeaf63374b4e05e0be8bd819a7b64a4dfd5e7783",
218
  "arvq-layer-018-down.safetensors": "c49dc97779e3cb2ad9e3016e0235fc6eceb3027381316bd5aefbe1b08415c8c1",
219
  "arvq-layer-026-gateup.safetensors": "cf3598c73ff890d7f89d8472083971b20bdaa861f66d29a189b9fff3d5eeea29",
 
212
  "arvq-layer-065-down.safetensors": "52afb5df3da9deea64d44bf9fd40a88a12c73bd8176b81ae549ed686ded0cd2a",
213
  "arvq-layer-073-gateup.safetensors": "25c14fc51c148f6cb3e197893112e048766cba5445b7f688a602268d31f5a52e",
214
  "arvq-layer-073-down.safetensors": "1612b3ac8cb15945418d8594c5e530f3c0c5ef2de65de8142f2fe1582618d076",
215
+ "arvq-layer-010-gateup.safetensors": "58d0c079753ff41102cd1d7ad43d91e23fa2cb423bfc8baf563d4cd5c1b74fca",
216
+ "arvq-layer-010-down.safetensors": "69d315727e7cdb1884b89759be39960ac08e688618166c866917ba2a6fb9c6e3",
217
  "arvq-layer-018-gateup.safetensors": "02a8861c355c2d488e235d95aeaf63374b4e05e0be8bd819a7b64a4dfd5e7783",
218
  "arvq-layer-018-down.safetensors": "c49dc97779e3cb2ad9e3016e0235fc6eceb3027381316bd5aefbe1b08415c8c1",
219
  "arvq-layer-026-gateup.safetensors": "cf3598c73ff890d7f89d8472083971b20bdaa861f66d29a189b9fff3d5eeea29",
pv_layers/layer_010.json CHANGED
@@ -1,722 +1,695 @@
1
  {
2
  "layer": 10,
3
- "target": "reference",
4
  "recipe": "full_corpus_sequence_pass_v1",
 
5
  "batch_tokens": 262144,
6
- "sequence_order_sha256": "edebb22a5f7b34a6cbfa59c58aab9f111651d6ce0926212b5237dea3ef0ba485",
7
- "training_sequence_count": 17580,
8
- "training_passes": 1,
 
 
 
 
 
 
 
 
 
 
 
9
  "refinement": null,
10
- "lr_decay_after": 45,
11
  "lr_decay_factor": 0.25,
12
  "export_only": false,
13
  "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
14
  "codebook_lr": 0.048,
15
  "scale_lr": 0.032,
16
  "quantized_movement": {
17
- "codebook_changed": 39850,
18
- "codebook_values": 1785856,
19
- "scales_changed": 45997114,
20
- "scale_values": 64290816
21
  },
22
  "initial_validation": {
23
- "target_rel": 0.008668625735423947,
24
- "reference_rel": 0.008668625735423947,
 
 
 
25
  "windows": [
26
  {
27
- "first_row": 0,
28
  "rows": 1024,
29
- "reference_sse": 14.465118408203125,
30
- "reference_energy": 392863.125
31
  },
32
  {
33
- "first_row": 1024,
34
  "rows": 1024,
35
- "reference_sse": 21.57046127319336,
36
- "reference_energy": 389695.0625
37
  },
38
  {
39
- "first_row": 4096,
40
  "rows": 1024,
41
- "reference_sse": 23.406421661376953,
42
- "reference_energy": 812235.125
43
  },
44
  {
45
- "first_row": 5120,
46
  "rows": 1024,
47
- "reference_sse": 18.727806091308594,
48
- "reference_energy": 383176.9375
49
  },
50
  {
51
- "first_row": 8192,
52
  "rows": 1024,
53
- "reference_sse": 27.679866790771484,
54
- "reference_energy": 364837.125
55
  },
56
  {
57
- "first_row": 9216,
58
  "rows": 1024,
59
- "reference_sse": 74.04509735107422,
60
- "reference_energy": 1239463.875
61
  },
62
  {
63
- "first_row": 12288,
64
  "rows": 1024,
65
- "reference_sse": 24.614513397216797,
66
- "reference_energy": 357505.09375
67
  },
68
  {
69
- "first_row": 13312,
70
  "rows": 1024,
71
- "reference_sse": 10.71699333190918,
72
- "reference_energy": 390664.1875
73
  },
74
  {
75
- "first_row": 16384,
76
  "rows": 1024,
77
- "reference_sse": 20.56491470336914,
78
- "reference_energy": 389256.875
79
  },
80
  {
81
- "first_row": 17408,
82
  "rows": 1024,
83
- "reference_sse": 22.53394317626953,
84
- "reference_energy": 392338.125
85
  },
86
  {
87
- "first_row": 20480,
88
  "rows": 1024,
89
- "reference_sse": 10.120392799377441,
90
- "reference_energy": 397527.375
91
  },
92
  {
93
- "first_row": 21504,
94
  "rows": 1024,
95
- "reference_sse": 27.816390991210938,
96
- "reference_energy": 821198.9375
97
  },
98
  {
99
- "first_row": 24576,
100
  "rows": 1024,
101
- "reference_sse": 25.42807388305664,
102
- "reference_energy": 399991.03125
103
  },
104
  {
105
- "first_row": 25600,
106
  "rows": 1024,
107
- "reference_sse": 19.588132858276367,
108
- "reference_energy": 392244.25
109
  },
110
  {
111
- "first_row": 28672,
112
  "rows": 1024,
113
- "reference_sse": 236.20510864257812,
114
- "reference_energy": 363106.15625
115
  },
116
  {
117
- "first_row": 29696,
118
  "rows": 1024,
119
- "reference_sse": 15.036539077758789,
120
- "reference_energy": 398908.4375
121
  }
122
  ]
123
  },
124
  "final_validation": {
125
- "target_rel": 0.008423357403725084,
126
- "reference_rel": 0.008423357403725084,
 
