jarrelscy commited on
Commit
a9ac28e
·
verified ·
1 Parent(s): a79532f

Replace layer 38 with same_input fp16-block PV (v4)

Browse files
arvq-layer-038-down.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6316ab1a977c949ba473b29845a6a9af81ef35f17094494bdd364896068b5610
3
- size 571310732
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c4f7cf418f996e96073c3638a0817afbdf0263a090298a54ed12241a197d308c
3
+ size 588612316
arvq-layer-038-gateup.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:85d8ffc8af883dfe2936289b00cdf6d736c46a93641fb204b6e539a1977bd5b9
3
- size 1142260372
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:23ac08c240758e14b0f6ab02b00977ad2c07a009a6485959e7994f32bb8cc15d
3
+ size 1176863460
cold_manifests/layer-038-manifest.json CHANGED
@@ -181,11 +181,11 @@
181
  "files": {
182
  "w13": {
183
  "file": "arvq-layer-038-gateup.safetensors",
184
- "sha256": "85d8ffc8af883dfe2936289b00cdf6d736c46a93641fb204b6e539a1977bd5b9"
185
  },
186
  "w2": {
187
  "file": "arvq-layer-038-down.safetensors",
188
- "sha256": "6316ab1a977c949ba473b29845a6a9af81ef35f17094494bdd364896068b5610"
189
  }
190
  },
191
  "per_proj": {
@@ -406,11 +406,719 @@
406
  "codebook_scope": "expert"
407
  }
408
  },
409
- "format": "rvq256_256x8_expert",
410
- "version": 3,
411
- "block_scale_dtype": "float8_e4m3fn",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
412
  "codebook_scope": "expert",
413
- "bits": 2.0625,
414
  "codebook_sizes": [
415
  256,
416
  256
@@ -420,7 +1128,6 @@
420
  8
421
  ],
422
  "words_per_tile": 64,
423
- "fit": "initial Hessian fit, no PV",
424
  "production_ready": false,
425
  "roundtrip": "all expert indices exact; 3 decoded weights/projection exact",
426
  "requires_8x8_loader_kernel": true
 
181
  "files": {
182
  "w13": {
183
  "file": "arvq-layer-038-gateup.safetensors",
184
+ "sha256": "23ac08c240758e14b0f6ab02b00977ad2c07a009a6485959e7994f32bb8cc15d"
185
  },
186
  "w2": {
187
  "file": "arvq-layer-038-down.safetensors",
188
+ "sha256": "c4f7cf418f996e96073c3638a0817afbdf0263a090298a54ed12241a197d308c"
189
  }
190
  },
191
  "per_proj": {
 
