jarrelscy commited on
Commit
258e06c
·
verified ·
1 Parent(s): 86d39dd

Replace layer 44 with same_input fp16-block PV (v4)

Browse files
arvq-layer-044-down.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0bfa3ffe66a4e8e14e03a8958cb6e06647d36eb8f471b888aa4a770583c05a4e
3
- size 561572492
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:047113b56fc7f25ae5c2eded4c593db58c73ab83d357a03a0e2f23534b679b4f
3
+ size 578579196
arvq-layer-044-gateup.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:bb7bcc5bf45ffe835fc457f2129b885aa17073b598bfaefa6ba572c7fc3ac334
3
- size 1122790036
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a6e1c63732531d53f13e2571e516afbbacd941ce56be8aeda6b6bb1195312ba6
3
+ size 1156803324
cold_manifests/layer-044-manifest.json CHANGED
@@ -178,11 +178,11 @@
178
  "files": {
179
  "w13": {
180
  "file": "arvq-layer-044-gateup.safetensors",
181
- "sha256": "bb7bcc5bf45ffe835fc457f2129b885aa17073b598bfaefa6ba572c7fc3ac334"
182
  },
183
  "w2": {
184
  "file": "arvq-layer-044-down.safetensors",
185
- "sha256": "0bfa3ffe66a4e8e14e03a8958cb6e06647d36eb8f471b888aa4a770583c05a4e"
186
  }
187
  },
188
  "per_proj": {
@@ -400,11 +400,721 @@
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 +1124,6 @@
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-044-gateup.safetensors",
181
+ "sha256": "a6e1c63732531d53f13e2571e516afbbacd941ce56be8aeda6b6bb1195312ba6"
182
  },
183
  "w2": {
184
  "file": "arvq-layer-044-down.safetensors",
185
+ "sha256": "047113b56fc7f25ae5c2eded4c593db58c73ab83d357a03a0e2f23534b679b4f"
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": 44,
407
+ "target": "same_input",
408
+ "recipe": "full_corpus_sequence_pass_v1",
409
+ "block_scale_dtype": "fp16",
410
+ "residual_scale_shift": 0,
411
+ "batch_tokens": 262144,
412
+ "sequence_order_sha256": "5e0ef183802009d0483fe37a60f5acd49dd99218130e0c952f097fa473d863bf",
413
+ "training_sequence_count": 14657,
414
+ "training_passes": 0.5240171180844249,
415
+ "training_tokens_seen": 7864320,
416
+ "adaptive_schedule": {
417
+ "best": 0.04553051376240955,
418
+ "drop_after": 20,
419
+ "relative_worsening": 0.001,
420
+ "checks": 3,
421
+ "patience_updates": 10,
422
+ "bad_checks": 3,
423
+ "last_best": 5,
424
+ "early_drop": true
425
+ },
426
+ "refinement": null,
427
+ "lr_decay_after": 25,
428
+ "lr_decay_factor": 0.25,
429
+ "export_only": false,
430
+ "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
431
+ "codebook_lr": 0.048,
432
+ "scale_lr": 0.032,
433
+ "quantized_movement": {
434
+ "codebook_changed": 0,
435
+ "codebook_values": 1417216,
436
+ "scales_changed": 50761339,
437
+ "scale_values": 51019776
438
+ },
439
+ "initial_validation": {
440
+ "target_rel": 0.04692071397880121,
441
+ "reference_rel": 0.23686063018779382,
442
+ "boundary_rel": 0.09672673858191758,
443
+ "bulk_rel": 0.04689350552718751,
444
+ "boundary_rows": 24,
445
+ "windows": [
446
+ {
447
+ "first_row": 8192,
448
+ "rows": 1024,
449
+ "reference_sse": 143353.890625,
450
+ "reference_energy": 4073140.0
451
+ },
452
+ {
453
+ "first_row": 9216,
454
+ "rows": 1024,
455
+ "reference_sse": 151201.484375,
456
+ "reference_energy": 2625728.75
457
+ },
458
+ {
459
+ "first_row": 20480,
460
+ "rows": 1024,
461
+ "reference_sse": 144065.34375,
462
+ "reference_energy": 4074161.5
463
+ },
464
+ {
465
+ "first_row": 21504,
466
+ "rows": 1024,
467
+ "reference_sse": 183540.84375,
468
+ "reference_energy": 2309273.5
469
+ },
470
+ {
471
+ "first_row": 32768,
472
+ "rows": 1024,
473
+ "reference_sse": 300343.8125,
474
+ "reference_energy": 4083456.5
475
+ },
476
+ {
477
+ "first_row": 33792,
478
+ "rows": 1024,
479
+ "reference_sse": 278594.5,
480
+ "reference_energy": 2384423.75
481
+ },
482
+ {
483
+ "first_row": 45056,
484
+ "rows": 1024,
485
+ "reference_sse": 360588.4375,
486
+ "reference_energy": 4032415.5
487
+ },
488
+ {
489
+ "first_row": 46080,
490
+ "rows": 1024,
491
+ "reference_sse": 140754.5,
492
+ "reference_energy": 3947712.25
493
+ },
494
+ {
495
+ "first_row": 57344,
496
+ "rows": 1024,
497
+ "reference_sse": 357346.4375,
498
+ "reference_energy": 4101612.5
499
+ },
500
+ {
501
+ "first_row": 58368,
502
+ "rows": 1024,
503
+ "reference_sse": 133722.375,
504
+ "reference_energy": 4088858.5
505
+ },
506
+ {
507
+ "first_row": 69632,
508
+ "rows": 1024,
509
+ "reference_sse": 151329.3125,
510
+ "reference_energy": 3899191.5
511
+ },
512
+ {
513
+ "first_row": 70656,
514
+ "rows": 1024,
515
+ "reference_sse": 146988.359375,
516
+ "reference_energy": 2546767.5
517
+ },
518
+ {
519
+ "first_row": 81920,
520
+ "rows": 1024,
521
+ "reference_sse": 168825.9375,
522
+ "reference_energy": 3971948.25
523
+ },
524
+ {
525
+ "first_row": 82944,
526
+ "rows": 1024,
527
+ "reference_sse": 160755.125,
528
+ "reference_energy": 2491716.0
529
+ },
530
+ {
531
+ "first_row": 94208,
532
+ "rows": 1024,
533
+ "reference_sse": 155460.53125,
534
+ "reference_energy": 3848995.75
535
+ },
536
+ {
537
+ "first_row": 95232,
538
+ "rows": 1024,
539
+ "reference_sse": 109350.578125,
540
+ "reference_energy": 2530558.0
541
+ }
542
+ ]
543
+ },
544
+ "final_validation": {
545
+ "target_rel": 0.04553051376240955,
546
+ "reference_rel": 0.2369053483338904,
547
+ "boundary_rel": 0.0932432490695615,
548
+ "bulk_rel": 0.04550456459895781,
549
+ "boundary_rows": 24,
550
+ "windows": [
551
+ {
552
+ "first_row": 8192,
553
+ "rows": 1024,
554
+ "reference_sse": 143466.375,
555
+ "reference_energy": 4073140.0
556
+ },
557
+ {
558
+ "first_row": 9216,
559
+ "rows": 1024,
560
+ "reference_sse": 151354.34375,
561
+ "reference_energy": 2625728.75
562
+ },
563
+ {
564
+ "first_row": 20480,
565
+ "rows": 1024,
566
+ "reference_sse": 144183.171875,
567
+ "reference_energy": 4074161.5
568
+ },
569
+ {
570
+ "first_row": 21504,
571
+ "rows": 1024,
572
+ "reference_sse": 183755.125,
573
+ "reference_energy": 2309273.5
574
+ },
575
+ {
576
+ "first_row": 32768,
577
+ "rows": 1024,
578
+ "reference_sse": 300126.6875,
579
+ "reference_energy": 4083456.5
580
+ },
581
+ {
582
+ "first_row": 33792,
583
+ "rows": 1024,
584
+ "reference_sse": 278767.9375,
585
+ "reference_energy": 2384423.75
586
+ },
587
+ {
588
+ "first_row": 45056,
589
+ "rows": 1024,
590
+ "reference_sse": 360549.25,
591
+ "reference_energy": 4032415.5
592
+ },
593
+ {
594
+ "first_row": 46080,
595
+ "rows": 1024,
596
+ "reference_sse": 140777.546875,
597
+ "reference_energy": 3947712.25
598
+ },
599
+ {
600
+ "first_row": 57344,
601
+ "rows": 1024,
602
+ "reference_sse": 357286.0,
603
+ "reference_energy": 4101612.5
604
+ },
605
+ {
606
+ "first_row": 58368,
607
+ "rows": 1024,
608
+ "reference_sse": 133731.015625,
609
+ "reference_energy": 4088858.5
610
+ },
611
+ {
612
+ "first_row": 69632,
613
+ "rows": 1024,
614
+ "reference_sse": 151534.34375,
615
+ "reference_energy": 3899191.5
616
+ },
617
+ {
618
+ "first_row": 70656,
619
+ "rows": 1024,
620
+ "reference_sse": 147076.09375,
621
+ "reference_energy": 2546767.5
622
+ },
623
+ {
624
+ "first_row": 81920,
625
+ "rows": 1024,
626
+ "reference_sse": 169129.125,
627
+ "reference_energy": 3971948.25
628
+ },
629
+ {
630
+ "first_row": 82944,
631
+ "rows": 1024,
632
+ "reference_sse": 160951.53125,
633
+ "reference_energy": 2491716.0
634
+ },
635
+ {
636
+ "first_row": 94208,
637
+ "rows": 1024,
638
+ "reference_sse": 155599.375,
639
+ "reference_energy": 3848995.75
640
+ },
641
+ {
642
+ "first_row": 95232,
643
+ "rows": 1024,
644
+ "reference_sse": 109098.984375,
645
+ "reference_energy": 2530558.0
646
+ }
647
+ ]
648
+ },
649
+ "initial_reasoning_validation": null,
650
+ "final_reasoning_validation": null,
651
+ "validation_distribution": "reasoning only",
652
+ "serialized_validation": {
653
+ "target_rel": 0.04553051376240955,
654
+ "reference_rel": 0.2369053483338904
655
+ },
656
+ "development_audit": {
657
+ "target_rel": 0.06518811372465595,
658
+ "reference_rel": 0.300605117651454,
659
+ "boundary_rel": 0.07399271127201458,
660
+ "bulk_rel": 0.06518673155767304,
661
+ "boundary_rows": 10,
662
+ "windows": [
663
+ {
664
+ "first_row": 10240,
665
+ "rows": 1024,
666
+ "reference_sse": 240157.140625,
667
+ "reference_energy": 3849437.5
668
+ },
669
+ {
670
+ "first_row": 11264,
671
+ "rows": 1024,
672
+ "reference_sse": 318079.625,
673
+ "reference_energy": 3957588.75
674
+ },
675
+ {
676
+ "first_row": 22528,
677
+ "rows": 1024,
678
+ "reference_sse": 393738.9375,
679
+ "reference_energy": 2606785.5
680
+ },
681
+ {
682
+ "first_row": 23552,
683
+ "rows": 1024,
684
+ "reference_sse": 294903.1875,
685
+ "reference_energy": 2354240.5
686
+ },
687
+ {
688
+ "first_row": 34816,
689
+ "rows": 1024,
690
+ "reference_sse": 248561.609375,
691
+ "reference_energy": 4361700.5
692
+ },
693
+ {
694
+ "first_row": 35840,
695
+ "rows": 1024,
696
+ "reference_sse": 233926.28125,
697
+ "reference_energy": 4264191.5
698
+ },
699
+ {
700
+ "first_row": 47104,
701
+ "rows": 1024,
702
+ "reference_sse": 233164.203125,
703
+ "reference_energy": 2623075.0
704
+ },
705
+ {
706
+ "first_row": 48128,
707
+ "rows": 1024,
708
+ "reference_sse": 405506.8125,
709
+ "reference_energy": 2336629.75
710
+ },
711
+ {
712
+ "first_row": 59392,
713
+ "rows": 1024,
714
+ "reference_sse": 275418.25,
715
+ "reference_energy": 3949516.5
716
+ },
717
+ {
718
+ "first_row": 60416,
719
+ "rows": 1024,
720
+ "reference_sse": 284100.4375,
721
+ "reference_energy": 3882931.0
722
+ },
723
+ {
724
+ "first_row": 71680,
725
+ "rows": 1024,
726
+ "reference_sse": 260096.671875,
727
+ "reference_energy": 4144221.75
728
+ },
729
+ {
730
+ "first_row": 72704,
731
+ "rows": 1024,
732
+ "reference_sse": 343251.53125,
733
+ "reference_energy": 3930787.5
734
+ },
735
+ {
736
+ "first_row": 83968,
737
+ "rows": 1024,
738
+ "reference_sse": 326913.375,
739
+ "reference_energy": 3799932.5
740
+ },
741
+ {
742
+ "first_row": 84992,
743
+ "rows": 1024,
744
+ "reference_sse": 416611.875,
745
+ "reference_energy": 2318401.5
746
+ },
747
+ {
748
+ "first_row": 96256,
749
+ "rows": 1024,
750
+ "reference_sse": 355677.25,
751
+ "reference_energy": 2291481.0