 
 
127
  "windows": [
128
  {
129
- "first_row": 0,
130
  "rows": 1024,
131
- "reference_sse": 14.497093200683594,
132
- "reference_energy": 392863.125
133
  },
134
  {
135
- "first_row": 1024,
136
  "rows": 1024,
137
- "reference_sse": 21.419940948486328,
138
- "reference_energy": 389695.0625
139
  },
140
  {
141
- "first_row": 4096,
142
  "rows": 1024,
143
- "reference_sse": 22.04938316345215,
144
- "reference_energy": 812235.125
145
  },
146
  {
147
- "first_row": 5120,
148
  "rows": 1024,
149
- "reference_sse": 18.19477081298828,
150
- "reference_energy": 383176.9375
151
  },
152
  {
153
- "first_row": 8192,
154
  "rows": 1024,
155
- "reference_sse": 28.43381118774414,
156
- "reference_energy": 364837.125
157
  },
158
  {
159
- "first_row": 9216,
160
  "rows": 1024,
161
- "reference_sse": 59.54014587402344,
162
- "reference_energy": 1239463.875
163
  },
164
  {
165
- "first_row": 12288,
166
  "rows": 1024,
167
- "reference_sse": 25.61034393310547,
168
- "reference_energy": 357505.09375
169
  },
170
  {
171
- "first_row": 13312,
172
  "rows": 1024,
173
- "reference_sse": 10.676000595092773,
174
- "reference_energy": 390664.1875
175
  },
176
  {
177
- "first_row": 16384,
178
  "rows": 1024,
179
- "reference_sse": 19.431734085083008,
180
- "reference_energy": 389256.875
181
  },
182
  {
183
- "first_row": 17408,
184
  "rows": 1024,
185
- "reference_sse": 21.45085334777832,
186
- "reference_energy": 392338.125
187
  },
188
  {
189
- "first_row": 20480,
190
  "rows": 1024,
191
- "reference_sse": 10.466497421264648,
192
- "reference_energy": 397527.375
193
  },
194
  {
195
- "first_row": 21504,
196
  "rows": 1024,
197
- "reference_sse": 26.021892547607422,
198
- "reference_energy": 821198.9375
199
  },
200
  {
201
- "first_row": 24576,
202
  "rows": 1024,
203
- "reference_sse": 21.5968017578125,
204
- "reference_energy": 399991.03125
205
  },
206
  {
207
- "first_row": 25600,
208
  "rows": 1024,
209
- "reference_sse": 18.868202209472656,
210
- "reference_energy": 392244.25
211
  },
212
  {
213
- "first_row": 28672,
214
  "rows": 1024,
215
- "reference_sse": 225.302490234375,
216
- "reference_energy": 363106.15625
217
  },
218
  {
219
- "first_row": 29696,
220
  "rows": 1024,
221
- "reference_sse": 15.90488052368164,
222
- "reference_energy": 398908.4375
223
  }
224
  ]
225
  },
 
 
 
226
  "serialized_validation": {
227
- "target_rel": 0.008423357403725084,
228
- "reference_rel": 0.008423357403725084
229
  },
230
  "development_audit": {
231
- "target_rel": 0.00760554236609292,
232
- "reference_rel": 0.00760554236609292,
 
 
 
233
  "windows": [
234
  {
235
- "first_row": 2048,
236
  "rows": 1024,
237
- "reference_sse": 29.665719985961914,
238
- "reference_energy": 376103.0
239
  },
240
  {
241
- "first_row": 3072,
242
  "rows": 1024,
243
- "reference_sse": 11.892800331115723,
244
- "reference_energy": 397354.875
245
  },
246
  {
247
- "first_row": 6144,
248
  "rows": 1024,
249
- "reference_sse": 13.414108276367188,
250
- "reference_energy": 387594.8125
251
  },
252
  {
253
- "first_row": 7168,
254
  "rows": 1024,
255
- "reference_sse": 30.902999877929688,
256
- "reference_energy": 1257261.125
257
  },
258
  {
259
- "first_row": 10240,
260
  "rows": 1024,
261
- "reference_sse": 23.98065185546875,
262
- "reference_energy": 808922.3125
263
  },
264
  {
265
- "first_row": 11264,
266
  "rows": 1024,
267
- "reference_sse": 15.80724811553955,
268
- "reference_energy": 389928.46875
269
  },
270
  {
271
- "first_row": 14336,
272
  "rows": 1024,
273
- "reference_sse": 24.82379150390625,
274
- "reference_energy": 819631.8125
275
  },
276
  {
277
- "first_row": 15360,
278
  "rows": 1024,
279
- "reference_sse": 10.85435962677002,
280
- "reference_energy": 397707.84375
281
  },
282
  {
283
- "first_row": 18432,
284
  "rows": 1024,
285
- "reference_sse": 55.42243194580078,
286
- "reference_energy": 367698.75
287
  },
288
  {
289
- "first_row": 19456,
290
  "rows": 1024,
291
- "reference_sse": 32.35812759399414,
292
- "reference_energy": 402099.03125
293
  },
294
  {
295
- "first_row": 22528,
296
  "rows": 1024,
297
- "reference_sse": 96.14175415039062,
298
- "reference_energy": 380600.875
299
  },
300
  {
301
- "first_row": 23552,
302
  "rows": 1024,
303
- "reference_sse": 15.381338119506836,
304
- "reference_energy": 391321.15625
305
  },
306
  {
307
- "first_row": 26624,
308
  "rows": 1024,
309
- "reference_sse": 69.6849365234375,
310
- "reference_energy": 380397.59375
311
  },
312
  {
313
- "first_row": 27648,
314
  "rows": 1024,
315
- "reference_sse": 21.41775131225586,
316
- "reference_energy": 821517.25
317
  },
318
  {
319
- "first_row": 30720,
320
  "rows": 1024,
321
- "reference_sse": 19.980735778808594,
322
- "reference_energy": 368675.71875
323
  },
324
  {
325
- "first_row": 31744,
326
  "rows": 1024,
327
- "reference_sse": 10.961544036865234,
328
- "reference_energy": 397836.625
329
  }
330
  ]
331
  },
332
  "initial_development_audit": {
333
- "target_rel": 0.007676060569717764,
334
- "reference_rel": 0.007676060569717764,
 
