summaryrefslogtreecommitdiff
path: root/results
diff options
context:
space:
mode:
Diffstat (limited to 'results')
-rw-r--r--results/depth_ladder/depth_ladder.pngbin0 -> 89453 bytes
-rw-r--r--results/depth_ladder/frozen_init_identity.json57
-rw-r--r--results/depth_ladder/ladder_d256_L4_cifar10.json2274
-rw-r--r--results/depth_ladder/ladder_d512_L2_cifar10.json1378
4 files changed, 3709 insertions, 0 deletions
diff --git a/results/depth_ladder/depth_ladder.png b/results/depth_ladder/depth_ladder.png
new file mode 100644
index 0000000..5fd1f81
--- /dev/null
+++ b/results/depth_ladder/depth_ladder.png
Binary files differ
diff --git a/results/depth_ladder/frozen_init_identity.json b/results/depth_ladder/frozen_init_identity.json
new file mode 100644
index 0000000..1c7048b
--- /dev/null
+++ b/results/depth_ladder/frozen_init_identity.json
@@ -0,0 +1,57 @@
+{
+ "config": {
+ "d_hidden": 256,
+ "L": 4,
+ "num_classes": 10,
+ "batch": 256,
+ "dataset": "cifar10-test",
+ "seeds": [
+ 42,
+ 123,
+ 456
+ ]
+ },
+ "per_seed": {
+ "42": {
+ "per_block_ratio": [
+ 0.09595257043838501,
+ 0.0955488458275795,
+ 0.09637212753295898,
+ 0.09818045794963837
+ ],
+ "rel_dev": 0.1959637552499771,
+ "cos": 0.9811521172523499
+ },
+ "123": {
+ "per_block_ratio": [
+ 0.09584859013557434,
+ 0.09690074622631073,
+ 0.10017187148332596,
+ 0.09818752110004425
+ ],
+ "rel_dev": 0.19837374985218048,
+ "cos": 0.9805399179458618
+ },
+ "456": {
+ "per_block_ratio": [
+ 0.09482444077730179,
+ 0.09799206256866455,
+ 0.09791108965873718,
+ 0.09693857282400131
+ ],
+ "rel_dev": 0.19332122802734375,
+ "cos": 0.9819751381874084
+ }
+ },
+ "per_block_ratio_mean": [
+ 0.09554186711708705,
+ 0.09681388487418492,
+ 0.09815169622500737,
+ 0.09776885062456131
+ ],
+ "per_block_ratio_grand_mean": 0.09706907471021016,
+ "rel_dev_mean": 0.19588624437650046,
+ "rel_dev_std": 0.0025271525773572136,
+ "cos_mean": 0.98122239112854,
+ "cos_std": 0.0007201861555822825
+} \ No newline at end of file
diff --git a/results/depth_ladder/ladder_d256_L4_cifar10.json b/results/depth_ladder/ladder_d256_L4_cifar10.json
new file mode 100644
index 0000000..cfbd363
--- /dev/null
+++ b/results/depth_ladder/ladder_d256_L4_cifar10.json
@@ -0,0 +1,2274 @@
+{
+ "config": {
+ "d_hidden": 256,
+ "num_blocks": 4,
+ "dataset": "cifar10",
+ "methods": [
+ "bp",
+ "fa",
+ "dfa"
+ ],
+ "k_values": [
+ 0,
+ 1,
+ 2,
+ 3,
+ 4
+ ],
+ "seeds": [
+ 42,
+ 123,
+ 456
+ ],
+ "epochs": 100,
+ "lr": 0.001,
+ "wd": 0.01,
+ "batch_size": 128,
+ "gpu": 0,
+ "output_dir": "results/depth_ladder",
+ "num_classes": 10
+ },
+ "results": {
+ "bp": {
+ "0": {
+ "42": {
+ "final_acc": 0.3882,
+ "curve": [
+ [
+ 1,
+ 0.3543
+ ],
+ [
+ 10,
+ 0.3673
+ ],
+ [
+ 20,
+ 0.3483
+ ],
+ [
+ 30,
+ 0.3498
+ ],
+ [
+ 40,
+ 0.3608
+ ],
+ [
+ 50,
+ 0.3627
+ ],
+ [
+ 60,
+ 0.3697
+ ],
+ [
+ 70,
+ 0.3803
+ ],
+ [
+ 80,
+ 0.3821
+ ],
+ [
+ 90,
+ 0.387
+ ],
+ [
+ 100,
+ 0.3882