406
  "codebook_scope": "expert"
407
  }
408
  },
409
+ "format": "rvq256_256x8_expert_fp16block",
410
+ "fit": "sequential same_input-trajectory gradient PV; recipe=full_corpus_sequence_pass_v1; updates=30",
411
+ "pv_report": {
412
+ "layer": 38,
413
+ "target": "same_input",
414
+ "recipe": "full_corpus_sequence_pass_v1",
415
+ "block_scale_dtype": "fp16",
416
+ "batch_tokens": 262144,
417
+ "sequence_order_sha256": "5e0ef183802009d0483fe37a60f5acd49dd99218130e0c952f097fa473d863bf",
418
+ "training_sequence_count": 14657,
419
+ "training_passes": 0.5240171180844249,
420
+ "training_tokens_seen": 7864320,
421
+ "adaptive_schedule": {
422
+ "best": 0.03938840653001622,
423
+ "drop_after": 20,
424
+ "relative_worsening": 0.001,
425
+ "checks": 3,
426
+ "patience_updates": 10,
427
+ "bad_checks": 3,
428
+ "last_best": 5,
429
+ "early_drop": true
430
+ },
431
+ "refinement": null,
432
+ "lr_decay_after": 25,
433
+ "lr_decay_factor": 0.25,
434
+ "export_only": false,
435
+ "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed",
436
+ "codebook_lr": 0.048,
437
+ "scale_lr": 0.032,
438
+ "quantized_movement": {
439
+ "codebook_changed": 0,
440
+ "codebook_values": 1441792,
441
+ "scales_changed": 51652818,
442
+ "scale_values": 51904512
443
+ },
444
+ "initial_validation": {
445
+ "target_rel": 0.04055417763494536,
446
+ "reference_rel": 0.1866206858346252,
447
+ "boundary_rel": 0.10693584867572065,
448
+ "bulk_rel": 0.04053423291539836,
449
+ "boundary_rows": 24,
450
+ "windows": [
451
+ {
452
+ "first_row": 8192,
453
+ "rows": 1024,
454
+ "reference_sse": 43053.23046875,
455
+ "reference_energy": 3375805.0
456
+ },
457
+ {
458
+ "first_row": 9216,
459
+ "rows": 1024,
460
+ "reference_sse": 52332.5078125,
461
+ "reference_energy": 1893877.75
462
+ },
463
+ {
464
+ "first_row": 20480,
465
+ "rows": 1024,
466
+ "reference_sse": 52233.171875,
467
+ "reference_energy": 3364108.0
468
+ },
469
+ {
470
+ "first_row": 21504,
471
+ "rows": 1024,
472
+ "reference_sse": 59915.0625,
473
+ "reference_energy": 1717075.75
474
+ },
475
+ {
476
+ "first_row": 32768,
477
+ "rows": 1024,
478
+ "reference_sse": 228439.1875,
479
+ "reference_energy": 3338875.5
480
+ },
481
+ {
482
+ "first_row": 33792,
483
+ "rows": 1024,
484
+ "reference_sse": 172565.296875,
485
+ "reference_energy": 1766024.75
486
+ },
487
+ {
488
+ "first_row": 45056,
489
+ "rows": 1024,
490
+ "reference_sse": 274515.3125,
491
+ "reference_energy": 3378235.0
492
+ },
493
+ {
494
+ "first_row": 46080,
495
+ "rows": 1024,
496
+ "reference_sse": 53827.20703125,
497
+ "reference_energy": 3297217.0
498
+ },
499
+ {
500
+ "first_row": 57344,
501
+ "rows": 1024,
502
+ "reference_sse": 264257.09375,
503
+ "reference_energy": 3410330.5
504
+ },
505
+ {
506
+ "first_row": 58368,
507
+ "rows": 1024,
508
+ "reference_sse": 41649.08984375,
509
+ "reference_energy": 3394838.0
510
+ },
511
+ {
512
+ "first_row": 69632,
513
+ "rows": 1024,
514
+ "reference_sse": 50672.0,
515
+ "reference_energy": 3274217.5
516
+ },
517
+ {
518
+ "first_row": 70656,
519
+ "rows": 1024,
520
+ "reference_sse": 49355.91015625,
521
+ "reference_energy": 1834439.25
522
+ },
523
+ {
524
+ "first_row": 81920,
525
+ "rows": 1024,
526
+ "reference_sse": 56994.96875,
527
+ "reference_energy": 3354196.75
528
+ },
529
+ {
530
+ "first_row": 82944,
531
+ "rows": 1024,
532
+ "reference_sse": 55852.09765625,
533
+ "reference_energy": 1862938.25
534
+ },
535
+ {
536
+ "first_row": 94208,
537
+ "rows": 1024,
538
+ "reference_sse": 54449.265625,
539
+ "reference_energy": 3266131.0
540
+ },
541
+ {
542
+ "first_row": 95232,
543
+ "rows": 1024,
544
+ "reference_sse": 35749.2734375,
545
+ "reference_energy": 1858178.375
546
+ }
547
+ ]
548
+ },
549
+ "final_validation": {
550
+ "target_rel": 0.03938840653001622,
551
+ "reference_rel": 0.18670412839442782,
552
+ "boundary_rel": 0.10462988078952395,
553
+ "bulk_rel": 0.039368699810247244,
554
+ "boundary_rows": 24,
555
+ "windows": [
556
+ {
557
+ "first_row": 8192,
558
+ "rows": 1024,
559
+ "reference_sse": 43020.35546875,
560
+ "reference_energy": 3375805.0
561
+ },
562
+ {
563
+ "first_row": 9216,
564
+ "rows": 1024,
565
+ "reference_sse": 52506.546875,
566
+ "reference_energy": 1893877.75
567
+ },
568
+ {
569
+ "first_row": 20480,
570
+ "rows": 1024,
571
+ "reference_sse": 52294.796875,
572
+ "reference_energy": 3364108.0
573
+ },
574
+ {
575
+ "first_row": 21504,
576
+ "rows": 1024,
577
+ "reference_sse": 60040.6875,
578
+ "reference_energy": 1717075.75
579
+ },
580
+ {
581
+ "first_row": 32768,
582
+ "rows": 1024,
583
+ "reference_sse": 228456.015625,
584
+ "reference_energy": 3338875.5
585
+ },
586
+ {
587
+ "first_row": 33792,
588
+ "rows": 1024,
589
+ "reference_sse": 172854.5625,
590
+ "reference_energy": 1766024.75
591
+ },
592
+ {
593
+ "first_row": 45056,
594
+ "rows": 1024,
595
+ "reference_sse": 274601.875,
596
+ "reference_energy": 3378235.0
597
+ },
598
+ {
599
+ "first_row": 46080,
600
+ "rows": 1024,
601
+ "reference_sse": 53798.828125,
602
+ "reference_energy": 3297217.0
603
+ },
604
+ {
605
+ "first_row": 57344,
606
+ "rows": 1024,
607
+ "reference_sse": 264353.90625,
608
+ "reference_energy": 3410330.5
609
+ },
610
+ {
611
+ "first_row": 58368,
612
+ "rows": 1024,
613
+ "reference_sse": 41744.37109375,
614
+ "reference_energy": 3394838.0
615
+ },
616
+ {
617
+ "first_row": 69632,
618
+ "rows": 1024,
619
+ "reference_sse": 50752.2578125,
620
+ "reference_energy": 3274217.5
621
+ },
622
+ {
623
+ "first_row": 70656,
624
+ "rows": 1024,
625
+ "reference_sse": 49443.40625,
626
+ "reference_energy": 1834439.25
627
+ },
628
+ {
629
+ "first_row": 81920,
630
+ "rows": 1024,
631
+ "reference_sse": 57247.828125,
632
+ "reference_energy": 3354196.75
633
+ },
634
+ {
635
+ "first_row": 82944,
636
+ "rows": 1024,
637
+ "reference_sse": 55955.6484375,
638
+ "reference_energy": 1862938.25
639
+ },
640
+ {
641
+ "first_row": 94208,
642
+ "rows": 1024,
643
+ "reference_sse": 54546.2265625,
644
+ "reference_energy": 3266131.0
645
+ },
646
+ {
647
+ "first_row": 95232,
648
+ "rows": 1024,
649
+ "reference_sse": 35626.0546875,
650
+ "reference_energy": 1858178.375
651
+ }
652
+ ]
653
+ },
654
+ "initial_reasoning_validation": null,
655
+ "final_reasoning_validation": null,
656
+ "validation_distribution": "reasoning only",
657
+ "serialized_validation": {
658
+ "target_rel": 0.03938840653001622,
659
+ "reference_rel": 0.18670412839442782
660
+ },
661
+ "development_audit": {
662
+ "target_rel": 0.047329158124090664,
663
+ "reference_rel": 0.20803816957332308,
664
+ "boundary_rel": 0.04679673772048696,
665
+ "bulk_rel": 0.04732919186497652,
666
+ "boundary_rows": 10,
667
+ "windows": [
668
+ {
669
+ "first_row": 10240,
670
+ "rows": 1024,
671
+ "reference_sse": 91152.5078125,
672
+ "reference_energy": 3253170.5
673
+ },
674
+ {
675
+ "first_row": 11264,
676
+ "rows": 1024,
677
+ "reference_sse": 116458.203125,
678
+ "reference_energy": 3374900.75
679
+ },
680
+ {
681
+ "first_row": 22528,
682
+ "rows": 1024,
683
+ "reference_sse": 225107.78125,
684
+ "reference_energy": 1942731.5
685
+ },
686
+ {
687
+ "first_row": 23552,
688
+ "rows": 1024,
689
+ "reference_sse": 111701.84375,
690
+ "reference_energy": 1823772.0
691
+ },
692
+ {
693
+ "first_row": 34816,
694
+ "rows": 1024,
695
+ "reference_sse": 83574.28125,
696
+ "reference_energy": 3497330.0
697
+ },
698
+ {
699
+ "first_row": 35840,
700
+ "rows": 1024,
701
+ "reference_sse": 83021.609375,
702
+ "reference_energy": 3486474.75
703
+ },
704
+ {
705
+ "first_row": 47104,
706
+ "rows": 1024,
707
+ "reference_sse": 85717.5625,
708
+ "reference_energy": 1859598.375
709
+ },
710
+ {
711
+ "first_row": 48128,
712
+ "rows": 1024,
713
+ "reference_sse": 210840.578125,
714
+ "reference_energy": 1858288.75
715
+ },
716
+ {
717
+ "first_row": 59392,
718
+ "rows": 1024,
719
+ "reference_sse": 96666.984375,
720
+ "reference_energy": 3365920.5
721
+ },
722
+ {
723
+ "first_row": 60416,
724
+ "rows": 1024,
725
+ "reference_sse": 107159.046875,
726
+ "reference_energy": 3250881.0
727
+ },
728
+ {
729
+ "first_row": 71680,
730
+ "rows": 1024,
731
+ "reference_sse": 98631.6484375,
732
+ "reference_energy": 3419138.5
733
+ },
734
+ {
735
+ "first_row": 72704,
736
+ "rows": 1024,
737
+ "reference_sse": 131159.5,
738
+ "reference_energy": 3298207.5
739
+ },
740
+ {
741
+ "first_row": 83968,
742
+ "rows": 1024,
743
+ "reference_sse": 109035.53125,
744
+ "reference_energy": 3304114.0
745
+ },
746
+ {
747
+ "first_row": 84992,
748
+ "rows": 1024,
749
+ "reference_sse": 149201.78125,
750
+ "reference_energy": 1751123.25
751
+ },
752
+ {
753
+ "first_row": 96256,
754
+ "rows": 1024,
755
+ "reference_sse": 121958.046875,
756
+ "reference_energy": 1841037.75
757
+ },
758
+ {
759
+ "first_row": 97280,
760
+ "rows": 1024,
761
+ "reference_sse": 112641.8046875,
762
+ "reference_energy": 3359865.25
763
+ }
764
+ ]
765
+ },
766
+ "initial_development_audit": {
767
+ "target_rel": 0.04823773161475591,
768
+ "reference_rel": 0.2080649777251008,
769
+ "boundary_rel": 0.046886447514520216,
770
+ "bulk_rel": 0.0482378168525179,
771
+ "boundary_rows": 10,
772
+ "windows": [
773
+ {
774
+ "first_row": 10240,
775
+ "rows": 1024,
776
+ "reference_sse": 91225.640625,
777
+ "reference_energy": 3253170.5
778
+ },
779
+ {
780
+ "first_row": 11264,
781
+ "rows": 1024,
782
+ "reference_sse": 116401.4140625,
783
+ "reference_energy": 3374900.75
784
+ },
785
+ {
786
+ "first_row": 22528,
787
+ "rows": 1024,
788
+ "reference_sse": 225232.46875,
789
+ "reference_energy": 1942731.5
790
+ },
791
+ {
792
+ "first_row": 23552,
793
+ "rows": 1024,
794
+ "reference_sse": 111748.671875,
795
+ "reference_energy": 1823772.0
796
+ },
797
+ {
798
+ "first_row": 34816,
799
+ "rows": 1024,
800
+ "reference_sse": 83841.71875,
801
+ "reference_energy": 3497330.0
802
+ },
803
+ {
804
+ "first_row": 35840,
805
+ "rows": 1024,
806
+ "reference_sse": 83144.5703125,
807
+ "reference_energy": 3486474.75
808
+ },
809
+ {
810
+ "first_row": 47104,
811
+ "rows": 1024,
812
+ "reference_sse": 85973.5390625,
813
+ "reference_energy": 1859598.375
814
+ },
815
+ {
816
+ "first_row": 48128,
817
+ "rows": 1024,
818
+ "reference_sse": 210749.71875,
819
+ "reference_energy": 1858288.75
820
+ },
821
+ {
822
+ "first_row": 59392,
823
+ "rows": 1024,
824
+ "reference_sse": 96827.453125,
825
+ "reference_energy": 3365920.5
826
+ },
827
+ {
828
+ "first_row": 60416,
829
+ "rows": 1024,
830
+ "reference_sse": 107130.40625,
831
+ "reference_energy": 3250881.0
832
+ },
833
+ {
834
+ "first_row": 71680,
835
+ "rows": 1024,
836
+ "reference_sse": 98768.09375,
837
+ "reference_energy": 3419138.5
838
+ },
839
+ {
840
+ "first_row": 72704,
841
+ "rows": 1024,
842
+ "reference_sse": 131145.9375,
843
+ "reference_energy": 3298207.5
844
+ },
845
+ {
846
+ "first_row": 83968,
847
+ "rows": 1024,
848
+ "reference_sse": 108954.9921875,
849
+ "reference_energy": 3304114.0
850
+ },
851
+ {
852
+ "first_row": 84992,
853
+ "rows": 1024,
854
+ "reference_sse": 148879.59375,
855
+ "reference_energy": 1751123.25
856
+ },
857
+ {
858
+ "first_row": 96256,
859
+ "rows": 1024,
860
+ "reference_sse": 121960.703125,
861
+ "reference_energy": 1841037.75
862
+ },
863
+ {
864
+ "first_row": 97280,
865
+ "rows": 1024,
866
+ "reference_sse": 112542.265625,
867
+ "reference_energy": 3359865.25
868
+ }
869
+ ]
870
+ },
871
+ "best_step": 5,
872
+ "steps_run": 30,
873
+ "history": [
874
+ {
875
+ "step": 5,
876
+ "validation": {
877
+ "target_rel": 0.03938840653001622,
878
+ "reference_rel": 0.18670412839442782,
879
+ "boundary_rel": 0.10462988078952395,
880
+ "bulk_rel": 0.039368699810247244,
881
+ "boundary_rows": 24
882
+ },
883
+ "reasoning_validation": null,
884
+ "training_probe_rel": 0.6151878070871336,
885
+ "batch_loss": 0.38171201199293137,
886
+ "best_step": 5,
887
+ "overfit_checks": 0,
888
+ "seconds": 52.011289834976196,
889
+ "adaptive_schedule": {
890
+ "best": 0.03938840653001622,
891
+ "drop_after": 25,
892
+ "relative_worsening": 0.001,
893
+ "checks": 3,
894
+ "patience_updates": 10,
895
+ "bad_checks": 0,
896
+ "last_best": 5,
897
+ "early_drop": false
898
+ },
899
+ "adaptive_stop": false,
900
+ "quantized_movement": {
901
+ "codebook_changed": 0,
902
+ "codebook_values": 1441792,
903
+ "scales_changed": 51652818,
904
+ "scale_values": 51904512
905
+ }
906
+ },
907
+ {
908
+ "step": 10,
909
+ "validation": {
910
+ "target_rel": 0.04016618776382353,
911
+ "reference_rel": 0.18657127842500112,
912
+ "boundary_rel": 0.10650318712085535,
913
+ "bulk_rel": 0.04014617621301308,
914
+ "boundary_rows": 24
915
+ },
916
+ "reasoning_validation": null,
917
+ "training_probe_rel": 0.6259325061548178,
918
+ "batch_loss": 0.4079878181219101,
919
+ "best_step": 5,
920
+ "overfit_checks": 0,
921
+ "seconds": 121.13371396064758,
922
+ "adaptive_schedule": {
923
+ "best": 0.03938840653001622,
924
+ "drop_after": 25,
925
+ "relative_worsening": 0.001,
926
+ "checks": 3,
927
+ "patience_updates": 10,
928
+ "bad_checks": 1,
929
+ "last_best": 5,
930
+ "early_drop": false
931
+ },
932
+ "adaptive_stop": false,
933
+ "quantized_movement": {
934
+ "codebook_changed": 56573,
935
+ "codebook_values": 1441792,
936
+ "scales_changed": 51706412,
937
+ "scale_values": 51904512
938
+ }
939
+ },
940
+ {
941
+ "step": 15,
942
+ "validation": {
943
+ "target_rel": 0.04004067149280585,
944
+ "reference_rel": 0.1866867350031148,
945
+ "boundary_rel": 0.10625180280418689,
946
+ "bulk_rel": 0.04002068663530986,
947
+ "boundary_rows": 24
948
+ },
949
+ "reasoning_validation": null,
950
+ "training_probe_rel": 0.6251183815097302,
951
+ "batch_loss": 0.3768604099750519,
952
+ "best_step": 5,
953
+ "overfit_checks": 0,
954
+ "seconds": 167.6436505317688,
955
+ "adaptive_schedule": {
956
+ "best": 0.03938840653001622,
957
+ "drop_after": 25,
958
+ "relative_worsening": 0.001,
959
+ "checks": 3,
960
+ "patience_updates": 10,
961
+ "bad_checks": 2,
962
+ "last_best": 5,
963
+ "early_drop": false
964
+ },
965
+ "adaptive_stop": false,
966
+ "quantized_movement": {
967
+ "codebook_changed": 45289,
968
+ "codebook_values": 1441792,
969
+ "scales_changed": 51734844,
970
+ "scale_values": 51904512
971
+ }
972
+ },
973
+ {
974
+ "step": 20,
975
+ "validation": {
976
+ "target_rel": 0.03991514317315295,
977
+ "reference_rel": 0.1866871894386585,
978
+ "boundary_rel": 0.10557712178426604,
979
+ "bulk_rel": 0.03989537041031466,
980
+ "boundary_rows": 24
981
+ },
982
+ "reasoning_validation": null,
983
+ "training_probe_rel": 0.6247766805254339,
984
+ "batch_loss": 0.38921958208084106,
985
+ "best_step": 5,
986
+ "overfit_checks": 0,
987
+ "seconds": 237.31311225891113,
988
+ "adaptive_schedule": {
989
+ "best": 0.03938840653001622,
990
+ "drop_after": 20,
991
+ "relative_worsening": 0.001,
992
+ "checks": 3,
993
+ "patience_updates": 10,
994
+ "bad_checks": 3,
995
+ "last_best": 5,
996
+ "early_drop": true
997
+ },
998
+ "adaptive_stop": false,
999
+ "quantized_movement": {
1000
+ "codebook_changed": 45681,
1001
+ "codebook_values": 1441792,
1002
+ "scales_changed": 51750577,
1003
+ "scale_values": 51904512
1004
+ }
1005
+ },
1006
+ {
1007
+ "step": 25,
1008
+ "validation": {
1009
+ "target_rel": 0.039543304426595774,
1010
+ "reference_rel": 0.1865767469809735,
1011
+ "boundary_rel": 0.10464535317562383,
1012
+ "bulk_rel": 0.0395236935621581,
1013
+ "boundary_rows": 24
1014
+ },
1015
+ "reasoning_validation": null,
1016
+ "training_probe_rel": 0.6195926931490152,
1017
+ "batch_loss": 0.3925126865506172,
1018
+ "best_step": 5,
1019
+ "overfit_checks": 0,
1020
+ "seconds": 289.1428005695343,
1021
+ "adaptive_schedule": {
1022
+ "best": 0.03938840653001622,
1023
+ "drop_after": 20,
1024
+ "relative_worsening": 0.001,
1025
+ "checks": 3,
1026
+ "patience_updates": 10,
1027
+ "bad_checks": 3,
1028
+ "last_best": 5,
1029
+ "early_drop": true
1030
+ },
1031
+ "adaptive_stop": false,
1032
+ "quantized_movement": {
1033
+ "codebook_changed": 24492,
1034
+ "codebook_values": 1441792,
1035
+ "scales_changed": 51751955,
1036
+ "scale_values": 51904512
1037
+ }
1038
+ },
1039
+ {
1040
+ "step": 30,
1041
+ "validation": {
1042
+ "target_rel": 0.0396486942423384,
1043
+ "reference_rel": 0.18664663543198282,
1044
+ "boundary_rel": 0.10484510167120845,
1045
+ "bulk_rel": 0.0396290653345061,
1046
+ "boundary_rows": 24
1047
+ },
1048
+ "reasoning_validation": null,
1049
+ "training_probe_rel": 0.6211807439482214,
1050
+ "batch_loss": 0.3742581233382225,
1051
+ "best_step": 5,
1052
+ "overfit_checks": 0,
1053
+ "seconds": 355.6794168949127,
1054
+ "adaptive_schedule": {
1055
+ "best": 0.03938840653001622,
1056
+ "drop_after": 20,
1057
+ "relative_worsening": 0.001,
1058
+ "checks": 3,
1059
+ "patience_updates": 10,
1060
+ "bad_checks": 3,
1061
+ "last_best": 5,
1062
+ "early_drop": true
1063
+ },
1064
+ "adaptive_stop": true,
1065
+ "quantized_movement": {
1066
+ "codebook_changed": 35171,
1067
+ "codebook_values": 1441792,
1068
+ "scales_changed": 51753267,
1069
+ "scale_values": 51904512
1070
+ }
1071
+ }
1072
+ ],
1073
+ "index_reassignments": [
1074
+ {
1075
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1076
+ "proposals": 330,
1077
+ "accepted": 293,
1078
+ "changed_groups": 420690,
1079
+ "training_before": 27735.77734375,
1080
+ "training_after": 27276.556640625,
1081
+ "acceptance": "proposal and separate training check batches",
1082
+ "step": 10
1083
+ },
1084
+ {
1085
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1086
+ "proposals": 336,
1087
+ "accepted": 293,
1088
+ "changed_groups": 392485,
1089
+ "training_before": 26333.9765625,
1090
+ "training_after": 25942.3671875,
1091
+ "acceptance": "proposal and separate training check batches",
1092
+ "step": 20
1093
+ },
1094
+ {
1095
+ "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
1096
+ "proposals": 332,
1097
+ "accepted": 278,
1098
+ "changed_groups": 276538,
1099
+ "training_before": 25331.15234375,
1100
+ "training_after": 25034.1796875,
1101
+ "acceptance": "proposal and separate training check batches",
1102
+ "step": 30
1103
+ }
1104
+ ],
1105
+ "coverage_threshold": 256,
1106
+ "checkpoint_selection": "held-out original reference trajectory for both arms",
1107
+ "world_size": 8,
1108
+ "microbatch": 65536,
1109
+ "proposal_communication": "sparse routed rows",
1110
+ "parallelism": "expert-sharded coupled output",
1111
+ "arithmetic": "fp4_planes4_fp16_boundaries_v1",
1112
+ "scope": "text-only, cached prompt partitions; historical audit is development only",
1113
+ "train_rows": 15007754,
1114
+ "validation_rows": 16384,
1115
+ "audit_rows": 16384,
1116
+ "complete": true
1117
+ },
1118
+ "version": 4,
1119
+ "block_scale_dtype": "float16",
1120
  "codebook_scope": "expert",
1121
+ "bits": 2.125,
1122
  "codebook_sizes": [
1123
  256,
1124
  256
 