 
 
335
  "windows": [
336
  {
337
- "first_row": 2048,
338
  "rows": 1024,
339
- "reference_sse": 29.57758140563965,
340
- "reference_energy": 376103.0
341
  },
342
  {
343
- "first_row": 3072,
344
  "rows": 1024,
345
- "reference_sse": 12.004722595214844,
346
- "reference_energy": 397354.875
347
  },
348
  {
349
- "first_row": 6144,
350
  "rows": 1024,
351
- "reference_sse": 13.581186294555664,
352
- "reference_energy": 387594.8125
353
  },
354
  {
355
- "first_row": 7168,
356
  "rows": 1024,
357
- "reference_sse": 31.787586212158203,
358
- "reference_energy": 1257261.125
359
  },
360
  {
361
- "first_row": 10240,
362
  "rows": 1024,
363
- "reference_sse": 26.258390426635742,
364
- "reference_energy": 808922.3125
365
  },
366
  {
367
- "first_row": 11264,
368
  "rows": 1024,
369
- "reference_sse": 15.526031494140625,
370
- "reference_energy": 389928.46875
371
  },
372
  {
373
- "first_row": 14336,
374
  "rows": 1024,
375
- "reference_sse": 25.996652603149414,
376
- "reference_energy": 819631.8125
377
  },
378
  {
379
- "first_row": 15360,
380
  "rows": 1024,
381
- "reference_sse": 10.959551811218262,
382
- "reference_energy": 397707.84375
383
  },
384
  {
385
- "first_row": 18432,
386
  "rows": 1024,
387
- "reference_sse": 57.34396743774414,
388
- "reference_energy": 367698.75
389
  },
390
  {
391
- "first_row": 19456,
392
  "rows": 1024,
393
- "reference_sse": 30.35947036743164,
394
- "reference_energy": 402099.03125
395
  },
396
  {
397
- "first_row": 22528,
398
  "rows": 1024,
399
- "reference_sse": 113.43617248535156,
400
- "reference_energy": 380600.875
401
  },
402
  {
403
- "first_row": 23552,
404
  "rows": 1024,
405
- "reference_sse": 15.237655639648438,
406
- "reference_energy": 391321.15625
407
  },
408
  {
409
- "first_row": 26624,
410
  "rows": 1024,
411
- "reference_sse": 56.838157653808594,
412
- "reference_energy": 380397.59375
413
  },
414
  {
415
- "first_row": 27648,
416
  "rows": 1024,
417
- "reference_sse": 22.00637435913086,
418
- "reference_energy": 821517.25
419
  },
420
  {
421
- "first_row": 30720,
422
  "rows": 1024,
423
- "reference_sse": 19.527013778686523,
424
- "reference_energy": 368675.71875
425
  },
426
  {
427
- "first_row": 31744,
428
  "rows": 1024,
429
- "reference_sse": 11.242240905761719,
430
- "reference_energy": 397836.625
431
  }
432
  ]
433
  },
434
- "best_step": 60,
435
- "steps_run": 69,
436
  "history": [
437
  {
438
  "step": 5,
439
  "validation": {
440
- "target_rel": 0.008638626346791222,
441
- "reference_rel": 0.008638626346791222
442
- },
443
- "training_probe_rel": 0.7497608783998135,
444
- "batch_loss": 0.450142577290535,
 
 
 
 
445
  "best_step": 5,
446
  "overfit_checks": 0,
447
- "seconds": 68.63827705383301,
 
 
 
 
 
 
 
 
 
 
 
448
  "quantized_movement": {
449
  "codebook_changed": 0,
450
- "codebook_values": 1785856,
451
- "scales_changed": 18860776,
452
- "scale_values": 64290816
453
  }
454
  },
455
  {
456
  "step": 10,
457
  "validation": {
458
- "target_rel": 0.00862401020262617,
459
- "reference_rel": 0.00862401020262617
460
- },
461
- "training_probe_rel": 0.7472994938326071,
462
- "batch_loss": 0.45770833641290665,
463
- "best_step": 10,
 
 
 
 
464
  "overfit_checks": 0,
465
- "seconds": 123.33858275413513,
 
 
 
 
 
 
 
 
 
 
 
466
  "quantized_movement": {
467
- "codebook_changed": 26364,
468
- "codebook_values": 1785856,
469
- "scales_changed": 28165176,
470
- "scale_values": 64290816
471
  }
472
  },
473
  {
474
  "step": 15,
475
  "validation": {
476
- "target_rel": 0.008614668139960709,
477
- "reference_rel": 0.008614668139960709
478
- },
479
- "training_probe_rel": 0.7429470344433985,
480
- "batch_loss": 0.49942465871572495,
481
- "best_step": 15,
 
 
 
 
482
  "overfit_checks": 0,
483
- "seconds": 178.73549437522888,
 
 
 
 
 
 
 
 
 
 
 