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3899,
+ "curve": [
+ [
+ 1,
+ 0.3535
+ ],
+ [
+ 10,
+ 0.3654
+ ],
+ [
+ 20,
+ 0.3612
+ ],
+ [
+ 30,
+ 0.3586
+ ],
+ [
+ 40,
+ 0.3633
+ ],
+ [
+ 50,
+ 0.3608
+ ],
+ [
+ 60,
+ 0.3772
+ ],
+ [
+ 70,
+ 0.3791
+ ],
+ [
+ 80,
+ 0.3897
+ ],
+ [
+ 90,
+ 0.3884
+ ],
+ [
+ 100,
+ 0.3899
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3878,
+ "curve": [
+ [
+ 1,
+ 0.3551
+ ],
+ [
+ 10,
+ 0.368
+ ],
+ [
+ 20,
+ 0.3509
+ ],
+ [
+ 30,
+ 0.3655
+ ],
+ [
+ 40,
+ 0.3573
+ ],
+ [
+ 50,
+ 0.3543
+ ],
+ [
+ 60,
+ 0.3716
+ ],
+ [
+ 70,
+ 0.3824
+ ],
+ [
+ 80,
+ 0.3852
+ ],
+ [
+ 90,
+ 0.3891
+ ],
+ [
+ 100,
+ 0.3878
+ ]
+ ]
+ }
+ },
+ "1": {
+ "42": {
+ "final_acc": 0.5683,
+ "curve": [
+ [
+ 1,
+ 0.3736
+ ],
+ [
+ 10,
+ 0.489
+ ],
+ [
+ 20,
+ 0.5089
+ ],
+ [
+ 30,
+ 0.526
+ ],
+ [
+ 40,
+ 0.5365
+ ],
+ [
+ 50,
+ 0.5486
+ ],
+ [
+ 60,
+ 0.5524
+ ],
+ [
+ 70,
+ 0.5638
+ ],
+ [
+ 80,
+ 0.5666
+ ],
+ [
+ 90,
+ 0.5678
+ ],
+ [
+ 100,
+ 0.5683
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.5623,
+ "curve": [
+ [
+ 1,
+ 0.3878
+ ],
+ [
+ 10,
+ 0.4797
+ ],
+ [
+ 20,
+ 0.5096
+ ],
+ [
+ 30,
+ 0.5209
+ ],
+ [
+ 40,
+ 0.528
+ ],
+ [
+ 50,
+ 0.5486
+ ],
+ [
+ 60,
+ 0.553
+ ],
+ [
+ 70,
+ 0.5564
+ ],
+ [
+ 80,
+ 0.5609
+ ],
+ [
+ 90,
+ 0.5611
+ ],
+ [
+ 100,
+ 0.5623
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.5643,
+ "curve": [
+ [
+ 1,
+ 0.3772
+ ],
+ [
+ 10,
+ 0.4853
+ ],
+ [
+ 20,
+ 0.5098
+ ],
+ [
+ 30,
+ 0.5238
+ ],
+ [
+ 40,
+ 0.5387
+ ],
+ [
+ 50,
+ 0.5488
+ ],
+ [
+ 60,
+ 0.5547
+ ],
+ [
+ 70,
+ 0.5588
+ ],
+ [
+ 80,
+ 0.5636
+ ],
+ [
+ 90,
+ 0.5637
+ ],
+ [
+ 100,
+ 0.5643
+ ]
+ ]
+ }
+ },
+ "2": {
+ "42": {
+ "final_acc": 0.5994,
+ "curve": [
+ [
+ 1,
+ 0.3874
+ ],
+ [
+ 10,
+ 0.5157
+ ],
+ [
+ 20,
+ 0.5361
+ ],
+ [
+ 30,
+ 0.56
+ ],
+ [
+ 40,
+ 0.5753
+ ],
+ [
+ 50,
+ 0.5802
+ ],
+ [
+ 60,
+ 0.5843
+ ],
+ [
+ 70,
+ 0.5965
+ ],
+ [
+ 80,
+ 0.597
+ ],
+ [
+ 90,
+ 0.5979
+ ],
+ [
+ 100,
+ 0.5994
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.6,
+ "curve": [
+ [
+ 1,
+ 0.3925
+ ],
+ [
+ 10,
+ 0.5148
+ ],
+ [
+ 20,
+ 0.5376
+ ],
+ [
+ 30,
+ 0.5638
+ ],
+ [
+ 40,
+ 0.5693
+ ],
+ [
+ 50,
+ 0.5784
+ ],
+ [
+ 60,
+ 0.5927
+ ],
+ [
+ 70,
+ 0.5911
+ ],
+ [
+ 80,
+ 0.5973
+ ],
+ [
+ 90,
+ 0.5986
+ ],
+ [
+ 100,
+ 0.6
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.5939,
+ "curve": [
+ [
+ 1,
+ 0.3868
+ ],
+ [
+ 10,
+ 0.5103
+ ],
+ [
+ 20,
+ 0.542
+ ],
+ [
+ 30,
+ 0.561
+ ],
+ [
+ 40,
+ 0.5699
+ ],
+ [
+ 50,
+ 0.5789
+ ],
+ [
+ 60,
+ 0.5809
+ ],
+ [
+ 70,
+ 0.5844
+ ],
+ [
+ 80,
+ 0.5919
+ ],
+ [
+ 90,
+ 0.5919
+ ],
+ [
+ 100,
+ 0.5939
+ ]
+ ]
+ }
+ },
+ "3": {
+ "42": {
+ "final_acc": 0.6079,
+ "curve": [
+ [
+ 1,
+ 0.3904
+ ],
+ [
+ 10,
+ 0.5218
+ ],
+ [
+ 20,
+ 0.5469
+ ],
+ [
+ 30,
+ 0.5749
+ ],
+ [
+ 40,
+ 0.5935
+ ],
+ [
+ 50,
+ 0.595
+ ],
+ [
+ 60,
+ 0.5983
+ ],
+ [
+ 70,
+ 0.6015
+ ],
+ [
+ 80,
+ 0.607