752
+ },
753
+ {
754
+ "first_row": 97280,
755
+ "rows": 1024,
756
+ "reference_sse": 309436.5625,
757
+ "reference_energy": 3992159.0
758
+ }
759
+ ]
760
+ },
761
+ "initial_development_audit": {
762
+ "target_rel": 0.06619412678515726,
763
+ "reference_rel": 0.3005020921556329,
764
+ "boundary_rel": 0.07447592048802344,
765
+ "bulk_rel": 0.06619283253831498,
766
+ "boundary_rows": 10,
767
+ "windows": [
768
+ {
769
+ "first_row": 10240,
770
+ "rows": 1024,
771
+ "reference_sse": 240068.78125,
772
+ "reference_energy": 3849437.5
773
+ },
774
+ {
775
+ "first_row": 11264,
776
+ "rows": 1024,
777
+ "reference_sse": 317575.1875,
778
+ "reference_energy": 3957588.75
779
+ },
780
+ {
781
+ "first_row": 22528,
782
+ "rows": 1024,
783
+ "reference_sse": 393791.625,
784
+ "reference_energy": 2606785.5
785
+ },
786
+ {
787
+ "first_row": 23552,
788
+ "rows": 1024,
789
+ "reference_sse": 294683.8125,
790
+ "reference_energy": 2354240.5
791
+ },
792
+ {
793
+ "first_row": 34816,
794
+ "rows": 1024,
795
+ "reference_sse": 249059.21875,
796
+ "reference_energy": 4361700.5
797
+ },
798
+ {
799
+ "first_row": 35840,
800
+ "rows": 1024,
801
+ "reference_sse": 234212.75,
802
+ "reference_energy": 4264191.5
803
+ },
804
+ {
805
+ "first_row": 47104,
806
+ "rows": 1024,
807
+ "reference_sse": 233340.28125,
808
+ "reference_energy": 2623075.0
809
+ },
810
+ {
811
+ "first_row": 48128,
812
+ "rows": 1024,
813
+ "reference_sse": 405131.875,
814
+ "reference_energy": 2336629.75
815
+ },
816
+ {
817
+ "first_row": 59392,
818
+ "rows": 1024,
819
+ "reference_sse": 275392.125,
820
+ "reference_energy": 3949516.5
821
+ },
822
+ {
823
+ "first_row": 60416,
824
+ "rows": 1024,
825
+ "reference_sse": 283580.4375,
826
+ "reference_energy": 3882931.0
827
+ },
828
+ {
829
+ "first_row": 71680,
830
+ "rows": 1024,
831
+ "reference_sse": 260088.375,
832
+ "reference_energy": 4144221.75
833
+ },
834
+ {
835
+ "first_row": 72704,
836
+ "rows": 1024,
837
+ "reference_sse": 342907.0,
838
+ "reference_energy": 3930787.5
839
+ },
840
+ {
841
+ "first_row": 83968,
842
+ "rows": 1024,
843
+ "reference_sse": 326339.875,
844
+ "reference_energy": 3799932.5
845
+ },
846
+ {
847
+ "first_row": 84992,
848
+ "rows": 1024,
849
+ "reference_sse": 415845.90625,
850
+ "reference_energy": 2318401.5
851
+ },
852
+ {
853
+ "first_row": 96256,
854
+ "rows": 1024,
855
+ "reference_sse": 355173.375,
856
+ "reference_energy": 2291481.0
857
+ },
858
+ {
859
+ "first_row": 97280,
860
+ "rows": 1024,
861
+ "reference_sse": 308967.875,
862
+ "reference_energy": 3992159.0
863
+ }
864
+ ]
865
+ },
866
+ "best_step": 5,
867
+ "steps_run": 30,
868
+ "history": [
869
+ {
870
+ "step": 5,
871
+ "validation": {
872
+ "target_rel": 0.04553051376240955,
873
+ "reference_rel": 0.2369053483338904,
874
+ "boundary_rel": 0.0932432490695615,
875
+ "bulk_rel": 0.04550456459895781,
876
+ "boundary_rows": 24
877
+ },
878
+ "reasoning_validation": null,
879
+ "training_probe_rel": 0.6229455245899023,
880
+ "batch_loss": 0.36727820336818695,
881
+ "best_step": 5,
882
+ "overfit_checks": 0,
883
+ "seconds": 55.866466760635376,
884
+ "adaptive_schedule": {
885
+ "best": 0.04553051376240955,
886
+ "drop_after": 25,
887
+ "relative_worsening": 0.001,
888
+ "checks": 3,
889
+ "patience_updates": 10,
890
+ "bad_checks": 0,
891
+ "last_best": 5,
892
+ "early_drop": false
893
+ },
894
+ "adaptive_stop": false,
895
+ "quantized_movement": {
896
+ "codebook_changed": 0,
897
+ "codebook_values": 1417216,
898
+ "scales_changed": 50761339,
899
+ "scale_values": 51019776
900
+ }
901
+ },
902
+ {
903
+ "step": 10,
904
+ "validation": {
905
+ "target_rel": 0.046878587157968464,
906
+ "reference_rel": 0.23685053494211208,
907
+ "boundary_rel": 0.09678682333674447,
908
+ "bulk_rel": 0.04685129510829595,
909
+ "boundary_rows": 24
910
+ },
911
+ "reasoning_validation": null,
912
+ "training_probe_rel": 0.6367788427994306,
913
+ "batch_loss": 0.3873578682541847,
914
+ "best_step": 5,
915
+ "overfit_checks": 0,
916
+ "seconds": 128.3360424041748,
917
+ "adaptive_schedule": {
918
+ "best": 0.04553051376240955,
919
+ "drop_after": 25,
920
+ "relative_worsening": 0.001,
921
+ "checks": 3,
922
+ "patience_updates": 10,
923
+ "bad_checks": 1,
924
+ "last_best": 5,
925
+ "early_drop": false
926
+ },
927
+ "adaptive_stop": false,
928
+ "quantized_movement": {
929
+ "codebook_changed": 59656,
930
+ "codebook_values": 1417216,
931
+ "scales_changed": 50824180,
932
+ "scale_values": 51019776
933
+ }
934
+ },
935
+ {
936
+ "step": 15,
937
+ "validation": {
938
+ "target_rel": 0.046621764887206686,
939
+ "reference_rel": 0.23698593125792417,
940
+ "boundary_rel": 0.09595919226367633,
941
+ "bulk_rel": 0.046594841079348075,
942
+ "boundary_rows": 24
943
+ },
944
+ "reasoning_validation": null,
945
+ "training_probe_rel": 0.6354562039672879,
946
+ "batch_loss": 0.3658405914902687,
947
+ "best_step": 5,
948
+ "overfit_checks": 0,
949
+ "seconds": 177.46774530410767,
950
+ "adaptive_schedule": {
951
+ "best": 0.04553051376240955,
952
+ "drop_after": 25,
953
+ "relative_worsening": 0.001,
954
+ "checks": 3,
955
+ "patience_updates": 10,
956
+ "bad_checks": 2,
957
+ "last_best": 5,
958
+ "early_drop": false
959
+ },
960
+ "adaptive_stop": false,
961
+ "quantized_movement": {
962
+ "codebook_changed": 44152,
963
+ "codebook_values": 1417216,
964
+ "scales_changed": 50854167,
965
+ "scale_values": 51019776
966
+ }
967
+ },
968
+ {
969
+ "step": 20,
970
+ "validation": {
971
+ "target_rel": 0.04650167648761367,
972
+ "reference_rel": 0.23695067119091764,
973
+ "boundary_rel": 0.09656458393652734,
974
+ "bulk_rel": 0.04647419266254108,
975
+ "boundary_rows": 24
976
+ },
977
+ "reasoning_validation": null,
978
+ "training_probe_rel": 0.6366407844849324,
979
+ "batch_loss": 0.374344564974308,
980
+ "best_step": 5,
981
+ "overfit_checks": 0,
982
+ "seconds": 249.77444124221802,
983
+ "adaptive_schedule": {
984
+ "best": 0.04553051376240955,
985
+ "drop_after": 20,
986
+ "relative_worsening": 0.001,
987
+ "checks": 3,
988
+ "patience_updates": 10,
989
+ "bad_checks": 3,
990
+ "last_best": 5,
991
+ "early_drop": true
992
+ },
993
+ "adaptive_stop": false,
994
+ "quantized_movement": {
995
+ "codebook_changed": 44994,
996
+ "codebook_values": 1417216,
997
+ "scales_changed": 50869798,
998
+ "scale_values": 51019776
999
+ }
1000
+ },
1001
+ {
1002
+ "step": 25,
1003
+ "validation": {
1004
+ "target_rel": 0.045895535851758804,
1005
+ "reference_rel": 0.2368098153117425,
1006
+ "boundary_rel": 0.09497763944543397,
1007
+ "bulk_rel": 0.04586865382101248,
1008
+ "boundary_rows": 24
1009
+ },
1010
+ "reasoning_validation": null,
1011
+ "training_probe_rel": 0.6306295894454553,
1012
+ "batch_loss": 0.37420058250427246,
1013
+ "best_step": 5,
1014
+ "overfit_checks": 0,
1015
+ "seconds": 302.90640020370483,
1016
+ "adaptive_schedule": {
1017
+ "best": 0.04553051376240955,
1018
+ "drop_after": 20,
1019
+ "relative_worsening": 0.001,
1020
+ "checks": 3,
1021
+ "patience_updates": 10,
1022
+ "bad_checks": 3,
1023
+ "last_best": 5,
1024
+ "early_drop": true
1025
+ },
1026
+ "adaptive_stop": false,
1027
+ "quantized_movement": {
1028
+ "codebook_changed": 23177,
1029
+ "codebook_values": 1417216,
1030
+ "scales_changed": 50872120,
1031
+ "scale_values": 51019776
1032
+ }
1033
+ },
1034
+ {
1035
+ "step": 30,
1036
+ "validation": {
1037
+ "target_rel": 0.046037619780782656,
1038
+ "reference_rel": 0.23688520319086365,
1039
+ "boundary_rel": 0.09507416341031574,
1040
+ "bulk_rel": 0.04601079932450825,
1041
+ "boundary_rows": 24
1042
+ },
1043
+ "reasoning_validation": null,
1044
+ "training_probe_rel": 0.632472033739638,
1045
+ "batch_loss": 0.3548133373260498,
1046
+ "best_step": 5,
1047
+ "overfit_checks": 0,
1048
+ "seconds": 374.3382375240326,
1049
+ "adaptive_schedule": {
1050
+ "best": 0.04553051376240955,
1051
+ "drop_after": 20,
1052
+ "relative_worsening": 0.001,
1053
+ "checks": 3,
1054
+ "patience_updates": 10,
1055
+ "bad_checks": 3,
1056
+ "last_best": 5,
1057
+ "early_drop": true
1058
+ },
1059
+ "adaptive_stop": true,
1060
+ "quantized_movement": {
1061
+ "codebook_changed": 33022,
1062
+ "codebook_values": 1417216,
1063
+ "scales_changed": 50872153,
1064
+ "scale_values": 51019776
1065
+ }
1066
+ }
1067
+ ],
1068
+ "index_reassignments": [
1069
+ {
1070
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1071
+ "proposals": 330,
1072
+ "accepted": 294,
1073
+ "changed_groups": 424153,
1074
+ "training_before": 52847.71484375,
1075
+ "training_after": 51904.765625,
1076
+ "acceptance": "proposal and separate training check batches",
1077
+ "step": 10
1078
+ },
1079
+ {
1080
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1081
+ "proposals": 336,
1082
+ "accepted": 286,
1083
+ "changed_groups": 334259,
1084
+ "training_before": 51287.6796875,
1085
+ "training_after": 50397.2578125,
1086
+ "acceptance": "proposal and separate training check batches",
1087
+ "step": 20
1088
+ },
1089
+ {
1090
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1091
+ "proposals": 334,
1092
+ "accepted": 277,
1093
+ "changed_groups": 310822,
1094
+ "training_before": 47999.92578125,
1095
+ "training_after": 47324.5546875,
1096
+ "acceptance": "proposal and separate training check batches",
1097
+ "step": 30
1098
+ }
1099
+ ],
1100
+ "coverage_threshold": 256,
1101
+ "checkpoint_selection": "held-out original reference trajectory for both arms",
1102
+ "world_size": 8,
1103
+ "microbatch": 65536,
1104
+ "proposal_communication": "sparse routed rows",
1105
+ "parallelism": "expert-sharded coupled output",
1106
+ "arithmetic": "fp4_planes4_fp16_boundaries_v1",
1107
+ "scope": "text-only, cached prompt partitions; historical audit is development only",
1108
+ "train_rows": 15007754,
1109
+ "validation_rows": 16384,
1110
+ "audit_rows": 16384,
1111
+ "complete": true
1112
+ },
1113
+ "version": 4,
1114
+ "residual_scale_shift": 0,
1115
+ "block_scale_dtype": "float16",
1116
  "codebook_scope": "expert",
1117
+ "bits": 2.125,
1118
  "codebook_sizes": [
1119
  256,
1120
  256
 
