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ones_affine_func_mapping.txt ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ comb_0 atanh
2
+ comb_1 cubert
3
+ comb_2 cube
4
+ comb_3 cosh
5
+ comb_4 log
6
+ comb_5 lin
7
+ comb_6 sqrt
8
+ comb_7 sin
9
+ comb_8 exp
10
+ comb_9 cos
11
+ comb_10 square
12
+ comb_11 asinh
13
+ comb_12 acos
14
+ comb_13 acosh
15
+ comb_14 tan
16
+ comb_15 sinh
17
+ comb_16 atan
18
+ comb_17 tanh
19
+ comb_18 asin
processed.tsv ADDED
@@ -0,0 +1,894 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy bits clip dataset method model params peak_mem_alloc_mb peak_mem_reserv_mb perplexity time_ms wer method_name
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554
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555
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556
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557
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558
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559
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560
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561
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
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573
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574
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575
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576
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577
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578
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579
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580
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581
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582
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583
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584
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585
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586
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587
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588
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589
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590
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591
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592
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593
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594
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595
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596
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597
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598
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599
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600
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601
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602
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603
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604
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605
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606
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607
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608
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609
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
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627
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628
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629
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630
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631
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632
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633
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634
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635
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636
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637
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638
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639
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640
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641
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642
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643
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644
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645
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646
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647
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648
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649
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650
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651
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652
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653
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654
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655
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656
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657
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658
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659
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660
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661
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662
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663
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664
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665
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666
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667
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668
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669
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670
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671
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672
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673
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674