+ ],
+ [
+ 90,
+ 0.6057
+ ],
+ [
+ 100,
+ 0.6079
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.6069,
+ "curve": [
+ [
+ 1,
+ 0.3965
+ ],
+ [
+ 10,
+ 0.524
+ ],
+ [
+ 20,
+ 0.5517
+ ],
+ [
+ 30,
+ 0.5747
+ ],
+ [
+ 40,
+ 0.5774
+ ],
+ [
+ 50,
+ 0.5927
+ ],
+ [
+ 60,
+ 0.6035
+ ],
+ [
+ 70,
+ 0.603
+ ],
+ [
+ 80,
+ 0.6057
+ ],
+ [
+ 90,
+ 0.6073
+ ],
+ [
+ 100,
+ 0.6069
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.608,
+ "curve": [
+ [
+ 1,
+ 0.3947
+ ],
+ [
+ 10,
+ 0.5148
+ ],
+ [
+ 20,
+ 0.5536
+ ],
+ [
+ 30,
+ 0.5723
+ ],
+ [
+ 40,
+ 0.5873
+ ],
+ [
+ 50,
+ 0.5861
+ ],
+ [
+ 60,
+ 0.5991
+ ],
+ [
+ 70,
+ 0.5989
+ ],
+ [
+ 80,
+ 0.6062
+ ],
+ [
+ 90,
+ 0.6093
+ ],
+ [
+ 100,
+ 0.608
+ ]
+ ]
+ }
+ },
+ "4": {
+ "42": {
+ "final_acc": 0.6173,
+ "curve": [
+ [
+ 1,
+ 0.3936
+ ],
+ [
+ 10,
+ 0.5235
+ ],
+ [
+ 20,
+ 0.5606
+ ],
+ [
+ 30,
+ 0.5794
+ ],
+ [
+ 40,
+ 0.5992
+ ],
+ [
+ 50,
+ 0.6044
+ ],
+ [
+ 60,
+ 0.5979
+ ],
+ [
+ 70,
+ 0.6115
+ ],
+ [
+ 80,
+ 0.6153
+ ],
+ [
+ 90,
+ 0.6177
+ ],
+ [
+ 100,
+ 0.6173
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.6182,
+ "curve": [
+ [
+ 1,
+ 0.3981
+ ],
+ [
+ 10,
+ 0.5257
+ ],
+ [
+ 20,
+ 0.558
+ ],
+ [
+ 30,
+ 0.5779
+ ],
+ [
+ 40,
+ 0.5896
+ ],
+ [
+ 50,
+ 0.6023
+ ],
+ [
+ 60,
+ 0.6053
+ ],
+ [
+ 70,
+ 0.6081
+ ],
+ [
+ 80,
+ 0.6185
+ ],
+ [
+ 90,
+ 0.6174
+ ],
+ [
+ 100,
+ 0.6182
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.6145,
+ "curve": [
+ [
+ 1,
+ 0.3967
+ ],
+ [
+ 10,
+ 0.5255
+ ],
+ [
+ 20,
+ 0.5632
+ ],
+ [
+ 30,
+ 0.5747
+ ],
+ [
+ 40,
+ 0.5948
+ ],
+ [
+ 50,
+ 0.5954
+ ],
+ [
+ 60,
+ 0.6092
+ ],
+ [
+ 70,
+ 0.614
+ ],
+ [
+ 80,
+ 0.6125
+ ],
+ [
+ 90,
+ 0.6145
+ ],
+ [
+ 100,
+ 0.6145
+ ]
+ ]
+ }
+ }
+ },
+ "fa": {
+ "0": {
+ "42": {
+ "final_acc": 0.3555,
+ "curve": [
+ [
+ 1,
+ 0.3112
+ ],
+ [
+ 10,
+ 0.3389
+ ],
+ [
+ 20,
+ 0.3325
+ ],
+ [
+ 30,
+ 0.3495
+ ],
+ [
+ 40,
+ 0.3467
+ ],
+ [
+ 50,
+ 0.3465
+ ],
+ [
+ 60,
+ 0.3573
+ ],
+ [
+ 70,
+ 0.3542
+ ],
+ [
+ 80,
+ 0.3567
+ ],
+ [
+ 90,
+ 0.3554
+ ],
+ [
+ 100,
+ 0.3555
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.352,
+ "curve": [
+ [
+ 1,
+ 0.3257
+ ],
+ [
+ 10,
+ 0.3409
+ ],
+ [
+ 20,
+ 0.3514
+ ],
+ [
+ 30,
+ 0.3357
+ ],
+ [
+ 40,
+ 0.3299
+ ],
+ [
+ 50,
+ 0.3495
+ ],
+ [
+ 60,
+ 0.3468
+ ],
+ [
+ 70,
+ 0.3548
+ ],
+ [
+ 80,
+ 0.3509
+ ],
+ [
+ 90,
+ 0.3536
+ ],
+ [
+ 100,
+ 0.352
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3578,
+ "curve": [
+ [
+ 1,
+ 0.3172
+ ],
+ [
+ 10,
+ 0.3374
+ ],
+ [
+ 20,
+ 0.3452
+ ],
+ [
+ 30,
+ 0.3431
+ ],
+ [
+ 40,
+ 0.3468
+ ],
+ [
+ 50,
+ 0.3563
+ ],
+ [
+ 60,
+ 0.3523
+ ],
+ [
+ 70,
+ 0.3578
+ ],
+ [
+ 80,
+ 0.3568
+ ],
+ [
+ 90,
+ 0.3576
+ ],
+ [
+ 100,
+ 0.3578
+ ]
+ ]
+ }
+ },
+ "1": {
+ "42": {
+ "final_acc": 0.3819,
+ "curve": [
+ [
+ 1,
+ 0.2886
+ ],
+ [
+ 10,
+ 0.3301
+ ],
+ [
+ 20,
+ 0.3604
+ ],
+ [
+ 30,
+ 0.3595
+ ],
+ [
+ 40,
+ 0.3678
+ ],
+ [
+ 50,
+ 0.3779