1128
  8
1129
  ],
1130
  "words_per_tile": 64,
 
1131
  "production_ready": false,
1132
  "roundtrip": "all expert indices exact; 3 decoded weights/projection exact",
1133
  "requires_8x8_loader_kernel": true
gates_report.json CHANGED
@@ -148,8 +148,8 @@
148
  "arvq-layer-022-down.safetensors": "4b29152b4315c8331c315f6a3400a6c5b16b84184376212affdd6221f1019ddd",
149
  "arvq-layer-030-gateup.safetensors": "b6f4f156d41994cca9eee73b4364bd3b82d37060da6b126a139fc679aff8d41e",
150
  "arvq-layer-030-down.safetensors": "e9e870cae5dc48b7c25f47a7586becebfe72adea28c1ffdfef65c302a56c4463",
151
- "arvq-layer-038-gateup.safetensors": "85d8ffc8af883dfe2936289b00cdf6d736c46a93641fb204b6e539a1977bd5b9",
152
- "arvq-layer-038-down.safetensors": "6316ab1a977c949ba473b29845a6a9af81ef35f17094494bdd364896068b5610",
153
  "arvq-layer-046-gateup.safetensors": "46c428bdc8977b55c9e8a25fae0b46f76fd4f1a1e47a22e0dff3a295a456e5ee",
154
  "arvq-layer-046-down.safetensors": "c266e9a8dbd1e66dd14e9ce4b621ef1df2b1d945dc4a360b114e816c65f7c479",
155
  "arvq-layer-054-gateup.safetensors": "38fae5f45a32d4e2918e9eb71403f1b95afb0e7f4a8ff7a5eb18df8e27583e3c",
 