484
  "quantized_movement": {
485
- "codebook_changed": 23780,
486
- "codebook_values": 1785856,
487
- "scales_changed": 33884957,
488
- "scale_values": 64290816
489
  }
490
  },
491
  {
492
  "step": 20,
493
  "validation": {
494
- "target_rel": 0.008607531231654489,
495
- "reference_rel": 0.008607531231654489
496
- },
497
- "training_probe_rel": 0.7406412913330852,
498
- "batch_loss": 1.0470550805330276,
499
- "best_step": 20,
 
 
 
 
500
  "overfit_checks": 0,
501
- "seconds": 264.24960565567017,
 
 
 
 
 
 
 
 
 
 
 
502
  "quantized_movement": {
503
- "codebook_changed": 27251,
504
- "codebook_values": 1785856,
505
- "scales_changed": 38043697,
506
- "scale_values": 64290816
507
  }
508
  },
509
  {
510
  "step": 25,
511
  "validation": {
512
- "target_rel": 0.008591169803606176,
513
- "reference_rel": 0.008591169803606176
514
- },
515
- "training_probe_rel": 0.7467721708308225,
516
- "batch_loss": 0.7952140122652054,
517
- "best_step": 25,
 
 
 
 
518
  "overfit_checks": 0,
519
- "seconds": 324.5457932949066,
 
 
 
 
 
 
 
 
 
 
 
520
  "quantized_movement": {
521
- "codebook_changed": 29244,
522
- "codebook_values": 1785856,
523
- "scales_changed": 40658078,
524
- "scale_values": 64290816
525
  }
526
  },
527
  {
528
  "step": 30,
529
  "validation": {
530
- "target_rel": 0.008583588678817068,
531
- "reference_rel": 0.008583588678817068
532
- },
533
- "training_probe_rel": 0.7535473514754558,
534
- "batch_loss": 0.504750207066536,
535
- "best_step": 30,
536
- "overfit_checks": 0,
537
- "seconds": 382.5267930030823,
538
- "quantized_movement": {
539
- "codebook_changed": 36071,
540
- "codebook_values": 1785856,
541
- "scales_changed": 42372691,
542
- "scale_values": 64290816
543
- }
544
- },
545
- {
546
- "step": 35,
547
- "validation": {
548
- "target_rel": 0.008538740939152464,
549
- "reference_rel": 0.008538740939152464
550
- },
551
- "training_probe_rel": 0.7418082291516714,
552
- "batch_loss": 0.5733157768845558,
553
- "best_step": 35,
554
- "overfit_checks": 0,
555
- "seconds": 444.4143662452698,
556
- "quantized_movement": {
557
- "codebook_changed": 37605,
558
- "codebook_values": 1785856,
559
- "scales_changed": 43638274,
560
- "scale_values": 64290816
561
- }
562
- },
563
- {
564
- "step": 40,
565
- "validation": {
566
- "target_rel": 0.008502480845425696,
567
- "reference_rel": 0.008502480845425696
568
- },
569
- "training_probe_rel": 0.7394138526117294,
570
- "batch_loss": 0.4780666083097458,
571
- "best_step": 40,
572
- "overfit_checks": 0,
573
- "seconds": 522.1349129676819,
574
- "quantized_movement": {
575
- "codebook_changed": 39374,
576
- "codebook_values": 1785856,
577
- "scales_changed": 44668980,
578
- "scale_values": 64290816
579
- }
580
- },
581
- {
582
- "step": 45,
583
- "validation": {
584
- "target_rel": 0.00847172045436302,
585
- "reference_rel": 0.00847172045436302
586
- },
587
- "training_probe_rel": 0.739342516469263,
588
- "batch_loss": 0.5243113115429878,
589
- "best_step": 45,
590
- "overfit_checks": 0,
591
- "seconds": 588.7654314041138,
592
- "quantized_movement": {
593
- "codebook_changed": 41602,
594
- "codebook_values": 1785856,
595
- "scales_changed": 45533261,
596
- "scale_values": 64290816
597
- }
598
- },
599
- {
600
- "step": 50,
601
- "validation": {
602
- "target_rel": 0.008447133695815182,
603
- "reference_rel": 0.008447133695815182
604
- },
605
- "training_probe_rel": 0.7376622919383926,
606
- "batch_loss": 0.43710745871067047,
607
- "best_step": 50,
608
- "overfit_checks": 0,
609
- "seconds": 643.7460918426514,
610
- "quantized_movement": {
611
- "codebook_changed": 37834,
612
- "codebook_values": 1785856,
613
- "scales_changed": 45708133,
614
- "scale_values": 64290816
615
- }
616
- },
617
- {
618
- "step": 55,
619
- "validation": {
620
- "target_rel": 0.008429462950427385,
621
- "reference_rel": 0.008429462950427385
622
- },
623
- "training_probe_rel": 0.7359210625531081,
624
- "batch_loss": 0.4349115490913391,
625
- "best_step": 55,
626
- "overfit_checks": 0,
627
- "seconds": 706.5978412628174,
628
- "quantized_movement": {
629
- "codebook_changed": 38982,
630
- "codebook_values": 1785856,
631
- "scales_changed": 45863107,
632
- "scale_values": 64290816
633
- }
634
- },
635
- {
636
- "step": 60,
637
- "validation": {
638
- "target_rel": 0.008423357403725084,
639
- "reference_rel": 0.008423357403725084
640
- },
641
- "training_probe_rel": 0.7346951180068357,
642
- "batch_loss": 0.5048127323389053,
643
- "best_step": 60,
644
- "overfit_checks": 0,
645
- "seconds": 785.3342144489288,
646
- "quantized_movement": {
647
- "codebook_changed": 39850,
648
- "codebook_values": 1785856,
649
- "scales_changed": 45997114,
650
- "scale_values": 64290816
651
- }
652
- },
653
- {
654
- "step": 65,
655
- "validation": {
656
- "target_rel": 0.008439479778571537,
657
- "reference_rel": 0.008439479778571537
658
- },
659
- "training_probe_rel": 0.7347082467832423,
660
- "batch_loss": 0.42977412790060043,
661
- "best_step": 60,
662
- "overfit_checks": 0,
663
- "seconds": 844.6250803470612,
664
- "quantized_movement": {
665
- "codebook_changed": 40468,
666
- "codebook_values": 1785856,
667
- "scales_changed": 46118949,
668
- "scale_values": 64290816
669
- }
670
- },
671
- {
672
- "step": 69,
673
- "validation": {
674
- "target_rel": 0.008437246734864826,
675
- "reference_rel": 0.008437246734864826
676
- },
677
- "training_probe_rel": 0.7365370117527309,
678
- "batch_loss": 0.4468318670988083,
679
- "best_step": 60,
680
  "overfit_checks": 0,
681
- "seconds": 892.621701002121,
 