+ ],
+ [
+ 60,
+ 0.3727
+ ],
+ [
+ 70,
+ 0.381
+ ],
+ [
+ 80,
+ 0.381
+ ],
+ [
+ 90,
+ 0.3821
+ ],
+ [
+ 100,
+ 0.3819
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3742,
+ "curve": [
+ [
+ 1,
+ 0.3105
+ ],
+ [
+ 10,
+ 0.3472
+ ],
+ [
+ 20,
+ 0.3444
+ ],
+ [
+ 30,
+ 0.3604
+ ],
+ [
+ 40,
+ 0.3615
+ ],
+ [
+ 50,
+ 0.3568
+ ],
+ [
+ 60,
+ 0.3708
+ ],
+ [
+ 70,
+ 0.3723
+ ],
+ [
+ 80,
+ 0.3749
+ ],
+ [
+ 90,
+ 0.3736
+ ],
+ [
+ 100,
+ 0.3742
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3898,
+ "curve": [
+ [
+ 1,
+ 0.2975
+ ],
+ [
+ 10,
+ 0.3481
+ ],
+ [
+ 20,
+ 0.3454
+ ],
+ [
+ 30,
+ 0.3683
+ ],
+ [
+ 40,
+ 0.3618
+ ],
+ [
+ 50,
+ 0.3675
+ ],
+ [
+ 60,
+ 0.3826
+ ],
+ [
+ 70,
+ 0.3867
+ ],
+ [
+ 80,
+ 0.3863
+ ],
+ [
+ 90,
+ 0.3899
+ ],
+ [
+ 100,
+ 0.3898
+ ]
+ ]
+ }
+ },
+ "2": {
+ "42": {
+ "final_acc": 0.3305,
+ "curve": [
+ [
+ 1,
+ 0.2657
+ ],
+ [
+ 10,
+ 0.3431
+ ],
+ [
+ 20,
+ 0.3494
+ ],
+ [
+ 30,
+ 0.3436
+ ],
+ [
+ 40,
+ 0.3574
+ ],
+ [
+ 50,
+ 0.3388
+ ],
+ [
+ 60,
+ 0.3426
+ ],
+ [
+ 70,
+ 0.3341
+ ],
+ [
+ 80,
+ 0.3303
+ ],
+ [
+ 90,
+ 0.331
+ ],
+ [
+ 100,
+ 0.3305
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3607,
+ "curve": [
+ [
+ 1,
+ 0.2982
+ ],
+ [
+ 10,
+ 0.3524
+ ],
+ [
+ 20,
+ 0.3694
+ ],
+ [
+ 30,
+ 0.3691
+ ],
+ [
+ 40,
+ 0.3703
+ ],
+ [
+ 50,
+ 0.3605
+ ],
+ [
+ 60,
+ 0.3546
+ ],
+ [
+ 70,
+ 0.3547
+ ],
+ [
+ 80,
+ 0.3651
+ ],
+ [
+ 90,
+ 0.3565
+ ],
+ [
+ 100,
+ 0.3607
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3548,
+ "curve": [
+ [
+ 1,
+ 0.2753
+ ],
+ [
+ 10,
+ 0.3386
+ ],
+ [
+ 20,
+ 0.3495
+ ],
+ [
+ 30,
+ 0.3458
+ ],
+ [
+ 40,
+ 0.3374
+ ],
+ [
+ 50,
+ 0.3333
+ ],
+ [
+ 60,
+ 0.3523
+ ],
+ [
+ 70,
+ 0.3538
+ ],
+ [
+ 80,
+ 0.3519
+ ],
+ [
+ 90,
+ 0.3555
+ ],
+ [
+ 100,
+ 0.3548
+ ]
+ ]
+ }
+ },
+ "3": {
+ "42": {
+ "final_acc": 0.393,
+ "curve": [
+ [
+ 1,
+ 0.277
+ ],
+ [
+ 10,
+ 0.3554
+ ],
+ [
+ 20,
+ 0.3681
+ ],
+ [
+ 30,
+ 0.3841
+ ],
+ [
+ 40,
+ 0.3829
+ ],
+ [
+ 50,
+ 0.3847
+ ],
+ [
+ 60,
+ 0.3885
+ ],
+ [
+ 70,
+ 0.3956
+ ],
+ [
+ 80,
+ 0.3947
+ ],
+ [
+ 90,
+ 0.3916
+ ],
+ [
+ 100,
+ 0.393
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.4074,
+ "curve": [
+ [
+ 1,
+ 0.2905
+ ],
+ [
+ 10,
+ 0.3495
+ ],
+ [
+ 20,
+ 0.3804
+ ],
+ [
+ 30,
+ 0.382
+ ],
+ [
+ 40,
+ 0.3885
+ ],
+ [
+ 50,
+ 0.395
+ ],
+ [
+ 60,
+ 0.3971
+ ],
+ [
+ 70,
+ 0.4049
+ ],
+ [
+ 80,
+ 0.4047
+ ],
+ [
+ 90,
+ 0.4075
+ ],
+ [
+ 100,
+ 0.4074
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3946,
+ "curve": [
+ [
+ 1,
+ 0.2708
+ ],
+ [
+ 10,
+ 0.3511
+ ],
+ [
+ 20,
+ 0.3662
+ ],
+ [
+ 30,
+ 0.3755
+ ],
+ [
+ 40,
+ 0.3818
+ ],
+ [
+ 50,
+ 0.3828
+ ],
+ [
+ 60,
+ 0.3966
+ ],
+ [
+ 70,
+ 0.3939
+ ],
+ [
+ 80,
+ 0.3928
+ ],
+ [
+ 90,
+ 0.3933
+ ],
+ [
+ 100,
+ 0.3946
+ ]
+ ]
+ }
+ },
+ "4": {
+ "42": {
+ "final_acc": 0.3959,
+ "curve": [
+ [
+ 1,
+ 0.2789
+ ],
+ [
+ 10,
+ 0.3498
+ ],
+ [
+ 20,
+ 0.3601
+ ],
+ [