1124
  8
1125
  ],
1126
  "words_per_tile": 64,
 
1127
  "production_ready": false,
1128
  "roundtrip": "all expert indices exact; 3 decoded weights/projection exact",
1129
  "requires_8x8_loader_kernel": true
gates_report.json CHANGED
@@ -110,8 +110,8 @@
110
  "arvq-layer-028-down.safetensors": "3e232e39bacec273de4500b3757012a53f56df88c9bfbc17d6d35a6ab4196c76",
111
  "arvq-layer-036-gateup.safetensors": "4930617d4417c8ac0e5eefc8e762887b7ba6d20bea0a5b770f63ec11551c8d83",
112
  "arvq-layer-036-down.safetensors": "a6a356ca9d2380f020bbfa558081a1c11c5156ed91b98b1370f796cd7c8b4208",
113
- "arvq-layer-044-gateup.safetensors": "7b18a0f9409888498eb2b4a796fc0e2e99adff22393e7a36e76dfee696944cee",
114
- "arvq-layer-044-down.safetensors": "72da268baae1346e1481b5e23ac71e5342b03584e96eb2544bc95815e0f5ecbb",
115
  "arvq-layer-052-gateup.safetensors": "402660e27287360b7539ff458178b9bd2e91acfa9ef1764f0a920d2f0bd23c6d",
116
  "arvq-layer-052-down.safetensors": "9a12795193e7d697aa8ed5ab46a70e194847872dc5c015ddf190cb15b9d970ce",
117
  "arvq-layer-060-gateup.safetensors": "f2c2321429ad61889ef10abfe8f04bf9cb4f070fcbf2d248fcab97a0537f30e2",
 
110
  "arvq-layer-028-down.safetensors": "3e232e39bacec273de4500b3757012a53f56df88c9bfbc17d6d35a6ab4196c76",
111
  "arvq-layer-036-gateup.safetensors": "4930617d4417c8ac0e5eefc8e762887b7ba6d20bea0a5b770f63ec11551c8d83",
112
  "arvq-layer-036-down.safetensors": "a6a356ca9d2380f020bbfa558081a1c11c5156ed91b98b1370f796cd7c8b4208",
113
+ "arvq-layer-044-gateup.safetensors": "a6e1c63732531d53f13e2571e516afbbacd941ce56be8aeda6b6bb1195312ba6",
114
+ "arvq-layer-044-down.safetensors": "047113b56fc7f25ae5c2eded4c593db58c73ab83d357a03a0e2f23534b679b4f",
115
  "arvq-layer-052-gateup.safetensors": "402660e27287360b7539ff458178b9bd2e91acfa9ef1764f0a920d2f0bd23c6d",
116
  "arvq-layer-052-down.safetensors": "9a12795193e7d697aa8ed5ab46a70e194847872dc5c015ddf190cb15b9d970ce",
117
  "arvq-layer-060-gateup.safetensors": "f2c2321429ad61889ef10abfe8f04bf9cb4f070fcbf2d248fcab97a0537f30e2",
pv_layers/layer_044.json CHANGED
@@ -1,237 +1,244 @@
1
  {
2
  "layer": 44,
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": 0.23595835164074047,
13
- "drop_after": 45,
14
  "relative_worsening": 0.001,
15
  "checks": 3,
16
- "patience_updates": 15,
17
- "bad_checks": 0,
18
- "last_best": 69,
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": 3109,
30
- "codebook_values": 1359872,
31
- "scales_changed": 32848924,
32
- "scale_values": 48955392
33
  },
34
  "initial_validation": {
35
- "target_rel": 0.23615829482065198,
36
- "reference_rel": 0.23615829482065198,
 