 
 
 
 
 
 
 
 
 
 
682
  "quantized_movement": {
683
- "codebook_changed": 39989,
684
- "codebook_values": 1785856,
685
- "scales_changed": 46219466,
686
- "scale_values": 64290816
687
  }
688
  }
689
  ],
690
  "index_reassignments": [
691
  {
692
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
693
- "proposals": 434,
694
- "accepted": 366,
695
- "changed_groups": 178813,
696
- "training_before": 207.76788330078125,
697
- "training_after": 206.379638671875,
698
  "acceptance": "proposal and separate training check batches",
699
- "step": 20
700
  },
701
  {
702
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
703
- "proposals": 436,
704
- "accepted": 357,
705
- "changed_groups": 192522,
706
- "training_before": 199.30587768554688,
707
- "training_after": 198.55943298339844,
708
  "acceptance": "proposal and separate training check batches",
709
- "step": 40
710
  },
711
  {
712
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
713
- "proposals": 436,
714
- "accepted": 269,
715
- "changed_groups": 158875,
716
- "training_before": 317.95416259765625,
717
- "training_after": 316.8648681640625,
718
  "acceptance": "proposal and separate training check batches",
719
- "step": 60
720
  }
721
  ],
722
  "coverage_threshold": 256,
@@ -727,7 +700,7 @@
727
  "parallelism": "expert-sharded coupled output",
728
  "arithmetic": "fp4_planes4_fp16_boundaries_v1",
729
  "scope": "text-only, cached prompt partitions; historical audit is development only",
730
- "train_rows": 18001846,
731
  "validation_rows": 16384,
732
  "audit_rows": 16384,
733
  "complete": true
 