+ 30,
+ 0.371
+ ],
+ [
+ 40,
+ 0.3834
+ ],
+ [
+ 50,
+ 0.3923
+ ],
+ [
+ 60,
+ 0.3912
+ ],
+ [
+ 70,
+ 0.3945
+ ],
+ [
+ 80,
+ 0.3957
+ ],
+ [
+ 90,
+ 0.3944
+ ],
+ [
+ 100,
+ 0.3959
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.4122,
+ "curve": [
+ [
+ 1,
+ 0.2905
+ ],
+ [
+ 10,
+ 0.3596
+ ],
+ [
+ 20,
+ 0.3803
+ ],
+ [
+ 30,
+ 0.3792
+ ],
+ [
+ 40,
+ 0.3955
+ ],
+ [
+ 50,
+ 0.398
+ ],
+ [
+ 60,
+ 0.4071
+ ],
+ [
+ 70,
+ 0.4034
+ ],
+ [
+ 80,
+ 0.4076
+ ],
+ [
+ 90,
+ 0.4115
+ ],
+ [
+ 100,
+ 0.4122
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3987,
+ "curve": [
+ [
+ 1,
+ 0.2713
+ ],
+ [
+ 10,
+ 0.3544
+ ],
+ [
+ 20,
+ 0.3702
+ ],
+ [
+ 30,
+ 0.3799
+ ],
+ [
+ 40,
+ 0.3845
+ ],
+ [
+ 50,
+ 0.3923
+ ],
+ [
+ 60,
+ 0.3992
+ ],
+ [
+ 70,
+ 0.3974
+ ],
+ [
+ 80,
+ 0.399
+ ],
+ [
+ 90,
+ 0.4
+ ],
+ [
+ 100,
+ 0.3987
+ ]
+ ]
+ }
+ }
+ },
+ "dfa": {
+ "0": {
+ "42": {
+ "final_acc": 0.3454,
+ "curve": [
+ [
+ 1,
+ 0.3185
+ ],
+ [
+ 10,
+ 0.337
+ ],
+ [
+ 20,
+ 0.3458
+ ],
+ [
+ 30,
+ 0.3425
+ ],
+ [
+ 40,
+ 0.3419
+ ],
+ [
+ 50,
+ 0.3425
+ ],
+ [
+ 60,
+ 0.342
+ ],
+ [
+ 70,
+ 0.3466
+ ],
+ [
+ 80,
+ 0.3458
+ ],
+ [
+ 90,
+ 0.347
+ ],
+ [
+ 100,
+ 0.3454
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3498,
+ "curve": [
+ [
+ 1,
+ 0.3219
+ ],
+ [
+ 10,
+ 0.3339
+ ],
+ [
+ 20,
+ 0.3453
+ ],
+ [
+ 30,
+ 0.3352
+ ],
+ [
+ 40,
+ 0.3322
+ ],
+ [
+ 50,
+ 0.3291
+ ],
+ [
+ 60,
+ 0.3428
+ ],
+ [
+ 70,
+ 0.3447
+ ],
+ [
+ 80,
+ 0.3465
+ ],
+ [
+ 90,
+ 0.3464
+ ],
+ [
+ 100,
+ 0.3498
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3516,
+ "curve": [
+ [
+ 1,
+ 0.3241
+ ],
+ [
+ 10,
+ 0.3486
+ ],
+ [
+ 20,
+ 0.3396
+ ],
+ [
+ 30,
+ 0.3396
+ ],
+ [
+ 40,
+ 0.3387
+ ],
+ [
+ 50,
+ 0.3456
+ ],
+ [
+ 60,
+ 0.3508
+ ],
+ [
+ 70,
+ 0.3527
+ ],
+ [
+ 80,
+ 0.3498
+ ],
+ [
+ 90,
+ 0.3508
+ ],
+ [
+ 100,
+ 0.3516
+ ]
+ ]
+ }
+ },
+ "1": {
+ "42": {
+ "final_acc": 0.2267,
+ "curve": [
+ [
+ 1,
+ 0.2563
+ ],
+ [
+ 10,
+ 0.258
+ ],
+ [
+ 20,
+ 0.2445
+ ],
+ [
+ 30,
+ 0.2197
+ ],
+ [
+ 40,
+ 0.2229
+ ],
+ [
+ 50,
+ 0.1952
+ ],
+ [
+ 60,
+ 0.2306
+ ],
+ [
+ 70,
+ 0.229
+ ],
+ [
+ 80,
+ 0.2211
+ ],
+ [
+ 90,
+ 0.2215
+ ],
+ [
+ 100,
+ 0.2267
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.2563,
+ "curve": [
+ [
+ 1,
+ 0.2549
+ ],
+ [
+ 10,
+ 0.2505
+ ],
+ [
+ 20,
+ 0.2453
+ ],
+ [
+ 30,
+ 0.2358
+ ],
+ [
+ 40,
+ 0.2499
+ ],
+ [
+ 50,
+ 0.2506
+ ],
+ [
+ 60,
+ 0.2467
+ ],
+ [
+ 70,
+ 0.2513
+ ],
+ [
+ 80,
+ 0.2597
+ ],
+ [
+ 90,
+ 0.2586
+ ],
+ [
+ 100,
+ 0.2563
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.2476,
+ "curve": [
+ [
+ 1,
+ 0.2112
+ ],
+ [
+ 10,
+ 0.2227
+ ],
+ [
+ 20,
+ 0.2397
+ ],
+ [
+ 30,
+ 0.2326
+ ],
+ [
+ 40,
+ 0.2285
+ ],
+ [
+ 50,
+ 0.2176
+ ],
+ [
+ 60,
+ 0.2431
+ ],
+ [
+ 70,
+ 0.2476
+ ],
+ [
+ 80,
+ 0.2493
+ ],
+ [
+ 90,
+ 0.2477
+ ],
+ [
+ 100,
+ 0.2476
+ ]
+ ]
+ }
+ },
+ "2": {
+ "42": {
+ "final_acc": 0.3005,
+ "curve": [
+ [