 
 
37
  "windows": [
38
  {
39
- "first_row": 0,
40
  "rows": 1024,
41
- "reference_sse": 110980.265625,
42
- "reference_energy": 2330770.5
43
  },
44
  {
45
- "first_row": 1024,
46
  "rows": 1024,
47
- "reference_sse": 137738.515625,
48
- "reference_energy": 2249891.0
49
  },
50
  {
51
- "first_row": 4096,
52
  "rows": 1024,
53
- "reference_sse": 391233.09375,
54
- "reference_energy": 3774340.75
55
  },
56
  {
57
- "first_row": 5120,
58
  "rows": 1024,
59
- "reference_sse": 124359.109375,
60
- "reference_energy": 2242705.0
61
  },
62
  {
63
- "first_row": 8192,
64
  "rows": 1024,
65
- "reference_sse": 199949.421875,
66
- "reference_energy": 2308322.0
67
  },
68
  {
69
- "first_row": 9216,
70
  "rows": 1024,
71
- "reference_sse": 119658.234375,
72
- "reference_energy": 5476102.0
73
  },
74
  {
75
- "first_row": 12288,
76
  "rows": 1024,
77
- "reference_sse": 129480.7109375,
78
- "reference_energy": 2294713.75
79
  },
80
  {
81
- "first_row": 13312,
82
  "rows": 1024,
83
- "reference_sse": 105922.2890625,
84
- "reference_energy": 2317224.0
85
  },
86
  {
87
- "first_row": 16384,
88
  "rows": 1024,
89
- "reference_sse": 108348.015625,
90
- "reference_energy": 2337717.0
91
  },
92
  {
93
- "first_row": 17408,
94
  "rows": 1024,
95
- "reference_sse": 106081.3046875,
96
- "reference_energy": 2373707.5
97
  },
98
  {
99
- "first_row": 20480,
100
  "rows": 1024,
101
- "reference_sse": 104234.828125,
102
- "reference_energy": 2379469.25
103
  },
104
  {
105
- "first_row": 21504,
106
  "rows": 1024,
107
- "reference_sse": 162985.953125,
108
- "reference_energy": 3736666.0
109
  },
110
  {
111
- "first_row": 24576,
112
  "rows": 1024,
113
- "reference_sse": 134940.09375,
114
- "reference_energy": 2323973.0
115
  },
116
  {
117
- "first_row": 25600,
118
  "rows": 1024,
119
- "reference_sse": 88802.8828125,
120
- "reference_energy": 2358251.75
121
  },
122
  {
123
- "first_row": 28672,
124
  "rows": 1024,
125
- "reference_sse": 90892.109375,
126
- "reference_energy": 2226259.0
127
  },
128
  {
129
- "first_row": 29696,
130
  "rows": 1024,
131
- "reference_sse": 284984.3125,
132
- "reference_energy": 2313805.0
133
  }
134
  ]
135
  },
136
  "final_validation": {
137
- "target_rel": 0.23595835164074047,
138
- "reference_rel": 0.23595835164074047,
 
 
 
139
  "windows": [
140
  {
141
- "first_row": 0,
142
  "rows": 1024,
143
- "reference_sse": 110782.203125,
144
- "reference_energy": 2330770.5
145
  },
146
  {
147
- "first_row": 1024,
148
  "rows": 1024,
149
- "reference_sse": 137451.84375,
150
- "reference_energy": 2249891.0
151
  },
152
  {
153
- "first_row": 4096,
154
  "rows": 1024,
155
- "reference_sse": 390887.4375,
156
- "reference_energy": 3774340.75
157
  },
158
  {
159
- "first_row": 5120,
160
  "rows": 1024,
161
- "reference_sse": 124163.796875,
162
- "reference_energy": 2242705.0
163
  },
164
  {
165
- "first_row": 8192,
166
  "rows": 1024,
167
- "reference_sse": 199632.546875,
168
- "reference_energy": 2308322.0
169
  },
170
  {
171
- "first_row": 9216,
172
  "rows": 1024,
173
- "reference_sse": 119254.6328125,
174
- "reference_energy": 5476102.0
175
  },
176
  {
177
- "first_row": 12288,
178
  "rows": 1024,
179
- "reference_sse": 129265.375,
180
- "reference_energy": 2294713.75
181
  },
182
  {
183
- "first_row": 13312,
184
  "rows": 1024,
185
- "reference_sse": 105774.390625,
186
- "reference_energy": 2317224.0
187
  },
188
  {
189
- "first_row": 16384,
190
  "rows": 1024,
191
- "reference_sse": 108162.515625,
192
- "reference_energy": 2337717.0
193
  },
194
  {
195
- "first_row": 17408,
196
  "rows": 1024,
197
- "reference_sse": 105872.3046875,
198
- "reference_energy": 2373707.5
199
  },
200
  {
201
- "first_row": 20480,
202
  "rows": 1024,
203
- "reference_sse": 104096.4296875,
204
- "reference_energy": 2379469.25
205
  },
206
  {
207
- "first_row": 21504,
208
  "rows": 1024,
209
- "reference_sse": 162340.0625,
210
- "reference_energy": 3736666.0
211
  },
212
  {
213
- "first_row": 24576,
214
  "rows": 1024,
215
- "reference_sse": 134726.6875,
216
- "reference_energy": 2323973.0
217
  },
218
  {
219
- "first_row": 25600,
220
  "rows": 1024,
221
- "reference_sse": 88672.265625,
222
- "reference_energy": 2358251.75
223
  },
224
  {
225
- "first_row": 28672,
226
  "rows": 1024,
227
- "reference_sse": 90698.296875,
228
- "reference_energy": 2226259.0
229
  },
230
  {
231
- "first_row": 29696,
232
  "rows": 1024,
233
- "reference_sse": 284747.15625,
234
- "reference_energy": 2313805.0
235
  }
236
  ]
237
  },
@@ -239,234 +246,243 @@
239
  "final_reasoning_validation": null,
240
  "validation_distribution": "reasoning only",
241
  "serialized_validation": {
242
- "target_rel": 0.23595835164074047,
243
- "reference_rel": 0.23595835164074047
244
  },
245
  "development_audit": {
246
- "target_rel": 0.21148515287957895,
247
- "reference_rel": 0.21148515287957895,
 
 
 
248
  "windows": [
249
  {
250
- "first_row": 2048,
251
  "rows": 1024,
252
- "reference_sse": 110651.078125,
253
- "reference_energy": 2318466.75
254
  },
255
  {
256
- "first_row": 3072,
257
  "rows": 1024,
258
- "reference_sse": 132534.859375,
259
- "reference_energy": 2376087.5
260
  },
261
  {
262
- "first_row": 6144,
263
  "rows": 1024,
264
- "reference_sse": 98229.7421875,
265
- "reference_energy": 2333863.0
266
  },
267
  {
268
- "first_row": 7168,
269
  "rows": 1024,
270
- "reference_sse": 110315.8046875,
271
- "reference_energy": 5391700.0
272
  },
273
  {
274
- "first_row": 10240,
275
  "rows": 1024,
276
- "reference_sse": 139292.625,
277
- "reference_energy": 3776269.0
278
  },
279
  {
280
- "first_row": 11264,
281
  "rows": 1024,
282
- "reference_sse": 94628.640625,
283
- "reference_energy": 2403669.5
284
  },
285
  {
286
- "first_row": 14336,
287
  "rows": 1024,
288
- "reference_sse": 217250.34375,
289
- "reference_energy": 3847417.0
290
  },
291
  {
292
- "first_row": 15360,
293
  "rows": 1024,
294
- "reference_sse": 86766.0625,
295
- "reference_energy": 2348862.5
296
  },
297
  {
298
- "first_row": 18432,
299
  "rows": 1024,
300
- "reference_sse": 123263.2109375,
301
- "reference_energy": 2287365.0
302
  },
303
  {
304
- "first_row": 19456,
305
  "rows": 1024,
306
- "reference_sse": 120805.8046875,
307
- "reference_energy": 2305184.5
308
  },
309
  {
310
- "first_row": 22528,
311
  "rows": 1024,
312
- "reference_sse": 112261.53125,
313
- "reference_energy": 2266357.0
314
  },
315
  {
316
- "first_row": 23552,
317
  "rows": 1024,
318
- "reference_sse": 192850.71875,
319
- "reference_energy": 2298942.0
320
  },
321
  {
322
- "first_row": 26624,
323
  "rows": 1024,
324
- "reference_sse": 131178.0625,
325
- "reference_energy": 2305088.5
326
  },
327
  {
328
- "first_row": 27648,
329
  "rows": 1024,
330
- "reference_sse": 118318.0390625,
331
- "reference_energy": 3795094.5
332
  },
333
  {
334
- "first_row": 30720,
335
  "rows": 1024,
336
- "reference_sse": 96658.5,
337
- "reference_energy": 2240176.0
338
  },
339
  {
340
- "first_row": 31744,
341
  "rows": 1024,
342
- "reference_sse": 108070.359375,
343
- "reference_energy": 2267383.75
344
  }
345
  ]
346
  },
347
  "initial_development_audit": {
348
- "target_rel": 0.211675950758532,
349
- "reference_rel": 0.211675950758532,
 