1
  {
2
  "layer": 10,
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": 0.0013590989109528494,
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": 1417216,
31
+ "scales_changed": 50803034,
32
+ "scale_values": 51019776
33
  },
34
  "initial_validation": {
35
+ "target_rel": 0.0014691753761509484,
36
+ "reference_rel": 0.00757221424788843,
37
+ "boundary_rel": 0.038534116155785836,
38
+ "bulk_rel": 0.0014680676177891438,
39
+ "boundary_rows": 24,
40
  "windows": [
41
  {
42
+ "first_row": 8192,
43
  "rows": 1024,
44
+ "reference_sse": 25.011573791503906,
45
+ "reference_energy": 818861.0625
46
  },
47
  {
48
+ "first_row": 9216,
49
  "rows": 1024,
50
+ "reference_sse": 24.216327667236328,
51
+ "reference_energy": 395314.8125
52
  },
53
  {
54
+ "first_row": 20480,
55
  "rows": 1024,
56
+ "reference_sse": 18.150114059448242,
57
+ "reference_energy": 816017.5
58
  },
59
  {
60
+ "first_row": 21504,
61
  "rows": 1024,
62
+ "reference_sse": 28.915172576904297,
63
+ "reference_energy": 358690.90625
64
  },
65
  {
66
+ "first_row": 32768,
67
  "rows": 1024,
68
+ "reference_sse": 30.045124053955078,
69
+ "reference_energy": 818079.9375
70
  },
71
  {
72
+ "first_row": 33792,
73
  "rows": 1024,
74
+ "reference_sse": 55.44493103027344,
75
+ "reference_energy": 362598.875
76
  },
77
  {
78
+ "first_row": 45056,
79
  "rows": 1024,
80
+ "reference_sse": 34.00031280517578,
81
+ "reference_energy": 826767.625
82
  },
83
  {
84
+ "first_row": 46080,
85
  "rows": 1024,
86
+ "reference_sse": 37.56602478027344,
87
+ "reference_energy": 801294.875
88
  },
89
  {
90
+ "first_row": 57344,
91
  "rows": 1024,
92
+ "reference_sse": 47.160194396972656,
93
+ "reference_energy": 825061.25
94
  },
95
  {
96
+ "first_row": 58368,
97
  "rows": 1024,
98
+ "reference_sse": 20.542570114135742,
99
+ "reference_energy": 828309.3125
100
  },
101
  {
102
+ "first_row": 69632,
103
  "rows": 1024,
104
+ "reference_sse": 34.233123779296875,
105
+ "reference_energy": 807070.75
106
  },
107
  {
108
+ "first_row": 70656,
109
  "rows": 1024,
110
+ "reference_sse": 39.41438674926758,
111
+ "reference_energy": 393484.0625
112
  },
113
  {
114
+ "first_row": 81920,
115
  "rows": 1024,
116
+ "reference_sse": 34.145118713378906,
117
+ "reference_energy": 808544.6875
118
  },
119
  {
120
+ "first_row": 82944,
121
  "rows": 1024,
122
+ "reference_sse": 48.22911071777344,
123
+ "reference_energy": 391114.875
124
  },
125
  {
126
+ "first_row": 94208,
127
  "rows": 1024,
128
+ "reference_sse": 75.21992492675781,
129
+ "reference_energy": 807968.0
130
  },
131
  {
132
+ "first_row": 95232,
133
  "rows": 1024,
134
+ "reference_sse": 47.30467987060547,
135
+ "reference_energy": 398008.8125
136
  }
137
  ]
138
  },
139
  "final_validation": {
140
+ "target_rel": 0.0013590989109528494,
141
+ "reference_rel": 0.007548822557842089,
142
+ "boundary_rel": 0.03751980130732277,
143
+ "bulk_rel": 0.0013579634441099313,
144
+ "boundary_rows": 24,
145
  "windows": [
146
  {
147
+ "first_row": 8192,
148
  "rows": 1024,
149
+ "reference_sse": 24.689598083496094,
150
+ "reference_energy": 818861.0625
151
  },
152
  {
153
+ "first_row": 9216,
154
  "rows": 1024,
155
+ "reference_sse": 24.096885681152344,
156
+ "reference_energy": 395314.8125
157
  },
158
  {
159
+ "first_row": 20480,
160
  "rows": 1024,
161
+ "reference_sse": 17.838668823242188,
162
+ "reference_energy": 816017.5
163
  },
164
  {
165
+ "first_row": 21504,
166
  "rows": 1024,
167
+ "reference_sse": 28.90283966064453,
168
+ "reference_energy": 358690.90625
169
  },
170
  {
171
+ "first_row": 32768,
172
  "rows": 1024,
173
+ "reference_sse": 29.78082275390625,
174
+ "reference_energy": 818079.9375
175
  },
176
  {
177
+ "first_row": 33792,
178
  "rows": 1024,
179
+ "reference_sse": 55.25505447387695,
180
+ "reference_energy": 362598.875
181
  },
182
  {
183
+ "first_row": 45056,
184
  "rows": 1024,
185
+ "reference_sse": 33.86964797973633,
186
+ "reference_energy": 826767.625
187
  },
188
  {
189
+ "first_row": 46080,
190
  "rows": 1024,
191
+ "reference_sse": 37.50640869140625,
192
+ "reference_energy": 801294.875
193
  },
194
  {
195
+ "first_row": 57344,
196
  "rows": 1024,
197
+ "reference_sse": 47.149131774902344,
198
+ "reference_energy": 825061.25
199
  },
200
  {
201
+ "first_row": 58368,
202
  "rows": 1024,
203
+ "reference_sse": 20.35894775390625,
204
+ "reference_energy": 828309.3125
205
  },
206
  {
207
+ "first_row": 69632,
208
  "rows": 1024,
209
+ "reference_sse": 34.05101776123047,
210
+ "reference_energy": 807070.75
211
  },
212
  {
213
+ "first_row": 70656,
214
  "rows": 1024,
215
+ "reference_sse": 39.05615997314453,
216
+ "reference_energy": 393484.0625
217
  },
218
  {
219
+ "first_row": 81920,
220
  "rows": 1024,
221
+ "reference_sse": 33.821144104003906,
222
+ "reference_energy": 808544.6875
223
  },
224
  {
225
+ "first_row": 82944,
226
  "rows": 1024,
227
+ "reference_sse": 47.861045837402344,
228
+ "reference_energy": 391114.875
229
  },
230
  {
231
+ "first_row": 94208,
232
  "rows": 1024,
233
+ "reference_sse": 75.02511596679688,
234
+ "reference_energy": 807968.0
235
  },
236
  {
237
+ "first_row": 95232,
238
  "rows": 1024,
239
+ "reference_sse": 46.63742446899414,
240
+ "reference_energy": 398008.8125
241
  }
242
  ]
243
  },
244
+ "initial_reasoning_validation": null,
245
+ "final_reasoning_validation": null,
246