148
  "arvq-layer-022-down.safetensors": "4b29152b4315c8331c315f6a3400a6c5b16b84184376212affdd6221f1019ddd",
149
  "arvq-layer-030-gateup.safetensors": "b6f4f156d41994cca9eee73b4364bd3b82d37060da6b126a139fc679aff8d41e",
150
  "arvq-layer-030-down.safetensors": "e9e870cae5dc48b7c25f47a7586becebfe72adea28c1ffdfef65c302a56c4463",
151
+ "arvq-layer-038-gateup.safetensors": "23ac08c240758e14b0f6ab02b00977ad2c07a009a6485959e7994f32bb8cc15d",
152
+ "arvq-layer-038-down.safetensors": "c4f7cf418f996e96073c3638a0817afbdf0263a090298a54ed12241a197d308c",
153
  "arvq-layer-046-gateup.safetensors": "46c428bdc8977b55c9e8a25fae0b46f76fd4f1a1e47a22e0dff3a295a456e5ee",
154
  "arvq-layer-046-down.safetensors": "c266e9a8dbd1e66dd14e9ce4b621ef1df2b1d945dc4a360b114e816c65f7c479",
155
  "arvq-layer-054-gateup.safetensors": "38fae5f45a32d4e2918e9eb71403f1b95afb0e7f4a8ff7a5eb18df8e27583e3c",
pv_layers/layer_038.json CHANGED
@@ -1,237 +1,243 @@
1
  {
2
  "layer": 38,
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": 0.8737237281109949,
10
- "training_tokens_seen": 15728640,
11
  "adaptive_schedule": {
12
- "best": 0.17944146946888725,
13
- "drop_after": 45,
14
  "relative_worsening": 0.001,
15
  "checks": 3,
16
- "patience_updates": 15,
17
- "bad_checks": 0,
18
- "last_best": 40,
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": 3131,
30
- "codebook_values": 1376256,
31
- "scales_changed": 32309979,
32
- "scale_values": 49545216
33
  },
34
  "initial_validation": {
35
- "target_rel": 0.17960681601178594,
36
- "reference_rel": 0.17960681601178594,
 
 
 
37
  "windows": [
38
  {
39
- "first_row": 0,
40
  "rows": 1024,
41
- "reference_sse": 33894.703125,
42
- "reference_energy": 1785723.375
43
  },
44
  {
45
- "first_row": 1024,
46
  "rows": 1024,
47
- "reference_sse": 50507.2109375,
48
- "reference_energy": 1733528.0
49
  },
50
  {
51
- "first_row": 4096,
52
  "rows": 1024,
53
- "reference_sse": 284606.21875,
54
- "reference_energy": 3303205.0
55
  },
56
  {
57
- "first_row": 5120,
58
  "rows": 1024,
59
- "reference_sse": 37341.09375,
60
- "reference_energy": 1740884.0
61
  },
62
  {
63
- "first_row": 8192,
64
  "rows": 1024,
65
- "reference_sse": 142648.328125,
66
- "reference_energy": 1724684.5
67
  },
68
  {
69
- "first_row": 9216,
70
  "rows": 1024,
71
- "reference_sse": 41814.6484375,
72
- "reference_energy": 4872984.5
73
  },
74
  {
75
- "first_row": 12288,
76
  "rows": 1024,
77
- "reference_sse": 40226.625,
78
- "reference_energy": 1751318.875
79
  },
80
  {
81
- "first_row": 13312,
82
  "rows": 1024,
83
- "reference_sse": 29908.46875,
84
- "reference_energy": 1823804.5
85
  },
86
  {
87
- "first_row": 16384,
88
  "rows": 1024,
89
- "reference_sse": 33635.8984375,
90
- "reference_energy": 1796564.625
91
  },
92
  {
93
- "first_row": 17408,
94
  "rows": 1024,
95
- "reference_sse": 34560.6015625,
96
- "reference_energy": 1858712.125
97
  },
98
  {
99
- "first_row": 20480,
100
  "rows": 1024,
101
- "reference_sse": 33950.1015625,
102
- "reference_energy": 1849871.75
103
  },
104
  {
105
- "first_row": 21504,
106
  "rows": 1024,
107
- "reference_sse": 54673.0546875,
108
- "reference_energy": 3243022.5
109
  },
110
  {
111
- "first_row": 24576,
112
  "rows": 1024,
113
- "reference_sse": 41328.8125,
114
- "reference_energy": 1822806.25
115
  },
116
  {
117
- "first_row": 25600,
118
  "rows": 1024,
119
- "reference_sse": 28009.115234375,
120
- "reference_energy": 1837471.0
121
  },
122
  {
123
- "first_row": 28672,
124
  "rows": 1024,
125
- "reference_sse": 31510.181640625,
126
- "reference_energy": 1715521.75
127
  },
128
  {
129
- "first_row": 29696,
130
  "rows": 1024,
131
- "reference_sse": 200080.65625,
132
- "reference_energy": 1818879.875
133
  }
134
  ]
135
  },
136
  "final_validation": {
137
- "target_rel": 0.17944146946888725,
138
- "reference_rel": 0.17944146946888725,
 
 
 
139
  "windows": [
140
  {
141
- "first_row": 0,
142
  "rows": 1024,
143
- "reference_sse": 33847.0703125,
144
- "reference_energy": 1785723.375
145
  },
146
  {
147
- "first_row": 1024,
148
  "rows": 1024,
149
- "reference_sse": 50358.1640625,
150
- "reference_energy": 1733528.0
151
  },
152
  {
153
- "first_row": 4096,
154
  "rows": 1024,
155
- "reference_sse": 284150.84375,
156
- "reference_energy": 3303205.0
157
  },
158
  {
159
- "first_row": 5120,
160
  "rows": 1024,
161
- "reference_sse": 37293.6171875,
162
- "reference_energy": 1740884.0
163
  },
164
  {
165
- "first_row": 8192,
166
  "rows": 1024,
167
- "reference_sse": 142405.21875,
168
- "reference_energy": 1724684.5
169
  },
170
  {
171
- "first_row": 9216,
172
  "rows": 1024,
173
- "reference_sse": 41675.0859375,
174
- "reference_energy": 4872984.5
175
  },
176
  {
177
- "first_row": 12288,
178
  "rows": 1024,
179
- "reference_sse": 40164.7265625,
180
- "reference_energy": 1751318.875
181
  },
182
  {
183
- "first_row": 13312,
184
  "rows": 1024,
185
- "reference_sse": 29872.09765625,
186
- "reference_energy": 1823804.5
187
  },
188
  {
189
- "first_row": 16384,
190
  "rows": 1024,
191
- "reference_sse": 33581.9296875,
192
- "reference_energy": 1796564.625
193
  },
194
  {
195
- "first_row": 17408,
196
  "rows": 1024,
197
- "reference_sse": 34493.39453125,
198
- "reference_energy": 1858712.125
199
  },
200
  {
201
- "first_row": 20480,
202
  "rows": 1024,
203
- "reference_sse": 33876.91015625,
204
- "reference_energy": 1849871.75
205
  },
206
  {
207
- "first_row": 21504,
208
  "rows": 1024,
209
- "reference_sse": 54415.375,
210
- "reference_energy": 3243022.5
211
  },
212
  {
213
- "first_row": 24576,
214
  "rows": 1024,
215
- "reference_sse": 41266.671875,
216
- "reference_energy": 1822806.25
217
  },
218
  {
219
- "first_row": 25600,
220
  "rows": 1024,
221
- "reference_sse": 27954.63671875,
222
- "reference_energy": 1837471.0
223
  },
224
  {
225
- "first_row": 28672,
226
  "rows": 1024,
227
- "reference_sse": 31449.42578125,
228
- "reference_energy": 1715521.75
229
  },
230
  {
231
- "first_row": 29696,
232
  "rows": 1024,
233
- "reference_sse": 199831.75,
234
- "reference_energy": 1818879.875
235
  }
236
  ]
237
  },
@@ -239,234 +245,243 @@
239
  "final_reasoning_validation": null,
240
  "validation_distribution": "reasoning only",
241
  "serialized_validation": {
242
- "target_rel": 0.17944146946888725,
243
- "reference_rel": 0.17944146946888725
244
  },
245
  "development_audit": {
246
- "target_rel": 0.14393935014878248,
247
- "reference_rel": 0.14393935014878248,
 