 
 
350
  "windows": [
351
  {
352
- "first_row": 2048,
353
  "rows": 1024,
354
- "reference_sse": 110846.96875,
355
- "reference_energy": 2318466.75
356
  },
357
  {
358
- "first_row": 3072,
359
  "rows": 1024,
360
- "reference_sse": 132747.1875,
361
- "reference_energy": 2376087.5
362
  },
363
  {
364
- "first_row": 6144,
365
  "rows": 1024,
366
- "reference_sse": 98443.078125,
367
- "reference_energy": 2333863.0
368
  },
369
  {
370
- "first_row": 7168,
371
  "rows": 1024,
372
- "reference_sse": 110555.609375,
373
- "reference_energy": 5391700.0
374
  },
375
  {
376
- "first_row": 10240,
377
  "rows": 1024,
378
- "reference_sse": 139641.71875,
379
- "reference_energy": 3776269.0
380
  },
381
  {
382
- "first_row": 11264,
383
  "rows": 1024,
384
- "reference_sse": 94935.6640625,
385
- "reference_energy": 2403669.5
386
  },
387
  {
388
- "first_row": 14336,
389
  "rows": 1024,
390
- "reference_sse": 217487.4375,
391
- "reference_energy": 3847417.0
392
  },
393
  {
394
- "first_row": 15360,
395
  "rows": 1024,
396
- "reference_sse": 86907.1953125,
397
- "reference_energy": 2348862.5
398
  },
399
  {
400
- "first_row": 18432,
401
  "rows": 1024,
402
- "reference_sse": 123472.671875,
403
- "reference_energy": 2287365.0
404
  },
405
  {
406
- "first_row": 19456,
407
  "rows": 1024,
408
- "reference_sse": 121062.34375,
409
- "reference_energy": 2305184.5
410
  },
411
  {
412
- "first_row": 22528,
413
  "rows": 1024,
414
- "reference_sse": 112497.3046875,
415
- "reference_energy": 2266357.0
416
  },
417
  {
418
- "first_row": 23552,
419
  "rows": 1024,
420
- "reference_sse": 193028.1875,
421
- "reference_energy": 2298942.0
422
  },
423
  {
424
- "first_row": 26624,
425
  "rows": 1024,
426
- "reference_sse": 131364.1875,
427
- "reference_energy": 2305088.5
428
  },
429
  {
430
- "first_row": 27648,
431
  "rows": 1024,
432
- "reference_sse": 118560.390625,
433
- "reference_energy": 3795094.5
434
  },
435
  {
436
- "first_row": 30720,
437
  "rows": 1024,
438
- "reference_sse": 96829.15625,
439
- "reference_energy": 2240176.0
440
  },
441
  {
442
- "first_row": 31744,
443
  "rows": 1024,
444
- "reference_sse": 108294.1328125,
445
- "reference_energy": 2267383.75
446
  }
447
  ]
448
  },
449
- "best_step": 69,
450
- "steps_run": 69,
451
  "history": [
452
  {
453
  "step": 5,
454
  "validation": {
455
- "target_rel": 0.23610123192955965,
456
- "reference_rel": 0.23610123192955965
 
 
 
457
  },
458
  "reasoning_validation": null,
459
- "training_probe_rel": 0.9478058916190543,
460
- "batch_loss": 0.9088520258665085,
461
  "best_step": 5,
462
  "overfit_checks": 0,
463
- "seconds": 58.546541690826416,
464
  "adaptive_schedule": {
465
- "best": 0.23610123192955965,
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 +490,207 @@
474
  "adaptive_stop": false,
475
  "quantized_movement": {
476
  "codebook_changed": 0,
477
- "codebook_values": 1359872,
478
- "scales_changed": 8142411,
479
- "scale_values": 48955392
480
  }
481
  },
482
  {
483
  "step": 10,
484
  "validation": {
485
- "target_rel": 0.23607100002693285,
486
- "reference_rel": 0.23607100002693285
 
 
 
487
  },
488
  "reasoning_validation": null,
489
- "training_probe_rel": 0.9485767876735247,
490
- "batch_loss": 0.9052678346633911,
491
- "best_step": 10,
492
  "overfit_checks": 0,
493
- "seconds": 112.16610264778137,
494
  "adaptive_schedule": {
495
- "best": 0.23607100002693285,
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": 21009,
507
- "codebook_values": 1359872,
508
- "scales_changed": 16360664,
509
- "scale_values": 48955392
510
  }
511
  },
512
  {
513
  "step": 15,
514
  "validation": {
515
- "target_rel": 0.23604142399996575,
516
- "reference_rel": 0.23604142399996575
 
 
 
517
  },
518
  "reasoning_validation": null,
519
- "training_probe_rel": 0.9474006580171337,
520
- "batch_loss": 0.9380492717027664,
521
- "best_step": 15,
522
  "overfit_checks": 0,
523
- "seconds": 163.3437135219574,
524
  "adaptive_schedule": {
525
- "best": 0.23604142399996575,
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": 4042,
537
- "codebook_values": 1359872,
538
- "scales_changed": 21294358,
539
- "scale_values": 48955392
540
  }
541
  },
542
  {
543
  "step": 20,
544
  "validation": {
545
- "target_rel": 0.2360148015608853,
546
- "reference_rel": 0.2360148015608853
 
 
 
547
  },
548
  "reasoning_validation": null,
549
- "training_probe_rel": 0.9470533951997008,
550
- "batch_loss": 0.9235205501317978,
551
- "best_step": 20,
552
  "overfit_checks": 0,
553
- "seconds": 241.2353160381317,
554
  "adaptive_schedule": {
555
- "best": 0.2360148015608853,
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": 3534,
567
- "codebook_values": 1359872,
568
- "scales_changed": 24683315,
569
- "scale_values": 48955392
570
  }
571
  },
572
  {
573
  "step": 25,
574
  "validation": {
575
- "target_rel": 0.23599795398547835,
576
- "reference_rel": 0.23599795398547835
 
 
 