+ "validation_distribution": "reasoning only",
247
  "serialized_validation": {
248
+ "target_rel": 0.0013590989109528494,
249
+ "reference_rel": 0.007548822557842089
250
  },
251
  "development_audit": {
252
+ "target_rel": 0.0021692622873737124,
253
+ "reference_rel": 0.009149897310529839,
254
+ "boundary_rel": 0.05932958864768074,
255
+ "bulk_rel": 0.0021685352613771717,
256
+ "boundary_rows": 10,
257
  "windows": [
258
  {
259
+ "first_row": 10240,
260
  "rows": 1024,
261
+ "reference_sse": 127.5205078125,
262
+ "reference_energy": 784687.0
263
  },
264
  {
265
+ "first_row": 11264,
266
  "rows": 1024,
267
+ "reference_sse": 48.958980560302734,
268
+ "reference_energy": 817930.875
269
  },
270
  {
271
+ "first_row": 22528,
272
  "rows": 1024,
273
+ "reference_sse": 77.83999633789062,
274
+ "reference_energy": 395126.15625
275
  },
276
  {
277
+ "first_row": 23552,
278
  "rows": 1024,
279
+ "reference_sse": 45.68903350830078,
280
+ "reference_energy": 389303.375
281
  },
282
  {
283
+ "first_row": 34816,
284
  "rows": 1024,
285
+ "reference_sse": 61.118412017822266,
286
+ "reference_energy": 813355.8125
287
  },
288
  {
289
+ "first_row": 35840,
290
  "rows": 1024,
291
+ "reference_sse": 45.03987121582031,
292
+ "reference_energy": 819497.0625
293
  },
294
  {
295
+ "first_row": 47104,
296
  "rows": 1024,
297
+ "reference_sse": 45.806915283203125,
298
+ "reference_energy": 370809.5
299
  },
300
  {
301
+ "first_row": 48128,
302
  "rows": 1024,
303
+ "reference_sse": 36.92018127441406,
304
+ "reference_energy": 392154.9375
305
  },
306
  {
307
+ "first_row": 59392,
308
  "rows": 1024,
309
+ "reference_sse": 78.35218048095703,
310
+ "reference_energy": 793577.0625
311
  },
312
  {
313
+ "first_row": 60416,
314
  "rows": 1024,
315
+ "reference_sse": 46.554595947265625,
316
+ "reference_energy": 802145.4375
317
  },
318
  {
319
+ "first_row": 71680,
320
  "rows": 1024,
321
+ "reference_sse": 27.82541275024414,
322
+ "reference_energy": 809944.9375
323
  },
324
  {
325
+ "first_row": 72704,
326
  "rows": 1024,
327
+ "reference_sse": 33.662200927734375,
328
+ "reference_energy": 818017.75
329
  },
330
  {
331
+ "first_row": 83968,
332
  "rows": 1024,
333
+ "reference_sse": 69.15956115722656,
334
+ "reference_energy": 809467.125
335
  },
336
  {
337
+ "first_row": 84992,
338
  "rows": 1024,
339
+ "reference_sse": 49.998619079589844,
340
+ "reference_energy": 379213.3125
341
  },
342
  {
343
+ "first_row": 96256,
344
  "rows": 1024,
345
+ "reference_sse": 46.072628021240234,
346
+ "reference_energy": 387386.625
347
  },
348
  {
349
+ "first_row": 97280,
350
  "rows": 1024,
351
+ "reference_sse": 30.550865173339844,
352
+ "reference_energy": 821868.25
353
  }
354
  ]
355
  },
356
  "initial_development_audit": {
357
+ "target_rel": 0.0023164123170559994,
358
+ "reference_rel": 0.009214108550176165,
359
+ "boundary_rel": 0.06188832313734172,
360
+ "bulk_rel": 0.002315671569128643,
361
+ "boundary_rows": 10,
362
  "windows": [
363
  {
364
+ "first_row": 10240,
365
  "rows": 1024,
366
+ "reference_sse": 127.93661499023438,
367
+ "reference_energy": 784687.0
368
  },
369
  {
370
+ "first_row": 11264,
371
  "rows": 1024,
372
+ "reference_sse": 50.33224105834961,
373
+ "reference_energy": 817930.875
374
  },
375
  {
376
+ "first_row": 22528,
377
  "rows": 1024,
378
+ "reference_sse": 78.21121215820312,
379
+ "reference_energy": 395126.15625
380
  },
381
  {
382
+ "first_row": 23552,
383
  "rows": 1024,
384
+ "reference_sse": 46.34546661376953,
385
+ "reference_energy": 389303.375
386
  },
387
  {
388
+ "first_row": 34816,
389
  "rows": 1024,
390
+ "reference_sse": 62.206298828125,
391
+ "reference_energy": 813355.8125
392
  },
393
  {
394
+ "first_row": 35840,
395
  "rows": 1024,
396
+ "reference_sse": 45.816673278808594,
397
+ "reference_energy": 819497.0625
398
  },
399
  {
400
+ "first_row": 47104,
401
  "rows": 1024,
402
+ "reference_sse": 46.26963806152344,
403
+ "reference_energy": 370809.5
404
  },
405
  {
406
+ "first_row": 48128,
407
  "rows": 1024,
408
+ "reference_sse": 37.560394287109375,
409
+ "reference_energy": 392154.9375
410
  },
411
  {
412
+ "first_row": 59392,
413
  "rows": 1024,
414
+ "reference_sse": 79.11900329589844,
415
+ "reference_energy": 793577.0625
416
  },
417
  {
418
+ "first_row": 60416,
419
  "rows": 1024,
420
+ "reference_sse": 47.35142517089844,
421
+ "reference_energy": 802145.4375
422
  },
423
  {
424
+ "first_row": 71680,
425
  "rows": 1024,
426
+ "reference_sse": 28.685527801513672,
427
+ "reference_energy": 809944.9375
428
  },
429
  {
430
+ "first_row": 72704,
431
  "rows": 1024,
432
+ "reference_sse": 34.45107650756836,
433
+ "reference_energy": 818017.75
434
  },
435
  {
436
+ "first_row": 83968,
437
  "rows": 1024,
438
+ "reference_sse": 69.89288330078125,
439
+ "reference_energy": 809467.125
440
  },
441
  {
442
+ "first_row": 84992,
443
  "rows": 1024,
444
+ "reference_sse": 50.83473205566406,
445
+ "reference_energy": 379213.3125
446
  },
447
  {
448
+ "first_row": 96256,
449
  "rows": 1024,
450
+ "reference_sse": 46.66944885253906,
451
+ "reference_energy": 387386.625
452
  },
453
  {
454
+ "first_row": 97280,
455
  "rows": 1024,
456
+ "reference_sse": 31.65604019165039,
457
+ "reference_energy": 821868.25
458
  }
459
  ]
460
  },
461
+ "best_step": 5,
462
+ "steps_run": 30,
463
  "history": [
464
  {
465
  "step": 5,