 
 
248
  "windows": [
249
  {
250
- "first_row": 2048,
251
  "rows": 1024,
252
- "reference_sse": 34725.62890625,
253
- "reference_energy": 1756561.625
254
  },
255
  {
256
- "first_row": 3072,
257
  "rows": 1024,
258
- "reference_sse": 39691.34375,
259
- "reference_energy": 1868364.125
260
  },
261
  {
262
- "first_row": 6144,
263
  "rows": 1024,
264
- "reference_sse": 31834.30859375,
265
- "reference_energy": 1786917.0
266
  },
267
  {
268
- "first_row": 7168,
269
  "rows": 1024,
270
- "reference_sse": 37571.3671875,
271
- "reference_energy": 4828909.0
272
  },
273
  {
274
- "first_row": 10240,
275
  "rows": 1024,
276
- "reference_sse": 46532.015625,
277
- "reference_energy": 3304872.5
278
  },
279
  {
280
- "first_row": 11264,
281
  "rows": 1024,
282
- "reference_sse": 30461.689453125,
283
- "reference_energy": 1828629.25
284
  },
285
  {
286
- "first_row": 14336,
287
  "rows": 1024,
288
- "reference_sse": 123385.484375,
289
- "reference_energy": 3342776.25
290
  },
291
  {
292
- "first_row": 15360,
293
  "rows": 1024,
294
- "reference_sse": 26178.98828125,
295
- "reference_energy": 1855729.0
296
  },
297
  {
298
- "first_row": 18432,
299
  "rows": 1024,
300
- "reference_sse": 36549.65625,
301
- "reference_energy": 1693362.5
302
  },
303
  {
304
- "first_row": 19456,
305
  "rows": 1024,
306
- "reference_sse": 37004.50390625,
307
- "reference_energy": 1812719.625
308
  },
309
  {
310
- "first_row": 22528,
311
  "rows": 1024,
312
- "reference_sse": 33518.6796875,
313
- "reference_energy": 1753350.0
314
  },
315
  {
316
- "first_row": 23552,
317
  "rows": 1024,
318
- "reference_sse": 128569.9140625,
319
- "reference_energy": 1764293.5
320
  },
321
  {
322
- "first_row": 26624,
323
  "rows": 1024,
324
- "reference_sse": 40019.1328125,
325
- "reference_energy": 1780996.625
326
  },
327
  {
328
- "first_row": 27648,
329
  "rows": 1024,
330
- "reference_sse": 38410.6484375,
331
- "reference_energy": 3308889.75
332
  },
333
  {
334
- "first_row": 30720,
335
  "rows": 1024,
336
- "reference_sse": 30796.75390625,
337
- "reference_energy": 1715516.5
338
  },
339
  {
340
- "first_row": 31744,
341
  "rows": 1024,
342
- "reference_sse": 34154.2421875,
343
- "reference_energy": 1768831.5
344
  }
345
  ]
346
  },
347
  "initial_development_audit": {
348
- "target_rel": 0.1440887977384466,
349
- "reference_rel": 0.1440887977384466,
 
 
 
350
  "windows": [
351
  {
352
- "first_row": 2048,
353
  "rows": 1024,
354
- "reference_sse": 34764.921875,
355
- "reference_energy": 1756561.625
356
  },
357
  {
358
- "first_row": 3072,
359
  "rows": 1024,
360
- "reference_sse": 39737.96875,
361
- "reference_energy": 1868364.125
362
  },
363
  {
364
- "first_row": 6144,
365
  "rows": 1024,
366
- "reference_sse": 31885.28515625,
367
- "reference_energy": 1786917.0
368
  },
369
  {
370
- "first_row": 7168,
371
  "rows": 1024,
372
- "reference_sse": 37725.32421875,
373
- "reference_energy": 4828909.0
374
  },
375
  {
376
- "first_row": 10240,
377
  "rows": 1024,
378
- "reference_sse": 46675.953125,
379
- "reference_energy": 3304872.5
380
  },
381
  {
382
- "first_row": 11264,
383
  "rows": 1024,
384
- "reference_sse": 30556.05859375,
385
- "reference_energy": 1828629.25
386
  },
387
  {
388
- "first_row": 14336,
389
  "rows": 1024,
390
- "reference_sse": 123509.296875,
391
- "reference_energy": 3342776.25
392
  },
393
  {
394
- "first_row": 15360,
395
  "rows": 1024,
396
- "reference_sse": 26212.056640625,
397
- "reference_energy": 1855729.0
398
  },
399
  {
400
- "first_row": 18432,
401
  "rows": 1024,
402
- "reference_sse": 36613.296875,
403
- "reference_energy": 1693362.5
404
  },
405
  {
406
- "first_row": 19456,
407
  "rows": 1024,
408
- "reference_sse": 37102.2734375,
409
- "reference_energy": 1812719.625
410
  },
411
  {
412
- "first_row": 22528,
413
  "rows": 1024,
414
- "reference_sse": 33606.11328125,
415
- "reference_energy": 1753350.0
416
  },
417
  {
418
- "first_row": 23552,
419
  "rows": 1024,
420
- "reference_sse": 128856.453125,
421
- "reference_energy": 1764293.5
422
  },
423
  {
424
- "first_row": 26624,
425
  "rows": 1024,
426
- "reference_sse": 40075.11328125,
427
- "reference_energy": 1780996.625
428
  },
429
  {
430
- "first_row": 27648,
431
  "rows": 1024,
432
- "reference_sse": 38540.6328125,
433
- "reference_energy": 3308889.75
434
  },
435
  {
436
- "first_row": 30720,
437
  "rows": 1024,
438
- "reference_sse": 30864.21484375,
439
- "reference_energy": 1715516.5
440
  },
441
  {
442
- "first_row": 31744,
443
  "rows": 1024,
444
- "reference_sse": 34236.3671875,
445
- "reference_energy": 1768831.5
446
  }
447
  ]
448
  },
449
- "best_step": 40,
450
- "steps_run": 60,
451
  "history": [
452
  {
453
  "step": 5,
454
  "validation": {
455
- "target_rel": 0.17955213877982507,
456
- "reference_rel": 0.17955213877982507
 
 
 
457
  },
458
  "reasoning_validation": null,
459
- "training_probe_rel": 0.956788841587352,
460
- "batch_loss": 0.8882136940956116,
461
  "best_step": 5,
462
  "overfit_checks": 0,
463
- "seconds": 49.54285216331482,
464
  "adaptive_schedule": {
465
- "best": 0.17955213877982507,
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
@@ -474,372 +489,207 @@
474
  "adaptive_stop": false,
475
  "quantized_movement": {
476
  "codebook_changed": 0,
477
- "codebook_values": 1376256,
478
- "scales_changed": 8963230,
479
- "scale_values": 49545216
480
  }
481
  },
482
  {
483
  "step": 10,
484
  "validation": {
485
- "target_rel": 0.17954428603424238,
486
- "reference_rel": 0.17954428603424238
 
 
 
487
  },
488
  "reasoning_validation": null,
489
- "training_probe_rel": 0.956639852673752,
490
- "batch_loss": 0.8859453648328781,
491
- "best_step": 10,
492
  "overfit_checks": 0,
493
- "seconds": 97.16759872436523,
494
  "adaptive_schedule": {
495
- "best": 0.17954428603424238,
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": 19117,
507
- "codebook_values": 1376256,
508
- "scales_changed": 17773746,
509
- "scale_values": 49545216
510
  }
511
  },
512
  {
513
  "step": 15,
514
  "validation": {
515
- "target_rel": 0.1795074687981107,
516
- "reference_rel": 0.1795074687981107
 
 
 
517
  },
518
  "reasoning_validation": null,
519
- "training_probe_rel": 0.9553310392604821,
520
- "batch_loss": 0.9645052552223206,
521
- "best_step": 15,
522
  "overfit_checks": 0,
523
- "seconds": 147.1776716709137,
524
  "adaptive_schedule": {
525
- "best": 0.1795074687981107,
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": 4280,
537
- "codebook_values": 1376256,
538
- "scales_changed": 22819737,
539
- "scale_values": 49545216
540
  }
541
  },
542
  {
543
  "step": 20,
544
  "validation": {
545
- "target_rel": 0.17946218703314962,
546
- "reference_rel": 0.17946218703314962
 
 
 
547
  },
548
  "reasoning_validation": null,
549
- "training_probe_rel": 0.9549531854377901,
550
- "batch_loss": 0.9224357903003693,
551
- "best_step": 20,
552
  "overfit_checks": 0,
553
- "seconds": 206.17729806900024,
554
  "adaptive_schedule": {
555
- "best": 0.17946218703314962,
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": 4046,
567
- "codebook_values": 1376256,
568
- "scales_changed": 26117143,
569
- "scale_values": 49545216
570
  }
571
  },
572
  {
573
  "step": 25,
574
  "validation": {
575
- "target_rel": 0.17944604789492144,
576
- "reference_rel": 0.17944604789492144
 
 
 