+ 1,
+ 0.2792
+ ],
+ [
+ 10,
+ 0.2893
+ ],
+ [
+ 20,
+ 0.2978
+ ],
+ [
+ 30,
+ 0.296
+ ],
+ [
+ 40,
+ 0.301
+ ],
+ [
+ 50,
+ 0.3014
+ ],
+ [
+ 60,
+ 0.3005
+ ],
+ [
+ 70,
+ 0.3036
+ ],
+ [
+ 80,
+ 0.2997
+ ],
+ [
+ 90,
+ 0.3005
+ ],
+ [
+ 100,
+ 0.3005
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.2819,
+ "curve": [
+ [
+ 1,
+ 0.2671
+ ],
+ [
+ 10,
+ 0.2947
+ ],
+ [
+ 20,
+ 0.2841
+ ],
+ [
+ 30,
+ 0.2801
+ ],
+ [
+ 40,
+ 0.2819
+ ],
+ [
+ 50,
+ 0.2772
+ ],
+ [
+ 60,
+ 0.2834
+ ],
+ [
+ 70,
+ 0.2876
+ ],
+ [
+ 80,
+ 0.2757
+ ],
+ [
+ 90,
+ 0.2806
+ ],
+ [
+ 100,
+ 0.2819
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.2751,
+ "curve": [
+ [
+ 1,
+ 0.2604
+ ],
+ [
+ 10,
+ 0.2821
+ ],
+ [
+ 20,
+ 0.2784
+ ],
+ [
+ 30,
+ 0.2826
+ ],
+ [
+ 40,
+ 0.2805
+ ],
+ [
+ 50,
+ 0.2675
+ ],
+ [
+ 60,
+ 0.2735
+ ],
+ [
+ 70,
+ 0.2765
+ ],
+ [
+ 80,
+ 0.2735
+ ],
+ [
+ 90,
+ 0.2759
+ ],
+ [
+ 100,
+ 0.2751
+ ]
+ ]
+ }
+ },
+ "3": {
+ "42": {
+ "final_acc": 0.3047,
+ "curve": [
+ [
+ 1,
+ 0.2821
+ ],
+ [
+ 10,
+ 0.2882
+ ],
+ [
+ 20,
+ 0.2921
+ ],
+ [
+ 30,
+ 0.3064
+ ],
+ [
+ 40,
+ 0.3009
+ ],
+ [
+ 50,
+ 0.3044
+ ],
+ [
+ 60,
+ 0.3041
+ ],
+ [
+ 70,
+ 0.3075
+ ],
+ [
+ 80,
+ 0.3064
+ ],
+ [
+ 90,
+ 0.3021
+ ],
+ [
+ 100,
+ 0.3047
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.2906,
+ "curve": [
+ [
+ 1,
+ 0.263
+ ],
+ [
+ 10,
+ 0.291
+ ],
+ [
+ 20,
+ 0.2845
+ ],
+ [
+ 30,
+ 0.2821
+ ],
+ [
+ 40,
+ 0.29
+ ],
+ [
+ 50,
+ 0.2811
+ ],
+ [
+ 60,
+ 0.286
+ ],
+ [
+ 70,
+ 0.291
+ ],
+ [
+ 80,
+ 0.2879
+ ],
+ [
+ 90,
+ 0.291
+ ],
+ [
+ 100,
+ 0.2906
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.2919,
+ "curve": [
+ [
+ 1,
+ 0.2544
+ ],
+ [
+ 10,
+ 0.2841
+ ],
+ [
+ 20,
+ 0.2892
+ ],
+ [
+ 30,
+ 0.2998
+ ],
+ [
+ 40,
+ 0.2891
+ ],
+ [
+ 50,
+ 0.2844
+ ],
+ [
+ 60,
+ 0.2938
+ ],
+ [
+ 70,
+ 0.2928
+ ],
+ [
+ 80,
+ 0.2901
+ ],
+ [
+ 90,
+ 0.2932
+ ],
+ [
+ 100,
+ 0.2919
+ ]
+ ]
+ }
+ },
+ "4": {
+ "42": {
+ "final_acc": 0.3068,
+ "curve": [
+ [
+ 1,
+ 0.2899
+ ],
+ [
+ 10,
+ 0.2873
+ ],
+ [
+ 20,
+ 0.3016
+ ],
+ [
+ 30,
+ 0.3053
+ ],
+ [
+ 40,
+ 0.312
+ ],
+ [
+ 50,
+ 0.3045
+ ],
+ [
+ 60,
+ 0.3071
+ ],
+ [
+ 70,
+ 0.3102
+ ],
+ [
+ 80,
+ 0.308
+ ],
+ [
+ 90,
+ 0.3066
+ ],
+ [
+ 100,
+ 0.3068
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3023,
+ "curve": [
+ [
+ 1,
+ 0.2683
+ ],
+ [
+ 10,
+ 0.2926
+ ],
+ [
+ 20,
+ 0.2861
+ ],
+ [
+ 30,
+ 0.2875
+ ],
+ [
+ 40,
+ 0.2978
+ ],
+ [
+ 50,
+ 0.291
+ ],
+ [
+ 60,
+ 0.2972
+ ],
+ [
+ 70,
+ 0.3011
+ ],
+ [
+ 80,
+ 0.2974
+ ],
+ [
+ 90,
+ 0.3015
+ ],
+ [
+ 100,
+ 0.3023
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.2949,
+ "curve": [
+ [
+ 1,
+ 0.2591
+ ],
+ [
+ 10,
+ 0.2883
+ ],
+ [
+ 20,
+ 0.2948
+ ],
+ [
+ 30,
+ 0.2995
+ ],
+ [
+ 40,
+ 0.2921
+ ],
+ [
+ 50,
+ 0.2956
+ ],
+ [
+ 60,
+ 0.296
+ ],
+ [
+ 70,
+ 0.2943
+ ],
+ [
+ 80,
+ 0.291
+ ],
+ [
+ 90,
+ 0.2955
+ ],
+ [
+ 100,
+ 0.2949
+ ]
+ ]
+ }
+ }
+ }