466
  "validation": {
467
+ "target_rel": 0.0013590989109528494,
468
+ "reference_rel": 0.007548822557842089,
469
+ "boundary_rel": 0.03751980130732277,
470
+ "bulk_rel": 0.0013579634441099313,
471
+ "boundary_rows": 24
472
+ },
473
+ "reasoning_validation": null,
474
+ "training_probe_rel": 0.3762629768712852,
475
+ "batch_loss": 0.14867597818374634,
476
  "best_step": 5,
477
  "overfit_checks": 0,
478
+ "seconds": 52.50445556640625,
479
+ "adaptive_schedule": {
480
+ "best": 0.0013590989109528494,
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
488
+ },
489
+ "adaptive_stop": false,
490
  "quantized_movement": {
491
  "codebook_changed": 0,
492
+ "codebook_values": 1417216,
493
+ "scales_changed": 50803034,
494
+ "scale_values": 51019776
495
  }
496
  },
497
  {
498
  "step": 10,
499
  "validation": {
500
+ "target_rel": 0.0014300483157651677,
501
+ "reference_rel": 0.007562067924089202,
502
+ "boundary_rel": 0.0390911740123365,
503
+ "bulk_rel": 0.00142887693295051,
504
+ "boundary_rows": 24
505
+ },
506
+ "reasoning_validation": null,
507
+ "training_probe_rel": 0.39358266591663654,
508
+ "batch_loss": 0.1501602940261364,
509
+ "best_step": 5,
510
  "overfit_checks": 0,
511
+ "seconds": 123.94567227363586,
512
+ "adaptive_schedule": {
513
+ "best": 0.0013590989109528494,
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": 34490,
525
+ "codebook_values": 1417216,
526
+ "scales_changed": 50819149,
527
+ "scale_values": 51019776
528
  }
529
  },
530
  {
531
  "step": 15,
532
  "validation": {
533
+ "target_rel": 0.0014328196562852125,
534
+ "reference_rel": 0.007559611099071919,
535
+ "boundary_rel": 0.03902326466804658,
536
+ "bulk_rel": 0.0014316546323392958,
537
+ "boundary_rows": 24
538
+ },
539
+ "reasoning_validation": null,
540
+ "training_probe_rel": 0.3950021383790322,
541
+ "batch_loss": 0.15294718742370605,
542
+ "best_step": 5,
543
  "overfit_checks": 0,
544
+ "seconds": 176.7134509086609,
545
+ "adaptive_schedule": {
546
+ "best": 0.0013590989109528494,
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": 34055,
558
+ "codebook_values": 1417216,
559
+ "scales_changed": 50841099,
560
+ "scale_values": 51019776
561
  }
562
  },
563
  {
564
  "step": 20,
565
  "validation": {
566
+ "target_rel": 0.0014278821651175341,
567
+ "reference_rel": 0.0075594753554706455,
568
+ "boundary_rel": 0.03906809624635099,
569
+ "bulk_rel": 0.0014267103821219754,
570
+ "boundary_rows": 24
571
+ },
572
+ "reasoning_validation": null,
573
+ "training_probe_rel": 0.3923422959770039,
574
+ "batch_loss": 0.15226780995726585,
575
+ "best_step": 5,
576
  "overfit_checks": 0,
577
+ "seconds": 252.63794350624084,
578
+ "adaptive_schedule": {
579
+ "best": 0.0013590989109528494,
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": 37143,
591
+ "codebook_values": 1417216,
592
+ "scales_changed": 50860781,
593
+ "scale_values": 51019776
594
  }
595
  },
596
  {
597
  "step": 25,
598
  "validation": {
599
+ "target_rel": 0.001385242950379184,
600
+ "reference_rel": 0.007552490607965308,
601
+ "boundary_rel": 0.03841918739769557,
602
+ "bulk_rel": 0.001384074830625623,
603
+ "boundary_rows": 24
604
+ },
605
+ "reasoning_validation": null,
606
+ "training_probe_rel": 0.3817737838577274,
607
+ "batch_loss": 0.14436077326536179,
608
+ "best_step": 5,
609
  "overfit_checks": 0,
610
+ "seconds": 305.20060777664185,
611
+ "adaptive_schedule": {
612
+ "best": 0.0013590989109528494,
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": 18399,
624
+ "codebook_values": 1417216,
625
+ "scales_changed": 50862629,
626
+ "scale_values": 51019776
627
  }
628
  },
629
  {
630
  "step": 30,
631
  "validation": {
632
+ "target_rel": 0.0013948087983861163,
633
+ "reference_rel": 0.007553742631912449,
634
+ "boundary_rel": 0.03850594950703197,
635
+ "bulk_rel": 0.0013936434569979013,
636
+ "boundary_rows": 24
637
+ },
638
+ "reasoning_validation": null,
639
+ "training_probe_rel": 0.3831294769793443,
640
+ "batch_loss": 0.1382920742034912,
641
+ "best_step": 5,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
642
  "overfit_checks": 0,
643
+ "seconds": 379.96928453445435,
644
+ "adaptive_schedule": {
645
+ "best": 0.0013590989109528494,
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": 25267,
657
+ "codebook_values": 1417216,
658
+ "scales_changed": 50865210,
659
+ "scale_values": 51019776
660
  }
661
  }
662
  ],
663
  "index_reassignments": [
664
  {
665
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
666
+ "proposals": 346,
667
+ "accepted": 276,
668
+ "changed_groups": 147877,
669
+ "training_before": 12.368152618408203,
670
+ "training_after": 12.184597969055176,
671
  "acceptance": "proposal and separate training check batches",
672
+ "step": 10
673
  },
674
  {
675
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
676
+ "proposals": 346,
677
+ "accepted": 272,
678
+ "changed_groups": 131161,
679
+ "training_before": 12.86461353302002,
680
+ "training_after": 12.62559700012207,
681
  "acceptance": "proposal and separate training check batches",
682
+ "step": 20
683
  },
684
  {
685
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
686
+ "proposals": 346,
687
+ "accepted": 258,
688
+ "changed_groups": 112347,
689
+ "training_before": 11.797676086425781,
690
+ "training_after": 11.688483238220215,
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