577
  },
578
  "reasoning_validation": null,
579
- "training_probe_rel": 0.9469970926991722,
580
- "batch_loss": 0.937551811337471,
581
- "best_step": 25,
582
  "overfit_checks": 0,
583
- "seconds": 293.1195101737976,
584
  "adaptive_schedule": {
585
- "best": 0.23599795398547835,
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": 3936,
597
- "codebook_values": 1359872,
598
- "scales_changed": 27100714,
599
- "scale_values": 48955392
600
  }
601
  },
602
  {
603
  "step": 30,
604
  "validation": {
605
- "target_rel": 0.23598713704966578,
606
- "reference_rel": 0.23598713704966578
607
- },
608
- "reasoning_validation": null,
609
- "training_probe_rel": 0.9468857806621345,
610
- "batch_loss": 0.9245565831661224,
611
- "best_step": 30,
612
- "overfit_checks": 0,
613
- "seconds": 353.3389573097229,
614
- "adaptive_schedule": {
615
- "best": 0.23598713704966578,
616
- "drop_after": 45,
617
- "relative_worsening": 0.001,
618
- "checks": 3,
619
- "patience_updates": 15,
620
- "bad_checks": 0,
621
- "last_best": 30,
622
- "early_drop": false
623
- },
624
- "adaptive_stop": false,
625
- "quantized_movement": {
626
- "codebook_changed": 3642,
627
- "codebook_values": 1359872,
628
- "scales_changed": 28883877,
629
- "scale_values": 48955392
630
- }
631
- },
632
- {
633
- "step": 35,
634
- "validation": {
635
- "target_rel": 0.23597875049719694,
636
- "reference_rel": 0.23597875049719694
637
  },
638
  "reasoning_validation": null,
639
- "training_probe_rel": 0.9469420415243309,
640
- "batch_loss": 0.955249696969986,
641
- "best_step": 35,
642
- "overfit_checks": 0,
643
- "seconds": 405.6757102012634,
644
- "adaptive_schedule": {
645
- "best": 0.23597875049719694,
646
- "drop_after": 45,
647
- "relative_worsening": 0.001,
648
- "checks": 3,
649
- "patience_updates": 15,
650
- "bad_checks": 0,
651
- "last_best": 35,
652
- "early_drop": false
653
- },
654
- "adaptive_stop": false,
655
- "quantized_movement": {
656
- "codebook_changed": 3303,
657
- "codebook_values": 1359872,
658
- "scales_changed": 30244956,
659
- "scale_values": 48955392
660
- }
661
- },
662
- {
663
- "step": 40,
664
- "validation": {
665
- "target_rel": 0.2359705428625628,
666
- "reference_rel": 0.2359705428625628
667
- },
668
- "reasoning_validation": null,
669
- "training_probe_rel": 0.9468599856080921,
670
- "batch_loss": 0.8996820747852325,
671
- "best_step": 40,
672
- "overfit_checks": 0,
673
- "seconds": 477.7903778553009,
674
- "adaptive_schedule": {
675
- "best": 0.2359705428625628,
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": 3448,
687
- "codebook_values": 1359872,
688
- "scales_changed": 31327651,
689
- "scale_values": 48955392
690
- }
691
- },
692
- {
693
- "step": 45,
694
- "validation": {
695
- "target_rel": 0.23596799575343794,
696
- "reference_rel": 0.23596799575343794
697
- },
698
- "reasoning_validation": null,
699
- "training_probe_rel": 0.9472349943971161,
700
- "batch_loss": 0.8939667642116547,
701
- "best_step": 45,
702
- "overfit_checks": 0,
703
- "seconds": 530.1690490245819,
704
- "adaptive_schedule": {
705
- "best": 0.23596799575343794,
706
- "drop_after": 45,
707
- "relative_worsening": 0.001,
708
- "checks": 3,
709
- "patience_updates": 15,
710
- "bad_checks": 0,
711
- "last_best": 45,
712
- "early_drop": false
713
- },
714
- "adaptive_stop": false,
715
- "quantized_movement": {
716
- "codebook_changed": 3365,
717
- "codebook_values": 1359872,
718
- "scales_changed": 32189538,
719
- "scale_values": 48955392
720
- }
721
- },
722
- {
723
- "step": 50,
724
- "validation": {
725
- "target_rel": 0.23596206880136697,
726
- "reference_rel": 0.23596206880136697
727
- },
728
- "reasoning_validation": null,
729
- "training_probe_rel": 0.9464980970808935,
730
- "batch_loss": 0.9317403584718704,
731
- "best_step": 50,
732
- "overfit_checks": 0,
733
- "seconds": 593.928103685379,
734
- "adaptive_schedule": {
735
- "best": 0.23596206880136697,
736
- "drop_after": 45,
737
- "relative_worsening": 0.001,
738
- "checks": 3,
739
- "patience_updates": 15,
740
- "bad_checks": 0,
741
- "last_best": 50,
742
- "early_drop": false
743
- },
744
- "adaptive_stop": false,
745
- "quantized_movement": {
746
- "codebook_changed": 1990,
747
- "codebook_values": 1359872,
748
- "scales_changed": 32364217,
749
- "scale_values": 48955392
750
- }
751
- },
752
- {
753
- "step": 55,
754
- "validation": {
755
- "target_rel": 0.23596159266962857,
756
- "reference_rel": 0.23596159266962857
757
- },
758
- "reasoning_validation": null,
759
- "training_probe_rel": 0.9466452649846216,
760
- "batch_loss": 0.9726335853338242,
761
- "best_step": 55,
762
- "overfit_checks": 0,
763
- "seconds": 646.1908447742462,
764
- "adaptive_schedule": {
765
- "best": 0.23596159266962857,
766
- "drop_after": 45,
767
- "relative_worsening": 0.001,
768
- "checks": 3,
769
- "patience_updates": 15,
770
- "bad_checks": 0,
771
- "last_best": 55,
772
- "early_drop": false
773
- },
774
- "adaptive_stop": false,
775
- "quantized_movement": {
776
- "codebook_changed": 2591,
777
- "codebook_values": 1359872,
778
- "scales_changed": 32509681,
779
- "scale_values": 48955392
780
- }
781
- },
782
- {
783
- "step": 60,
784
- "validation": {
785
- "target_rel": 0.2359603738756883,
786
- "reference_rel": 0.2359603738756883
787
- },
788
- "reasoning_validation": null,
789
- "training_probe_rel": 0.9467082816714758,
790
- "batch_loss": 0.9198400378227234,
791
- "best_step": 60,
792
- "overfit_checks": 0,
793
- "seconds": 712.95978474617,
794
- "adaptive_schedule": {
795
- "best": 0.2359603738756883,
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": 2843,
807
- "codebook_values": 1359872,
808
- "scales_changed": 32638035,
809
- "scale_values": 48955392
810
- }
811
- },
812
- {
813
- "step": 65,
814
- "validation": {
815
- "target_rel": 0.23595843702263491,
816
- "reference_rel": 0.23595843702263491
817
- },
818
- "reasoning_validation": null,
819
- "training_probe_rel": 0.9468633558156475,
820
- "batch_loss": 0.9233366996049881,
821
- "best_step": 65,
822
- "overfit_checks": 0,
823
- "seconds": 770.9291722774506,
824
- "adaptive_schedule": {
825
- "best": 0.23595843702263491,
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": 3043,
837
- "codebook_values": 1359872,
838
- "scales_changed": 32757231,
839
- "scale_values": 48955392
840
- }
841
- },
842
- {
843
- "step": 69,
844
- "validation": {
845
- "target_rel": 0.23595835164074047,
846
- "reference_rel": 0.23595835164074047
847
- },
848
- "reasoning_validation": null,
849
- "training_probe_rel": 0.9468877673427956,
850
- "batch_loss": 0.9635694324970245,
851
- "best_step": 69,
852
  "overfit_checks": 0,
853
- "seconds": 811.1835868358612,
854
  "adaptive_schedule": {
855
- "best": 0.23595835164074047,
856
- "drop_after": 45,
857
  "relative_worsening": 0.001,
858
  "checks": 3,
859
- "patience_updates": 15,
860
- "bad_checks": 0,
861
- "last_best": 69,
862
- "early_drop": false
863
  },
864
- "adaptive_stop": false,
865
  "quantized_movement": {
866
- "codebook_changed": 3109,
867
- "codebook_values": 1359872,
868
- "scales_changed": 32848924,
869
- "scale_values": 48955392
870
  }
871
  }
872
  ],
873
  "index_reassignments": [
874
  {
875
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
876
- "proposals": 320,
877
- "accepted": 237,
878
- "changed_groups": 196302,
879
- "training_before": 1275088.25,
880
- "training_after": 1274218.5,
881
  "acceptance": "proposal and separate training check batches",
882
- "step": 20
883
  },
884
  {
885
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
886
- "proposals": 318,
887
- "accepted": 246,
888
- "changed_groups": 204403,
889
- "training_before": 1193945.25,
890
- "training_after": 1193084.0,
891
  "acceptance": "proposal and separate training check batches",
892
- "step": 40
893
  },
894
  {
895
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
896
- "proposals": 320,
897
- "accepted": 249,
898
- "changed_groups": 207267,
899
- "training_before": 1214081.125,
900
- "training_after": 1213075.0,
901
  "acceptance": "proposal and separate training check batches",
902
- "step": 60
903
  }
904
  ],
905
  "coverage_threshold": 256,
@@ -910,7 +701,7 @@
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": 44,
3
+ "target": "same_input",
4
  "recipe": "full_corpus_sequence_pass_v1",
5
+ "block_scale_dtype": "fp16",
6
+ "residual_scale_shift": 0,
7
  "batch_tokens": 262144,
8
+ "sequence_order_sha256": "5e0ef183802009d0483fe37a60f5acd49dd99218130e0c952f097fa473d863bf",
9
+ "training_sequence_count": 14657,
10
+ "training_passes": 0.5240171180844249,
11
+ "training_tokens_seen": 7864320,
12
  "adaptive_schedule": {
13
+ "best": 0.04553051376240955,
14
+ "drop_after": 20,
15
  "relative_worsening": 0.001,
16
  "checks": 3,
17
+ "patience_updates": 10,
18
+ "bad_checks": 3,
19
+ "last_best": 5,
20
+ "early_drop": true
21
  },
22
  "refinement": null,
23
+ "lr_decay_after": 25,
24
  "lr_decay_factor": 0.25,
25
  "export_only": false,
26
  "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
27
  "codebook_lr": 0.048,
28
  "scale_lr": 0.032,
29
  "quantized_movement": {
30
+ "codebook_changed": 0,
31
+ "codebook_values": 1417216,
32
+ "scales_changed": 50761339,
33
+ "scale_values": 51019776
34
  },
35
  "initial_validation": {
36
+ "target_rel": 0.04692071397880121,
37
+ "reference_rel": 0.23686063018779382,
38
+ "boundary_rel": 0.09672673858191758,
39
+ "bulk_rel": 0.04689350552718751,
40
+ "boundary_rows": 24,
41
  "windows": [
42
  {
43
+ "first_row": 8192,
44
  "rows": 1024,
45
+ "reference_sse": 143353.890625,
46
+ "reference_energy": 4073140.0
47
  },
48
  {
49
+ "first_row": 9216,
50
  "rows": 1024,
51
+ "reference_sse": 151201.484375,
52
+ "reference_energy": 2625728.75
53
  },
54
  {
55
+ "first_row": 20480,
56
  "rows": 1024,
57
+ "reference_sse": 144065.34375,
58
+ "reference_energy": 4074161.5
59
  },
60
  {
61
+ "first_row": 21504,
62
  "rows": 1024,
63
+ "reference_sse": 183540.84375,
64
+ "reference_energy": 2309273.5
65
  },
66
  {
67
+ "first_row": 32768,
68
  "rows": 1024,
69
+ "reference_sse": 300343.8125,
70
+ "reference_energy": 4083456.5
71
  },
72
  {
73
+ "first_row": 33792,
74
  "rows": 1024,
75
+ "reference_sse": 278594.5,
76
+ "reference_energy": 2384423.75
77
  },
78
  {
79
+ "first_row": 45056,
80
  "rows": 1024,
81
+ "reference_sse": 360588.4375,
82
+ "reference_energy": 4032415.5
83
  },
84
  {
85
+ "first_row": 46080,
86
  "rows": 1024,
87
+ "reference_sse": 140754.5,
88
+ "reference_energy": 3947712.25
89
  },
90
  {
91
+ "first_row": 57344,
92
  "rows": 1024,
93
+ "reference_sse": 357346.4375,
94
+ "reference_energy": 4101612.5
95
  },
96
  {
97
+ "first_row": 58368,
98
  "rows": 1024,
99
+ "reference_sse": 133722.375,
100
+ "reference_energy": 4088858.5
101
  },
102
  {
103
+ "first_row": 69632,
104
  "rows": 1024,
105
+ "reference_sse": 151329.3125,
106
+ "reference_energy": 3899191.5
107
  },
108
  {
109
+ "first_row": 70656,
110
  "rows": 1024,
111
+ "reference_sse": 146988.359375,
112
+ "reference_energy": 2546767.5
113
  },
114
  {
115
+ "first_row": 81920,
116
  "rows": 1024,
117
+ "reference_sse": 168825.9375,
118
+ "reference_energy": 3971948.25
119
  },
120
  {
121
+ "first_row": 82944,
122
  "rows": 1024,
123
+ "reference_sse": 160755.125,
124
+ "reference_energy": 2491716.0
125
  },
126
  {
127
+ "first_row": 94208,
128
  "rows": 1024,
129
+ "reference_sse": 155460.53125,
130
+ "reference_energy": 3848995.75
131
  },
132
  {
133
+ "first_row": 95232,
134
  "rows": 1024,
135
+ "reference_sse": 109350.578125,
136
+ "reference_energy": 2530558.0
137
  }
138
  ]
139
  },
140
  "final_validation": {
141
+ "target_rel": 0.04553051376240955,
142
+ "reference_rel": 0.2369053483338904,
143
+ "boundary_rel": 0.0932432490695615,
144
+ "bulk_rel": 0.04550456459895781,
145
+ "boundary_rows": 24,
146
  "windows": [
147
  {
148
+ "first_row": 8192,
149
  "rows": 1024,
150
+ "reference_sse": 143466.375,
151
+ "reference_energy": 4073140.0
152
  },
153
  {
154
+ "first_row": 9216,
155
  "rows": 1024,
156
+ "reference_sse": 151354.34375,
157
+ "reference_energy": 2625728.75
158
  },
159
  {
160
+ "first_row": 20480,
161
  "rows": 1024,
162
+ "reference_sse": 144183.171875,
163
+ "reference_energy": 4074161.5
164
  },
165
  {
166
+ "first_row": 21504,
167
  "rows": 1024,
168
+ "reference_sse": 183755.125,
169
+ "reference_energy": 2309273.5
170
  },
171
  {
172
+ "first_row": 32768,
173
  "rows": 1024,
174
+ "reference_sse": 300126.6875,
175
+ "reference_energy": 4083456.5
176
  },
177
  {
178
+ "first_row": 33792,
179
  "rows": 1024,
180
+ "reference_sse": 278767.9375,
181
+ "reference_energy": 2384423.75
182
  },
183
  {
184
+ "first_row": 45056,
185
  "rows": 1024,
186
+ "reference_sse": 360549.25,
187
+ "reference_energy": 4032415.5
188
  },
189
  {
190
+ "first_row": 46080,
191
  "rows": 1024,
192
+ "reference_sse": 140777.546875,
193
+ "reference_energy": 3947712.25
194
  },
195
  {
196
+ "first_row": 57344,
197
  "rows": 1024,
198
+ "reference_sse": 357286.0,
199
+ "reference_energy": 4101612.5
200
  },
201
  {
202
+ "first_row": 58368,
203
  "rows": 1024,
204
+ "reference_sse": 133731.015625,
205
+ "reference_energy": 4088858.5
206
  },
207
  {
208
+ "first_row": 69632,
209
  "rows": 1024,
210
+ "reference_sse": 151534.34375,
211
+ "reference_energy": 3899191.5
212
  },
213
  {
214
+ "first_row": 70656,
215
  "rows": 1024,
216
+ "reference_sse": 147076.09375,
217
+ "reference_energy": 2546767.5
218
  },
219
  {
220
+ "first_row": 81920,
221
  "rows": 1024,
222
+ "reference_sse": 169129.125,
223
+ "reference_energy": 3971948.25
224
  },
225
  {
226
+ "first_row": 82944,
227
  "rows": 1024,
228
+ "reference_sse": 160951.53125,
229
+ "reference_energy": 2491716.0
230
  },
231
  {
232
+ "first_row": 94208,
233
  "rows": 1024,
234
+ "reference_sse": 155599.375,
235
+ "reference_energy": 3848995.75
236
  },
237
  {
238
+ "first_row": 95232,
239
  "rows": 1024,
240
+ "reference_sse": 109098.984375,
241
+ "reference_energy": 2530558.0
242
  }
243
  ]
244
  },
 