+ }
+} \ No newline at end of file
diff --git a/results/depth_ladder/ladder_d512_L2_cifar10.json b/results/depth_ladder/ladder_d512_L2_cifar10.json
new file mode 100644
index 0000000..4a3feff
--- /dev/null
+++ b/results/depth_ladder/ladder_d512_L2_cifar10.json
@@ -0,0 +1,1378 @@
+{
+ "config": {
+ "d_hidden": 512,
+ "num_blocks": 2,
+ "dataset": "cifar10",
+ "methods": [
+ "bp",
+ "fa",
+ "dfa"
+ ],
+ "k_values": [
+ 0,
+ 1,
+ 2
+ ],
+ "seeds": [
+ 42,
+ 123,
+ 456
+ ],
+ "epochs": 100,
+ "lr": 0.001,
+ "wd": 0.01,
+ "batch_size": 128,
+ "gpu": 0,
+ "output_dir": "results/depth_ladder",
+ "num_classes": 10
+ },
+ "results": {
+ "bp": {
+ "0": {
+ "42": {
+ "final_acc": 0.3891,
+ "curve": [
+ [
+ 1,
+ 0.3462
+ ],
+ [
+ 10,
+ 0.3633
+ ],
+ [
+ 20,
+ 0.3635
+ ],
+ [
+ 30,
+ 0.3543
+ ],
+ [
+ 40,
+ 0.3673
+ ],
+ [
+ 50,
+ 0.3633
+ ],
+ [
+ 60,
+ 0.3695
+ ],
+ [
+ 70,
+ 0.3753
+ ],
+ [
+ 80,
+ 0.3858
+ ],
+ [
+ 90,
+ 0.3887
+ ],
+ [
+ 100,
+ 0.3891
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3846,
+ "curve": [
+ [
+ 1,
+ 0.3497
+ ],
+ [
+ 10,
+ 0.3704
+ ],
+ [
+ 20,
+ 0.3698
+ ],
+ [
+ 30,
+ 0.354
+ ],
+ [
+ 40,
+ 0.3505
+ ],
+ [
+ 50,
+ 0.3634
+ ],
+ [
+ 60,
+ 0.3675
+ ],
+ [
+ 70,
+ 0.3739
+ ],
+ [
+ 80,
+ 0.3823
+ ],
+ [
+ 90,
+ 0.3845
+ ],
+ [
+ 100,
+ 0.3846
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3838,
+ "curve": [
+ [
+ 1,
+ 0.3409
+ ],
+ [
+ 10,
+ 0.3578
+ ],
+ [
+ 20,
+ 0.3767
+ ],
+ [
+ 30,
+ 0.3607
+ ],
+ [
+ 40,
+ 0.3551
+ ],
+ [
+ 50,
+ 0.3632
+ ],
+ [
+ 60,
+ 0.3722
+ ],
+ [
+ 70,
+ 0.3704
+ ],
+ [
+ 80,
+ 0.3784
+ ],
+ [
+ 90,
+ 0.3834
+ ],
+ [
+ 100,
+ 0.3838
+ ]
+ ]
+ }
+ },
+ "1": {
+ "42": {
+ "final_acc": 0.5856,
+ "curve": [
+ [
+ 1,
+ 0.3667
+ ],
+ [
+ 10,
+ 0.4836
+ ],
+ [
+ 20,
+ 0.5197
+ ],
+ [
+ 30,
+ 0.5367
+ ],
+ [
+ 40,
+ 0.5444
+ ],
+ [
+ 50,
+ 0.5629
+ ],
+ [
+ 60,
+ 0.5691
+ ],
+ [
+ 70,
+ 0.5779
+ ],
+ [
+ 80,
+ 0.5808
+ ],
+ [
+ 90,
+ 0.5849
+ ],
+ [
+ 100,
+ 0.5856
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.5819,
+ "curve": [
+ [
+ 1,
+ 0.3632
+ ],
+ [
+ 10,
+ 0.4865
+ ],
+ [
+ 20,
+ 0.5175
+ ],
+ [
+ 30,
+ 0.536
+ ],
+ [
+ 40,
+ 0.5466
+ ],
+ [
+ 50,
+ 0.5606
+ ],
+ [
+ 60,
+ 0.5716
+ ],
+ [
+ 70,
+ 0.5749
+ ],
+ [
+ 80,
+ 0.5806
+ ],
+ [
+ 90,
+ 0.5817
+ ],
+ [
+ 100,
+ 0.5819
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.5809,
+ "curve": [
+ [
+ 1,
+ 0.3696
+ ],
+ [
+ 10,
+ 0.4737
+ ],
+ [
+ 20,
+ 0.5199
+ ],
+ [
+ 30,
+ 0.5317
+ ],
+ [
+ 40,
+ 0.5498
+ ],
+ [
+ 50,
+ 0.561
+ ],
+ [
+ 60,
+ 0.5675
+ ],
+ [
+ 70,
+ 0.5767
+ ],
+ [
+ 80,
+ 0.5785
+ ],
+ [
+ 90,
+ 0.5802
+ ],
+ [
+ 100,
+ 0.5809
+ ]
+ ]
+ }
+ },
+ "2": {
+ "42": {
+ "final_acc": 0.6039,
+ "curve": [
+ [
+ 1,
+ 0.379
+ ],
+ [
+ 10,
+ 0.5174
+ ],
+ [
+ 20,
+ 0.5471
+ ],
+ [
+ 30,
+ 0.5712
+ ],
+ [
+ 40,
+ 0.5906
+ ],
+ [
+ 50,
+ 0.5969
+ ],
+ [
+ 60,
+ 0.5977
+ ],
+ [
+ 70,
+ 0.5992
+ ],
+ [
+ 80,
+ 0.6072
+ ],
+ [
+ 90,
+ 0.6037