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675
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676
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677
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678
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679
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680
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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
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694
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695
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696
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+ 0.0 6 0.0 imagenet comb_13 vit rnd_affine_scale 378.885632 398.45888 0.0 68.119149 0.0 tanh
848
+ 0.0 7 0.0 imagenet comb_13 vit rnd_affine_scale 378.885632 398.45888 0.0 68.119149 0.0 tanh
849
+ 0.0 8 0.0 imagenet comb_13 vit rnd_affine_scale 378.885632 398.45888 0.0 68.119149 0.0 tanh
850
+ 0.0 4 0.0 imagenet comb_8 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04083 0.0 sqrt
851
+ 0.0 5 0.0 imagenet comb_8 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04083 0.0 sqrt
852
+ 0.0 6 0.0 imagenet comb_8 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04083 0.0 sqrt
853
+ 0.0 7 0.0 imagenet comb_8 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04083 0.0 sqrt
854
+ 0.0 8 0.0 imagenet comb_8 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04083 0.0 sqrt
855
+ 0.0 4 0.0 imagenet comb_2 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04173 0.0 cubert
856
+ 0.0 5 0.0 imagenet comb_2 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04173 0.0 cubert
857
+ 0.0 6 0.0 imagenet comb_2 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04173 0.0 cubert
858
+ 0.0 7 0.0 imagenet comb_2 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04173 0.0 cubert
859
+ 0.0 8 0.0 imagenet comb_2 vit rnd_affine_scale 328.270848 400.556032 0.0 0.04173 0.0 cubert
860
+ 0.0 4 0.0 imagenet comb_0 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04279 0.0 cosh
861
+ 0.0 5 0.0 imagenet comb_0 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04279 0.0 cosh
862
+ 0.0 6 0.0 imagenet comb_0 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04279 0.0 cosh
863
+ 0.0 7 0.0 imagenet comb_0 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04279 0.0 cosh
864
+ 0.0 8 0.0 imagenet comb_0 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04279 0.0 cosh
865
+ 0.0 4 0.0 imagenet comb_12 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04528 0.0 sinh
866
+ 0.0 5 0.0 imagenet comb_12 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04528 0.0 sinh
867
+ 0.0 6 0.0 imagenet comb_12 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04528 0.0 sinh
868
+ 0.0 7 0.0 imagenet comb_12 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04528 0.0 sinh
869
+ 0.0 8 0.0 imagenet comb_12 vit rnd_affine_scale 328.664064 438.304768 0.0 0.04528 0.0 sinh
870
+ 0.3781492710113525 32 0.0 wikitext base tinyllama ---- 4470.547968 4485.808128 6.595952033996582 39.744061 0.0 ----
871
+ 0.3804795742034912 8 0.0 wikitext woq phi fixed 4395.62496 4676.64896 5.9067816734313965 64.260805 0.0 ----
872
+ 0.3781155049800873 6 0.0 wikitext woq phi fixed 4395.62496 4676.64896 5.950099945068359 64.68411 0.0 ----
873
+ 0.3752786219120025 5 0.0 wikitext woq phi fixed 4395.62496 4676.64896 5.969073295593262 66.61989 0.0 ----
874
+ 0.3787571489810943 7 0.0 wikitext woq phi fixed 4395.62496 4676.64896 5.903450012207031 66.979948 0.0 ----
875
+ 0.353799432516098 4 0.0 wikitext woq phi fixed 4395.62496 4676.64896 6.483607769012451 72.027402 0.0 ----
876
+ 0.3805471062660217 32 0.0 wikitext base phi ---- 11335.518208 11370.758144 5.909552097320557 45.611145 0.0 ----
877
+ 0.2924012243747711 4 0.0 wikitext woq opt fixed 670.234624 744.48896 8.903441429138184 28.33636 0.0 ----
878
+ 0.3245187401771545 7 0.0 wikitext woq opt fixed 670.234624 744.48896 7.905444145202637 28.433519 0.0 ----
879
+ 0.321073979139328 6 0.0 wikitext woq opt fixed 670.234624 744.48896 7.8056864738464355 28.540888 0.0 ----
880
+ 0.3170213103294372 5 0.0 wikitext woq opt fixed 670.234624 744.48896 8.222681999206543 28.565469 0.0 ----
881
+ 0.3248564898967743 8 0.0 wikitext woq opt fixed 670.234624 744.48896 7.916111469268799 28.696825 0.0 ----
882
+ 0.3243836760520935 32 0.0 wikitext base opt ---- 1359.398912 1402.994688 7.934948921203613 14.151416 0.0 ----
883
+ 0.0 5 0.0 librispeech woq wav2vec fixed 658.092544 4831.838208 0.0 41.694806 0.0237326414926321 ----
884
+ 0.0 8 0.0 librispeech woq wav2vec fixed 658.092544 4831.838208 0.0 41.797917 0.0239494859641096 ----
885
+ 0.0 4 0.0 librispeech woq wav2vec fixed 658.092544 4831.838208 0.0 41.895786 0.0268907930412973 ----
886
+ 0.0 6 0.0 librispeech woq wav2vec fixed 658.092544 4831.838208 0.0 43.192353 0.0234031339094832 ----
887
+ 0.0 7 0.0 librispeech woq wav2vec fixed 658.092544 4831.838208 0.0 43.722188 0.0236079788491685 ----
888
+ 0.0 32 0.0 librispeech base wav2vec ---- 1564.76928 5620.36736 0.0 31.877719 0.0239473509600023 ----
889
+ 0.7995889186859131 7 0.0 imagenet woq vit fixed 357.587968 381.681664 0.0 19.470115 0.0 ----
890
+ 0.8016444444656372 8 0.0 imagenet woq vit fixed 357.587968 381.681664 0.0 19.609064 0.0 ----
891
+ 0.789311408996582 4 0.0 imagenet woq vit fixed 357.587968 381.681664 0.0 20.309681 0.0 ----
892
+ 0.7995889186859131 5 0.0 imagenet woq vit fixed 357.587968 381.681664 0.0 63.042697 0.0 ----
893
+ 0.8057554364204407 6 0.0 imagenet woq vit fixed 357.587968 381.681664 0.0 63.437656 0.0 ----
894
+ 0.8006166815757751 32 0.0 imagenet base vit ---- 1235.241472 1256.194048 0.0 63.747213 0.0 ----
rnd_affine_func_mapping.txt ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ comb_0 cosh
2
+ comb_1 asin
3
+ comb_2 cubert
4
+ comb_3 cos
5
+ comb_4 cube
6
+ comb_5 acosh
7
+ comb_6 atan
8
+ comb_7 lin
9
+ comb_8 sqrt
10
+ comb_9 atanh
11
+ comb_10 square
12
+ comb_11 exp
13
+ comb_12 sinh
14
+ comb_13 tanh
15
+ comb_14 asinh
16
+ comb_15 log
17
+ comb_16 acos
18
+ comb_17 tan
19
+ comb_18 sin