577
  },
578
  "reasoning_validation": null,
579
- "training_probe_rel": 0.9546469707717397,
580
- "batch_loss": 0.9236540347337723,
581
- "best_step": 25,
582
  "overfit_checks": 0,
583
- "seconds": 256.5486056804657,
584
  "adaptive_schedule": {
585
- "best": 0.17944604789492144,
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": 3774,
597
- "codebook_values": 1376256,
598
- "scales_changed": 28405312,
599
- "scale_values": 49545216
600
  }
601
  },
602
  {
603
  "step": 30,
604
  "validation": {
605
- "target_rel": 0.17944675736395735,
606
- "reference_rel": 0.17944675736395735
607
- },
608
- "reasoning_validation": null,
609
- "training_probe_rel": 0.9544466925031139,
610
- "batch_loss": 0.9143165946006775,
611
- "best_step": 25,
612
- "overfit_checks": 0,
613
- "seconds": 304.2834966182709,
614
- "adaptive_schedule": {
615
- "best": 0.17944604789492144,
616
- "drop_after": 45,
617
- "relative_worsening": 0.001,
618
- "checks": 3,
619
- "patience_updates": 15,
620
- "bad_checks": 0,
621
- "last_best": 25,
622
- "early_drop": false
623
- },
624
- "adaptive_stop": false,
625
- "quantized_movement": {
626
- "codebook_changed": 3477,
627
- "codebook_values": 1376256,
628
- "scales_changed": 30064479,
629
- "scale_values": 49545216
630
- }
631
- },
632
- {
633
- "step": 35,
634
- "validation": {
635
- "target_rel": 0.1794431062598024,
636
- "reference_rel": 0.1794431062598024
637
- },
638
- "reasoning_validation": null,
639
- "training_probe_rel": 0.9542527701485309,
640
- "batch_loss": 0.9843097925186157,
641
- "best_step": 35,
642
- "overfit_checks": 0,
643
- "seconds": 356.05538535118103,
644
- "adaptive_schedule": {
645
- "best": 0.1794431062598024,
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": 3073,
657
- "codebook_values": 1376256,
658
- "scales_changed": 31322298,
659
- "scale_values": 49545216
660
- }
661
- },
662
- {
663
- "step": 40,
664
- "validation": {
665
- "target_rel": 0.17944146946888725,
666
- "reference_rel": 0.17944146946888725
667
- },
668
- "reasoning_validation": null,
669
- "training_probe_rel": 0.9541932609492495,
670
- "batch_loss": 0.8654253333806992,
671
- "best_step": 40,
672
- "overfit_checks": 0,
673
- "seconds": 417.2343602180481,
674
- "adaptive_schedule": {
675
- "best": 0.17944146946888725,
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": 3131,
687
- "codebook_values": 1376256,
688
- "scales_changed": 32309979,
689
- "scale_values": 49545216
690
- }
691
- },
692
- {
693
- "step": 45,
694
- "validation": {
695
- "target_rel": 0.1794600285159272,
696
- "reference_rel": 0.1794600285159272
697
- },
698
- "reasoning_validation": null,
699
- "training_probe_rel": 0.9540594464938058,
700
- "batch_loss": 0.8673814982175827,
701
- "best_step": 40,
702
- "overfit_checks": 0,
703
- "seconds": 471.17846393585205,
704
- "adaptive_schedule": {
705
- "best": 0.17944146946888725,
706
- "drop_after": 45,
707
- "relative_worsening": 0.001,
708
- "checks": 3,
709
- "patience_updates": 15,
710
- "bad_checks": 0,
711
- "last_best": 40,
712
- "early_drop": false
713
- },
714
- "adaptive_stop": false,
715
- "quantized_movement": {
716
- "codebook_changed": 2876,
717
- "codebook_values": 1376256,
718
- "scales_changed": 33099761,
719
- "scale_values": 49545216
720
- }
721
- },
722
- {
723
- "step": 50,
724
- "validation": {
725
- "target_rel": 0.17945150701507015,
726
- "reference_rel": 0.17945150701507015
727
- },
728
- "reasoning_validation": null,
729
- "training_probe_rel": 0.9538829247663951,
730
- "batch_loss": 0.9367623180150986,
731
- "best_step": 40,
732
- "overfit_checks": 0,
733
- "seconds": 517.8566815853119,
734
- "adaptive_schedule": {
735
- "best": 0.17944146946888725,
736
- "drop_after": 45,
737
- "relative_worsening": 0.001,
738
- "checks": 3,
739
- "patience_updates": 15,
740
- "bad_checks": 0,
741
- "last_best": 40,
742
- "early_drop": false
743
- },
744
- "adaptive_stop": false,
745
- "quantized_movement": {
746
- "codebook_changed": 1150,
747
- "codebook_values": 1376256,
748
- "scales_changed": 33254796,
749
- "scale_values": 49545216
750
- }
751
- },
752
- {
753
- "step": 55,
754
- "validation": {
755
- "target_rel": 0.17945296576529257,
756
- "reference_rel": 0.17945296576529257
757
- },
758
- "reasoning_validation": null,
759
- "training_probe_rel": 0.953899362172705,
760
- "batch_loss": 1.0069809556007385,
761
- "best_step": 40,
762
- "overfit_checks": 0,
763
- "seconds": 565.3292081356049,
764
- "adaptive_schedule": {
765
- "best": 0.17944146946888725,
766
- "drop_after": 45,
767
- "relative_worsening": 0.001,
768
- "checks": 3,
769
- "patience_updates": 15,
770
- "bad_checks": 0,
771
- "last_best": 40,
772
- "early_drop": false
773
- },
774
- "adaptive_stop": false,
775
- "quantized_movement": {
776
- "codebook_changed": 1716,
777
- "codebook_values": 1376256,
778
- "scales_changed": 33384002,
779
- "scale_values": 49545216
780
- }
781
- },
782
- {
783
- "step": 60,
784
- "validation": {
785
- "target_rel": 0.17945947319096286,
786
- "reference_rel": 0.17945947319096286
787
  },
788
  "reasoning_validation": null,
789
- "training_probe_rel": 0.953901662182793,
790
- "batch_loss": 0.9198732972145081,
791
- "best_step": 40,
792
  "overfit_checks": 0,
793
- "seconds": 628.189727306366,
794
  "adaptive_schedule": {
795
- "best": 0.17944146946888725,
796
- "drop_after": 45,
797
  "relative_worsening": 0.001,
798
  "checks": 3,
799
- "patience_updates": 15,
800
- "bad_checks": 0,
801
- "last_best": 40,
802
- "early_drop": false
803
  },
804
  "adaptive_stop": true,
805
  "quantized_movement": {
806
- "codebook_changed": 1931,
807
- "codebook_values": 1376256,
808
- "scales_changed": 33495314,
809
- "scale_values": 49545216
810
  }
811
  }
812
  ],
813
  "index_reassignments": [
814
  {
815
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
816
- "proposals": 320,
817
- "accepted": 267,
818
- "changed_groups": 201029,
819
- "training_before": 553750.5,
820
- "training_after": 553249.9375,
821
  "acceptance": "proposal and separate training check batches",
822
- "step": 20
823
  },
824
  {
825
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
826
- "proposals": 326,
827
- "accepted": 278,
828
- "changed_groups": 187929,
829
- "training_before": 463282.875,
830
- "training_after": 462889.8125,
831
  "acceptance": "proposal and separate training check batches",
832
- "step": 40
833
  },
834
  {
835
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
836
- "proposals": 322,
837
- "accepted": 270,
838
- "changed_groups": 211275,
839
- "training_before": 487197.3125,
840
- "training_after": 486880.46875,
841
  "acceptance": "proposal and separate training check batches",
842
- "step": 60
843
  }
844
  ],
845
  "coverage_threshold": 256,
@@ -850,7 +700,7 @@
850
  "parallelism": "expert-sharded coupled output",
851
  "arithmetic": "fp4_planes4_fp16_boundaries_v1",
852
  "scope": "text-only, cached prompt partitions; historical audit is development only",
853
- "train_rows": 18001846,
854
  "validation_rows": 16384,
855
  "audit_rows": 16384,
856
  "complete": true
 