246
  "final_reasoning_validation": null,
247
  "validation_distribution": "reasoning only",
248
  "serialized_validation": {
249
+ "target_rel": 0.04553051376240955,
250
+ "reference_rel": 0.2369053483338904
251
  },
252
  "development_audit": {
253
+ "target_rel": 0.06518811372465595,
254
+ "reference_rel": 0.300605117651454,
255
+ "boundary_rel": 0.07399271127201458,
256
+ "bulk_rel": 0.06518673155767304,
257
+ "boundary_rows": 10,
258
  "windows": [
259
  {
260
+ "first_row": 10240,
261
  "rows": 1024,
262
+ "reference_sse": 240157.140625,
263
+ "reference_energy": 3849437.5
264
  },
265
  {
266
+ "first_row": 11264,
267
  "rows": 1024,
268
+ "reference_sse": 318079.625,
269
+ "reference_energy": 3957588.75
270
  },
271
  {
272
+ "first_row": 22528,
273
  "rows": 1024,
274
+ "reference_sse": 393738.9375,
275
+ "reference_energy": 2606785.5
276
  },
277
  {
278
+ "first_row": 23552,
279
  "rows": 1024,
280
+ "reference_sse": 294903.1875,
281
+ "reference_energy": 2354240.5
282
  },
283
  {
284
+ "first_row": 34816,
285
  "rows": 1024,
286
+ "reference_sse": 248561.609375,
287
+ "reference_energy": 4361700.5
288
  },
289
  {
290
+ "first_row": 35840,
291
  "rows": 1024,
292
+ "reference_sse": 233926.28125,
293
+ "reference_energy": 4264191.5
294
  },
295
  {
296
+ "first_row": 47104,
297
  "rows": 1024,
298
+ "reference_sse": 233164.203125,
299
+ "reference_energy": 2623075.0
300
  },
301
  {
302
+ "first_row": 48128,
303
  "rows": 1024,
304
+ "reference_sse": 405506.8125,
305
+ "reference_energy": 2336629.75
306
  },
307
  {
308
+ "first_row": 59392,
309
  "rows": 1024,
310
+ "reference_sse": 275418.25,
311
+ "reference_energy": 3949516.5
312
  },
313
  {
314
+ "first_row": 60416,
315
  "rows": 1024,
316
+ "reference_sse": 284100.4375,
317
+ "reference_energy": 3882931.0
318
  },
319
  {
320
+ "first_row": 71680,
321
  "rows": 1024,
322
+ "reference_sse": 260096.671875,
323
+ "reference_energy": 4144221.75
324
  },
325
  {
326
+ "first_row": 72704,
327
  "rows": 1024,
328
+ "reference_sse": 343251.53125,
329
+ "reference_energy": 3930787.5
330
  },
331
  {
332
+ "first_row": 83968,
333
  "rows": 1024,
334
+ "reference_sse": 326913.375,
335
+ "reference_energy": 3799932.5
336
  },
337
  {
338
+ "first_row": 84992,
339
  "rows": 1024,
340
+ "reference_sse": 416611.875,
341
+ "reference_energy": 2318401.5
342
  },
343
  {
344
+ "first_row": 96256,
345
  "rows": 1024,
346
+ "reference_sse": 355677.25,
347
+ "reference_energy": 2291481.0
348
  },
349
  {
350
+ "first_row": 97280,
351
  "rows": 1024,
352
+ "reference_sse": 309436.5625,
353
+ "reference_energy": 3992159.0
354
  }
355
  ]
356
  },
357
  "initial_development_audit": {
358
+ "target_rel": 0.06619412678515726,
359
+ "reference_rel": 0.3005020921556329,
360
+ "boundary_rel": 0.07447592048802344,
361
+ "bulk_rel": 0.06619283253831498,
362
+ "boundary_rows": 10,
363
  "windows": [
364
  {
365
+ "first_row": 10240,
366
  "rows": 1024,
367
+ "reference_sse": 240068.78125,
368
+ "reference_energy": 3849437.5
369
  },
370
  {
371
+ "first_row": 11264,
372
  "rows": 1024,
373
+ "reference_sse": 317575.1875,
374
+ "reference_energy": 3957588.75
375
  },
376
  {
377
+ "first_row": 22528,
378
  "rows": 1024,
379
+ "reference_sse": 393791.625,
380
+ "reference_energy": 2606785.5
381
  },
382
  {
383
+ "first_row": 23552,
384
  "rows": 1024,
385
+ "reference_sse": 294683.8125,
386
+ "reference_energy": 2354240.5
387
  },
388
  {
389
+ "first_row": 34816,
390
  "rows": 1024,
391
+ "reference_sse": 249059.21875,
392
+ "reference_energy": 4361700.5
393
  },
394
  {
395
+ "first_row": 35840,
396
  "rows": 1024,
397
+ "reference_sse": 234212.75,
398
+ "reference_energy": 4264191.5
399
  },
400
  {
401
+ "first_row": 47104,
402
  "rows": 1024,
403
+ "reference_sse": 233340.28125,
404
+ "reference_energy": 2623075.0
405
  },
406
  {
407
+ "first_row": 48128,
408
  "rows": 1024,
409
+ "reference_sse": 405131.875,
410
+ "reference_energy": 2336629.75
411
  },
412
  {
413
+ "first_row": 59392,
414
  "rows": 1024,
415
+ "reference_sse": 275392.125,
416
+ "reference_energy": 3949516.5
417
  },
418
  {
419
+ "first_row": 60416,
420
  "rows": 1024,
421
+ "reference_sse": 283580.4375,
422
+ "reference_energy": 3882931.0
423
  },
424
  {
425
+ "first_row": 71680,
426
  "rows": 1024,
427
+ "reference_sse": 260088.375,
428
+ "reference_energy": 4144221.75
429
  },
430
  {
431
+ "first_row": 72704,
432
  "rows": 1024,
433
+ "reference_sse": 342907.0,
434
+ "reference_energy": 3930787.5
435
  },
436
  {
437
+ "first_row": 83968,
438
  "rows": 1024,
439
+ "reference_sse": 326339.875,
440
+ "reference_energy": 3799932.5
441
  },
442
  {
443
+ "first_row": 84992,
444
  "rows": 1024,
445
+ "reference_sse": 415845.90625,
446
+ "reference_energy": 2318401.5
447
  },
448
  {
449
+ "first_row": 96256,
450
  "rows": 1024,
451
+ "reference_sse": 355173.375,
452
+ "reference_energy": 2291481.0
453
  },
454
  {
455
+ "first_row": 97280,
456
  "rows": 1024,
457
+ "reference_sse": 308967.875,
458
+ "reference_energy": 3992159.0
459
  }
460
  ]
461
  },
462
+ "best_step": 5,
463
+ "steps_run": 30,
464
  "history": [
465
  {
466
  "step": 5,
467
  "validation": {
468
+ "target_rel": 0.04553051376240955,
469
+ "reference_rel": 0.2369053483338904,
470
+ "boundary_rel": 0.0932432490695615,
471
+ "bulk_rel": 0.04550456459895781,
472
+ "boundary_rows": 24
473
  },
474
  "reasoning_validation": null,
475
+ "training_probe_rel": 0.6229455245899023,
476
+ "batch_loss": 0.36727820336818695,
477
  "best_step": 5,
478
  "overfit_checks": 0,
479
+ "seconds": 55.866466760635376,
480
  "adaptive_schedule": {
481
+ "best": 0.04553051376240955,
482
+ "drop_after": 25,
483
  "relative_worsening": 0.001,
484
  "checks": 3,
485
+ "patience_updates": 10,
486
  "bad_checks": 0,
487
  "last_best": 5,
488
  "early_drop": false
 