1
  {
2
  "layer": 38,
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": 0.03938840653001622,
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": 1441792,
31
+ "scales_changed": 51652818,
32
+ "scale_values": 51904512
33
  },
34
  "initial_validation": {
35
+ "target_rel": 0.04055417763494536,
36
+ "reference_rel": 0.1866206858346252,
37
+ "boundary_rel": 0.10693584867572065,
38
+ "bulk_rel": 0.04053423291539836,
39
+ "boundary_rows": 24,
40
  "windows": [
41
  {
42
+ "first_row": 8192,
43
  "rows": 1024,
44
+ "reference_sse": 43053.23046875,
45
+ "reference_energy": 3375805.0
46
  },
47
  {
48
+ "first_row": 9216,
49
  "rows": 1024,
50
+ "reference_sse": 52332.5078125,
51
+ "reference_energy": 1893877.75
52
  },
53
  {
54
+ "first_row": 20480,
55
  "rows": 1024,
56
+ "reference_sse": 52233.171875,
57
+ "reference_energy": 3364108.0
58
  },
59
  {
60
+ "first_row": 21504,
61
  "rows": 1024,
62
+ "reference_sse": 59915.0625,
63
+ "reference_energy": 1717075.75
64
  },
65
  {
66
+ "first_row": 32768,
67
  "rows": 1024,
68
+ "reference_sse": 228439.1875,
69
+ "reference_energy": 3338875.5
70
  },
71
  {
72
+ "first_row": 33792,
73
  "rows": 1024,
74
+ "reference_sse": 172565.296875,
75
+ "reference_energy": 1766024.75
76
  },
77
  {
78
+ "first_row": 45056,
79
  "rows": 1024,
80
+ "reference_sse": 274515.3125,
81
+ "reference_energy": 3378235.0
82
  },
83
  {
84
+ "first_row": 46080,
85
  "rows": 1024,
86
+ "reference_sse": 53827.20703125,
87
+ "reference_energy": 3297217.0
88
  },
89
  {
90
+ "first_row": 57344,
91
  "rows": 1024,
92
+ "reference_sse": 264257.09375,
93
+ "reference_energy": 3410330.5
94
  },
95
  {
96
+ "first_row": 58368,
97
  "rows": 1024,
98
+ "reference_sse": 41649.08984375,
99
+ "reference_energy": 3394838.0
100
  },
101
  {
102
+ "first_row": 69632,
103
  "rows": 1024,
104
+ "reference_sse": 50672.0,
105
+ "reference_energy": 3274217.5
106
  },
107
  {
108
+ "first_row": 70656,
109
  "rows": 1024,
110
+ "reference_sse": 49355.91015625,
111
+ "reference_energy": 1834439.25
112
  },
113
  {
114
+ "first_row": 81920,
115
  "rows": 1024,
116
+ "reference_sse": 56994.96875,
117
+ "reference_energy": 3354196.75
118
  },
119
  {
120
+ "first_row": 82944,
121
  "rows": 1024,
122
+ "reference_sse": 55852.09765625,
123
+ "reference_energy": 1862938.25
124
  },
125
  {
126
+ "first_row": 94208,
127
  "rows": 1024,
128
+ "reference_sse": 54449.265625,
129
+ "reference_energy": 3266131.0
130
  },
131
  {
132
+ "first_row": 95232,
133
  "rows": 1024,
134
+ "reference_sse": 35749.2734375,
135
+ "reference_energy": 1858178.375
136
  }
137
  ]
138
  },
139
  "final_validation": {
140
+ "target_rel": 0.03938840653001622,
141
+ "reference_rel": 0.18670412839442782,
142
+ "boundary_rel": 0.10462988078952395,
143
+ "bulk_rel": 0.039368699810247244,
144
+ "boundary_rows": 24,
145
  "windows": [
146
  {
147
+ "first_row": 8192,
148
  "rows": 1024,
149
+ "reference_sse": 43020.35546875,
150
+ "reference_energy": 3375805.0
151
  },
152
  {
153
+ "first_row": 9216,
154
  "rows": 1024,
155
+ "reference_sse": 52506.546875,
156
+ "reference_energy": 1893877.75
157
  },
158
  {
159
+ "first_row": 20480,
160
  "rows": 1024,
161
+ "reference_sse": 52294.796875,
162
+ "reference_energy": 3364108.0
163
  },
164
  {
165
+ "first_row": 21504,
166
  "rows": 1024,
167
+ "reference_sse": 60040.6875,
168
+ "reference_energy": 1717075.75
169
  },
170
  {
171
+ "first_row": 32768,
172
  "rows": 1024,
173
+ "reference_sse": 228456.015625,
174
+ "reference_energy": 3338875.5
175
  },
176
  {
177
+ "first_row": 33792,
178
  "rows": 1024,
179
+ "reference_sse": 172854.5625,
180
+ "reference_energy": 1766024.75
181
  },
182
  {
183
+ "first_row": 45056,
184
  "rows": 1024,
185
+ "reference_sse": 274601.875,
186
+ "reference_energy": 3378235.0
187
  },
188
  {
189
+ "first_row": 46080,
190
  "rows": 1024,
191
+ "reference_sse": 53798.828125,
192
+ "reference_energy": 3297217.0
193
  },
194
  {
195
+ "first_row": 57344,
196
  "rows": 1024,
197
+ "reference_sse": 264353.90625,
198
+ "reference_energy": 3410330.5
199
  },
200
  {
201
+ "first_row": 58368,
202
  "rows": 1024,
203
+ "reference_sse": 41744.37109375,
204
+ "reference_energy": 3394838.0
205
  },
206
  {
207
+ "first_row": 69632,
208
  "rows": 1024,
209
+ "reference_sse": 50752.2578125,
210
+ "reference_energy": 3274217.5
211
  },
212
  {
213
+ "first_row": 70656,
214
  "rows": 1024,
215
+ "reference_sse": 49443.40625,
216
+ "reference_energy": 1834439.25
217
  },
218
  {
219
+ "first_row": 81920,
220
  "rows": 1024,
221
+ "reference_sse": 57247.828125,
222
+ "reference_energy": 3354196.75
223
  },
224
  {
225
+ "first_row": 82944,
226
  "rows": 1024,
227
+ "reference_sse": 55955.6484375,
228
+ "reference_energy": 1862938.25
229
  },
230
  {
231
+ "first_row": 94208,
232
  "rows": 1024,
233
+ "reference_sse": 54546.2265625,
234
+ "reference_energy": 3266131.0
235
  },
236
  {
237
+ "first_row": 95232,
238
  "rows": 1024,
239
+ "reference_sse": 35626.0546875,
240
+ "reference_energy": 1858178.375
241
  }
242
  ]
243
  },
 
245
  "final_reasoning_validation": null,
246
  "validation_distribution": "reasoning only",
247
  "serialized_validation": {
248
+ "target_rel": 0.03938840653001622,
249
+ "reference_rel": 0.18670412839442782
250
  },
251
  "development_audit": {
252
+ "target_rel": 0.047329158124090664,
253
+ "reference_rel": 0.20803816957332308,
254
+ "boundary_rel": 0.04679673772048696,
255
+ "bulk_rel": 0.04732919186497652,
256
+ "boundary_rows": 10,
257
  "windows": [
258
  {
259
+ "first_row": 10240,
260
  "rows": 1024,
261
+ "reference_sse": 91152.5078125,
262
+ "reference_energy": 3253170.5
263
  },
264
  {
265
+ "first_row": 11264,
266
  "rows": 1024,
267
+ "reference_sse": 116458.203125,
268
+ "reference_energy": 3374900.75
269
  },
270
  {
271
+ "first_row": 22528,
272
  "rows": 1024,
273
+ "reference_sse": 225107.78125,
274
+ "reference_energy": 1942731.5
275
  },
276
  {
277
+ "first_row": 23552,
278
  "rows": 1024,
279
+ "reference_sse": 111701.84375,
280
+ "reference_energy": 1823772.0
281
  },
282
  {
283
+ "first_row": 34816,
284
  "rows": 1024,
285
+ "reference_sse": 83574.28125,
286
+ "reference_energy": 3497330.0
287
  },
288
  {
289
+ "first_row": 35840,
290
  "rows": 1024,
291
+ "reference_sse": 83021.609375,
292
+ "reference_energy": 3486474.75
293
  },
294
  {
295
+ "first_row": 47104,
296
  "rows": 1024,
297
+ "reference_sse": 85717.5625,
298
+ "reference_energy": 1859598.375
299
  },
300
  {
301
+ "first_row": 48128,
302
  "rows": 1024,
303
+ "reference_sse": 210840.578125,
304
+ "reference_energy": 1858288.75
305
  },
306
  {
307
+ "first_row": 59392,
308
  "rows": 1024,
309
+ "reference_sse": 96666.984375,
310
+ "reference_energy": 3365920.5
311
  },
312
  {
313
+ "first_row": 60416,
314
  "rows": 1024,
315
+ "reference_sse": 107159.046875,
316
+ "reference_energy": 3250881.0
317
  },
318
  {
319
+ "first_row": 71680,
320
  "rows": 1024,
321
+ "reference_sse": 98631.6484375,
322
+ "reference_energy": 3419138.5
323
  },
324
  {
325
+ "first_row": 72704,
326
  "rows": 1024,
327
+ "reference_sse": 131159.5,
328
+ "reference_energy": 3298207.5
329
  },
330
  {
331
+ "first_row": 83968,
332
  "rows": 1024,
333
+ "reference_sse": 109035.53125,
334
+ "reference_energy": 3304114.0
335
  },
336
  {
337
+ "first_row": 84992,
338
  "rows": 1024,
339
+ "reference_sse": 149201.78125,
340
+ "reference_energy": 1751123.25
341
  },
342
  {
343
+ "first_row": 96256,
344
  "rows": 1024,
345
+ "reference_sse": 121958.046875,
346
+ "reference_energy": 1841037.75
347
  },
348
  {
349
+ "first_row": 97280,
350
  "rows": 1024,
351
+ "reference_sse": 112641.8046875,
352
+ "reference_energy": 3359865.25
353
  }
354
  ]
355
  },
356
  "initial_development_audit": {
357
+ "target_rel": 0.04823773161475591,
358
+ "reference_rel": 0.2080649777251008,
359
+ "boundary_rel": 0.046886447514520216,
360
+ "bulk_rel": 0.0482378168525179,
361
+ "boundary_rows": 10,
362
  "windows": [
363
  {
364
+ "first_row": 10240,
365
  "rows": 1024,
366
+ "reference_sse": 91225.640625,
367
+ "reference_energy": 3253170.5
368
  },
369
  {
370
+ "first_row": 11264,
371
  "rows": 1024,
372
+ "reference_sse": 116401.4140625,
373
+ "reference_energy": 3374900.75
374
  },
375
  {
376
+ "first_row": 22528,
377
  "rows": 1024,
378
+ "reference_sse": 225232.46875,
379
+ "reference_energy": 1942731.5
380
  },
381
  {
382
+ "first_row": 23552,
383
  "rows": 1024,
384
+ "reference_sse": 111748.671875,
385
+ "reference_energy": 1823772.0
386
  },
387
  {
388
+ "first_row": 34816,
389
  "rows": 1024,
390
+ "reference_sse": 83841.71875,
391
+ "reference_energy": 3497330.0
392
  },
393
  {
394
+ "first_row": 35840,
395
  "rows": 1024,
396
+ "reference_sse": 83144.5703125,
397
+ "reference_energy": 3486474.75
398
  },
399
  {
400
+ "first_row": 47104,
401
  "rows": 1024,
402
+ "reference_sse": 85973.5390625,
403
+ "reference_energy": 1859598.375
404
  },
405
  {
406
+ "first_row": 48128,
407
  "rows": 1024,
408
+ "reference_sse": 210749.71875,
409
+ "reference_energy": 1858288.75
410
  },
411
  {
412
+ "first_row": 59392,
413
  "rows": 1024,
414
+ "reference_sse": 96827.453125,
415
+ "reference_energy": 3365920.5
416
  },
417
  {
418
+ "first_row": 60416,
419
  "rows": 1024,
420
+ "reference_sse": 107130.40625,
421
+ "reference_energy": 3250881.0
422
  },
423
  {
424
+ "first_row": 71680,
425
  "rows": 1024,
426
+ "reference_sse": 98768.09375,
427
+ "reference_energy": 3419138.5
428
  },
429
  {
430
+ "first_row": 72704,
431
  "rows": 1024,
432
+ "reference_sse": 131145.9375,
433
+ "reference_energy": 3298207.5
434
  },
435
  {
436
+ "first_row": 83968,
437
  "rows": 1024,
438
+ "reference_sse": 108954.9921875,
439
+ "reference_energy": 3304114.0
440
  },
441
  {
442
+ "first_row": 84992,
443
  "rows": 1024,
444
+ "reference_sse": 148879.59375,
445
+ "reference_energy": 1751123.25
446
  },
447
  {
448
+ "first_row": 96256,
449
  "rows": 1024,
450
+ "reference_sse": 121960.703125,
451
+ "reference_energy": 1841037.75
452
  },
453
  {
454
+ "first_row": 97280,
455
  "rows": 1024,
456
+ "reference_sse": 112542.265625,
457
+ "reference_energy": 3359865.25
458
  }
459
  ]
460
  },
461
+ "best_step": 5,
462
+ "steps_run": 30,
463
  "history": [
464
  {
465
  "step": 5,
466
  "validation": {
467
+ "target_rel": 0.03938840653001622,
468
+ "reference_rel": 0.18670412839442782,
469
+ "boundary_rel": 0.10462988078952395,
470
+ "bulk_rel": 0.039368699810247244,
471
+ "boundary_rows": 24
472
  },
473
  "reasoning_validation": null,
474
+ "training_probe_rel": 0.6151878070871336,
475
+ "batch_loss": 0.38171201199293137,
476
  "best_step": 5,
477
  "overfit_checks": 0,
478
+ "seconds": 52.011289834976196,
479
  "adaptive_schedule": {
480
+ "best": 0.03938840653001622,
481
+ "drop_after": 25,
482
  "relative_worsening": 0.001,
483
  "checks": 3,
484
+ "patience_updates": 10,
485
  "bad_checks": 0,
486
  "last_best": 5,
487
  "early_drop": false
 
489
  "adaptive_stop": false,
490
  "quantized_movement": {
491
  "codebook_changed": 0,
492
+ "codebook_values": 1441792,
493
+ "scales_changed": 51652818,
494
+ "scale_values": 51904512
495
  }
496
  },
497
  {
498
  "step": 10,
499
  "validation": {
500
+ "target_rel": 0.04016618776382353,
501
+ "reference_rel": 0.18657127842500112,
502
+ "boundary_rel": 0.10650318712085535,
503
+ "bulk_rel": 0.04014617621301308,
504
+ "boundary_rows": 24
505
  },
506
  "reasoning_validation": null,
507
+ "training_probe_rel": 0.6259325061548178,
508
+ "batch_loss": 0.4079878181219101,
509
+ "best_step": 5,
510
  "overfit_checks": 0,
511
+ "seconds": 121.13371396064758,
512
  "adaptive_schedule": {
513
+ "best": 0.03938840653001622,
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": 56573,
525
+ "codebook_values": 1441792,
526
+ "scales_changed": 51706412,
527
+ "scale_values": 51904512
528
  }
529
  },
530
  {
531
  "step": 15,
532
  "validation": {
533
+ "target_rel": 0.04004067149280585,
534
+ "reference_rel": 0.1866867350031148,
535
+ "boundary_rel": 0.10625180280418689,
536
+ "bulk_rel": 0.04002068663530986,
537
+ "boundary_rows": 24
538
  },
539
  "reasoning_validation": null,
540
+ "training_probe_rel": 0.6251183815097302,
541
+ "batch_loss": 0.3768604099750519,
542
+ "best_step": 5,
543
  "overfit_checks": 0,
544
+ "seconds": 167.6436505317688,
545
  "adaptive_schedule": {
546
+ "best": 0.03938840653001622,
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": 45289,
558
+ "codebook_values": 1441792,
559
+ "scales_changed": 51734844,
560
+ "scale_values": 51904512
561
  }
562
  },
563
  {
564
  "step": 20,
565
  "validation": {
566
+ "target_rel": 0.03991514317315295,
567
+ "reference_rel": 0.1866871894386585,
568
+ "boundary_rel": 0.10557712178426604,
569
+ "bulk_rel": 0.03989537041031466,
570
+ "boundary_rows": 24
571
  },
572
  "reasoning_validation": null,
573
+ "training_probe_rel": 0.6247766805254339,
574
+ "batch_loss": 0.38921958208084106,
575
+ "best_step": 5,
576
  "overfit_checks": 0,
577
+ "seconds": 237.31311225891113,
578
  "adaptive_schedule": {
579
+ "best": 0.03938840653001622,
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": 45681,
591
+ "codebook_values": 1441792,
592
+ "scales_changed": 51750577,
593
+ "scale_values": 51904512
594
  }
595
  },
596
  {
597
  "step": 25,
598
  "validation": {
599
+ "target_rel": 0.039543304426595774,
600
+ "reference_rel": 0.1865767469809735,
601
+ "boundary_rel": 0.10464535317562383,
602
+ "bulk_rel": 0.0395236935621581,
603
+ "boundary_rows": 24
604
  },
605
  "reasoning_validation": null,
606
+ "training_probe_rel": 0.6195926931490152,
607
+ "batch_loss": 0.3925126865506172,
608
+ "best_step": 5,
609
  "overfit_checks": 0,
610
+ "seconds": 289.1428005695343,
611
  "adaptive_schedule": {
612
+ "best": 0.03938840653001622,
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": 24492,
624
+ "codebook_values": 1441792,
625
+ "scales_changed": 51751955,
626
+ "scale_values": 51904512
627
  }
628
  },
629
  {
630
  "step": 30,
631
  "validation": {
632
+ "target_rel": 0.0396486942423384,
633
+ "reference_rel": 0.18664663543198282,
634
+ "boundary_rel": 0.10484510167120845,
635
+ "bulk_rel": 0.0396290653345061,
636
+ "boundary_rows": 24
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
637
  },
638
  "reasoning_validation": null,
639
+ "training_probe_rel": 0.6211807439482214,
640
+ "batch_loss": 0.3742581233382225,
641
+ "best_step": 5,
642
  "overfit_checks": 0,
643
+ "seconds": 355.6794168949127,
644
  "adaptive_schedule": {
645
+ "best": 0.03938840653001622,
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": 35171,
657
+ "codebook_values": 1441792,
658
+ "scales_changed": 51753267,
659
+ "scale_values": 51904512
660
  }
661
  }
662
  ],
663
  "index_reassignments": [
664
  {
665
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
666
+ "proposals": 330,
667
+ "accepted": 293,
668
+ "changed_groups": 420690,
669
+ "training_before": 27735.77734375,
670
+ "training_after": 27276.556640625,
671
  "acceptance": "proposal and separate training check batches",
672
+ "step": 10
673
  },
674
  {
675
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
676
+ "proposals": 336,
677
+ "accepted": 293,
678
+ "changed_groups": 392485,
679
+ "training_before": 26333.9765625,
680
+ "training_after": 25942.3671875,
681
  "acceptance": "proposal and separate training check batches",
682
+ "step": 20
683
  },
684
  {
685
  "method": "expert_parallel_output_gradient_prefix_backtracking_v1",
686
+ "proposals": 332,
687
+ "accepted": 278,
688
+ "changed_groups": 276538,
689
+ "training_before": 25331.15234375,
690
+ "training_after": 25034.1796875,
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