490
  "adaptive_stop": false,
491
  "quantized_movement": {
492
  "codebook_changed": 0,
493
+ "codebook_values": 1417216,
494
+ "scales_changed": 50761339,
495
+ "scale_values": 51019776
496
  }
497
  },
498
  {
499
  "step": 10,
500
  "validation": {
501
+ "target_rel": 0.046878587157968464,
502
+ "reference_rel": 0.23685053494211208,
503
+ "boundary_rel": 0.09678682333674447,
504
+ "bulk_rel": 0.04685129510829595,
505
+ "boundary_rows": 24
506
  },
507
  "reasoning_validation": null,
508
+ "training_probe_rel": 0.6367788427994306,
509
+ "batch_loss": 0.3873578682541847,
510
+ "best_step": 5,
511
  "overfit_checks": 0,
512
+ "seconds": 128.3360424041748,
513
  "adaptive_schedule": {
514
+ "best": 0.04553051376240955,
515
+ "drop_after": 25,
516
  "relative_worsening": 0.001,
517
  "checks": 3,
518
+ "patience_updates": 10,
519
+ "bad_checks": 1,
520
+ "last_best": 5,
521
  "early_drop": false
522
  },
523
  "adaptive_stop": false,
524
  "quantized_movement": {
525
+ "codebook_changed": 59656,
526
+ "codebook_values": 1417216,
527
+ "scales_changed": 50824180,
528
+ "scale_values": 51019776
529
  }
530
  },
531
  {
532
  "step": 15,
533
  "validation": {
534
+ "target_rel": 0.046621764887206686,
535
+ "reference_rel": 0.23698593125792417,
536
+ "boundary_rel": 0.09595919226367633,
537
+ "bulk_rel": 0.046594841079348075,
538
+ "boundary_rows": 24
539
  },
540
  "reasoning_validation": null,
541
+ "training_probe_rel": 0.6354562039672879,
542
+ "batch_loss": 0.3658405914902687,
543
+ "best_step": 5,
544
  "overfit_checks": 0,
545
+ "seconds": 177.46774530410767,
546
  "adaptive_schedule": {
547
+ "best": 0.04553051376240955,
548
+ "drop_after": 25,
549
  "relative_worsening": 0.001,
550
  "checks": 3,
551
+ "patience_updates": 10,
552
+ "bad_checks": 2,
553
+ "last_best": 5,
554
  "early_drop": false
555
  },
556
  "adaptive_stop": false,
557
  "quantized_movement": {
558
+ "codebook_changed": 44152,
559
+ "codebook_values": 1417216,
560
+ "scales_changed": 50854167,
561
+ "scale_values": 51019776
562
  }
563
  },
564
  {
565
  "step": 20,
566
  "validation": {
567
+ "target_rel": 0.04650167648761367,
568
+ "reference_rel": 0.23695067119091764,
569
+ "boundary_rel": 0.09656458393652734,
570
+ "bulk_rel": 0.04647419266254108,
571
+ "boundary_rows": 24
572
  },
573
  "reasoning_validation": null,
574
+ "training_probe_rel": 0.6366407844849324,
575
+ "batch_loss": 0.374344564974308,
576
+ "best_step": 5,
577
  "overfit_checks": 0,
578
+ "seconds": 249.77444124221802,
579
  "adaptive_schedule": {
580
+ "best": 0.04553051376240955,
581
+ "drop_after": 20,
582
  "relative_worsening": 0.001,
583
  "checks": 3,
584
+ "patience_updates": 10,
585
+ "bad_checks": 3,
586
+ "last_best": 5,
587
+ "early_drop": true
588
  },
589
  "adaptive_stop": false,
590
  "quantized_movement": {
591
+ "codebook_changed": 44994,
592
+ "codebook_values": 1417216,
593
+ "scales_changed": 50869798,
594
+ "scale_values": 51019776
595
  }
596
  },
597
  {
598
  "step": 25,
599
  "validation": {
600
+ "target_rel": 0.045895535851758804,
601
+ "reference_rel": 0.2368098153117425,
602
+ "boundary_rel": 0.09497763944543397,
603
+ "bulk_rel": 0.04586865382101248,
604
+ "boundary_rows": 24
605
  },
606
  "reasoning_validation": null,
607
+ "training_probe_rel": 0.6306295894454553,
608
+ "batch_loss": 0.37420058250427246,
609
+ "best_step": 5,
610
  "overfit_checks": 0,
611
+ "seconds": 302.90640020370483,
612
  "adaptive_schedule": {
613
+ "best": 0.04553051376240955,
614
+ "drop_after": 20,
615
  "relative_worsening": 0.001,
616
  "checks": 3,
617
+ "patience_updates": 10,
618
+ "bad_checks": 3,
619
+ "last_best": 5,
620
+ "early_drop": true
621
  },
622
  "adaptive_stop": false,
623
  "quantized_movement": {
624
+ "codebook_changed": 23177,
625
+ "codebook_values": 1417216,
626
+ "scales_changed": 50872120,
627
+ "scale_values": 51019776
628
  }
629
  },
630
  {
631
  "step": 30,
632
  "validation": {
633
+ "target_rel": 0.046037619780782656,
634
+ "reference_rel": 0.23688520319086365,
635
+ "boundary_rel": 0.09507416341031574,
636
+ "bulk_rel": 0.04601079932450825,
637
+ "boundary_rows": 24
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
638
  },
639
  "reasoning_validation": null,
640
+ "training_probe_rel": 0.632472033739638,
641
+ "batch_loss": 0.3548133373260498,
642
+ "best_step": 5,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
643
  "overfit_checks": 0,
644
+ "seconds": 374.3382375240326,
645
  "adaptive_schedule": {
646
+ "best": 0.04553051376240955,
647
+ "drop_after": 20,
648
  "relative_worsening": 0.001,
649
  "checks": 3,
650
+ "patience_updates": 10,
651
+ "bad_checks": 3,
652
+ "last_best": 5,
653
+ "early_drop": true
654
  },
655
+ "adaptive_stop": true,
656
  "quantized_movement": {
657
+ "codebook_changed": 33022,
658
+ "codebook_values": 1417216,
659
+ "scales_changed": 50872153,
660
+ "scale_values": 51019776
661
  }
662
  }
663
  ],
664
  "index_reassignments": [
665
  {
666
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
667
+ "proposals": 330,
668
+ "accepted": 294,
669
+ "changed_groups": 424153,
670
+ "training_before": 52847.71484375,
671
+ "training_after": 51904.765625,
672
  "acceptance": "proposal and separate training check batches",
673
+ "step": 10
674
  },
675
  {
676
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
677
+ "proposals": 336,
678
+ "accepted": 286,
679
+ "changed_groups": 334259,
680
+ "training_before": 51287.6796875,
681
+ "training_after": 50397.2578125,
682
  "acceptance": "proposal and separate training check batches",
683
+ "step": 20
684
  },
685
  {
686
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
687
+ "proposals": 334,
688
+ "accepted": 277,
689
+ "changed_groups": 310822,
690
+ "training_before": 47999.92578125,
691
+ "training_after": 47324.5546875,
692
  "acceptance": "proposal and separate training check batches",
693
+ "step": 30
694
  }
695
  ],
696
  "coverage_threshold": 256,
 
701
  "parallelism": "expert-sharded coupled output",
702
  "arithmetic": "fp4_planes4_fp16_boundaries_v1",
703
  "scope": "text-only, cached prompt partitions; historical audit is development only",
704
+ "train_rows": 15007754,
705
  "validation_rows": 16384,
706
  "audit_rows": 16384,
707
  "complete": true