+ ],
+ [
+ 100,
+ 0.6039
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.602,
+ "curve": [
+ [
+ 1,
+ 0.3732
+ ],
+ [
+ 10,
+ 0.5161
+ ],
+ [
+ 20,
+ 0.5554
+ ],
+ [
+ 30,
+ 0.5756
+ ],
+ [
+ 40,
+ 0.5811
+ ],
+ [
+ 50,
+ 0.5928
+ ],
+ [
+ 60,
+ 0.5965
+ ],
+ [
+ 70,
+ 0.6016
+ ],
+ [
+ 80,
+ 0.6027
+ ],
+ [
+ 90,
+ 0.6007
+ ],
+ [
+ 100,
+ 0.602
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.6045,
+ "curve": [
+ [
+ 1,
+ 0.3768
+ ],
+ [
+ 10,
+ 0.5097
+ ],
+ [
+ 20,
+ 0.5499
+ ],
+ [
+ 30,
+ 0.5773
+ ],
+ [
+ 40,
+ 0.5858
+ ],
+ [
+ 50,
+ 0.5845
+ ],
+ [
+ 60,
+ 0.5934
+ ],
+ [
+ 70,
+ 0.5985
+ ],
+ [
+ 80,
+ 0.6011
+ ],
+ [
+ 90,
+ 0.602
+ ],
+ [
+ 100,
+ 0.6045
+ ]
+ ]
+ }
+ }
+ },
+ "fa": {
+ "0": {
+ "42": {
+ "final_acc": 0.3585,
+ "curve": [
+ [
+ 1,
+ 0.3288
+ ],
+ [
+ 10,
+ 0.3359
+ ],
+ [
+ 20,
+ 0.3336
+ ],
+ [
+ 30,
+ 0.3328
+ ],
+ [
+ 40,
+ 0.3418
+ ],
+ [
+ 50,
+ 0.3504
+ ],
+ [
+ 60,
+ 0.3564
+ ],
+ [
+ 70,
+ 0.3567
+ ],
+ [
+ 80,
+ 0.3543
+ ],
+ [
+ 90,
+ 0.3574
+ ],
+ [
+ 100,
+ 0.3585
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3584,
+ "curve": [
+ [
+ 1,
+ 0.3125
+ ],
+ [
+ 10,
+ 0.3374
+ ],
+ [
+ 20,
+ 0.3364
+ ],
+ [
+ 30,
+ 0.3453
+ ],
+ [
+ 40,
+ 0.3437
+ ],
+ [
+ 50,
+ 0.3522
+ ],
+ [
+ 60,
+ 0.3587
+ ],
+ [
+ 70,
+ 0.355
+ ],
+ [
+ 80,
+ 0.3551
+ ],
+ [
+ 90,
+ 0.3558
+ ],
+ [
+ 100,
+ 0.3584
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.359,
+ "curve": [
+ [
+ 1,
+ 0.318
+ ],
+ [
+ 10,
+ 0.3311
+ ],
+ [
+ 20,
+ 0.3344
+ ],
+ [
+ 30,
+ 0.3533
+ ],
+ [
+ 40,
+ 0.3476
+ ],
+ [
+ 50,
+ 0.3523
+ ],
+ [
+ 60,
+ 0.3455
+ ],
+ [
+ 70,
+ 0.3569
+ ],
+ [
+ 80,
+ 0.3562
+ ],
+ [
+ 90,
+ 0.3583
+ ],
+ [
+ 100,
+ 0.359
+ ]
+ ]
+ }
+ },
+ "1": {
+ "42": {
+ "final_acc": 0.4083,
+ "curve": [
+ [
+ 1,
+ 0.3235
+ ],
+ [
+ 10,
+ 0.373
+ ],
+ [
+ 20,
+ 0.3734
+ ],
+ [
+ 30,
+ 0.3829
+ ],
+ [
+ 40,
+ 0.3916
+ ],
+ [
+ 50,
+ 0.4008
+ ],
+ [
+ 60,
+ 0.4012
+ ],
+ [
+ 70,
+ 0.4015
+ ],
+ [
+ 80,
+ 0.4042
+ ],
+ [
+ 90,
+ 0.4082
+ ],
+ [
+ 100,
+ 0.4083
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.4134,
+ "curve": [
+ [
+ 1,
+ 0.293
+ ],
+ [
+ 10,
+ 0.3662
+ ],
+ [
+ 20,
+ 0.3905
+ ],
+ [
+ 30,
+ 0.4027
+ ],
+ [
+ 40,
+ 0.3948
+ ],
+ [
+ 50,
+ 0.4048
+ ],
+ [
+ 60,
+ 0.4067
+ ],
+ [
+ 70,
+ 0.4094
+ ],
+ [
+ 80,
+ 0.4115
+ ],
+ [
+ 90,
+ 0.4103
+ ],
+ [
+ 100,
+ 0.4134
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.4155,
+ "curve": [
+ [
+ 1,
+ 0.3098
+ ],
+ [
+ 10,
+ 0.3561
+ ],
+ [
+ 20,
+ 0.386
+ ],
+ [
+ 30,
+ 0.3957
+ ],
+ [
+ 40,
+ 0.3907
+ ],
+ [
+ 50,
+ 0.4032
+ ],
+ [
+ 60,
+ 0.4017
+ ],
+ [
+ 70,
+ 0.4125
+ ],
+ [
+ 80,
+ 0.4123
+ ],
+ [
+ 90,
+ 0.4164
+ ],
+ [
+ 100,
+ 0.4155
+ ]
+ ]
+ }
+ },
+ "2": {
+ "42": {
+ "final_acc": 0.3582,
+ "curve": [
+ [
+ 1,
+ 0.3028
+ ],
+ [
+ 10,
+ 0.3585
+ ],
+ [
+ 20,
+ 0.3523
+ ],
+ [
+ 30,
+ 0.3315
+ ],
+ [
+ 40,
+ 0.3191
+ ],
+ [
+ 50,
+ 0.3397
+ ],
+ [
+ 60,
+ 0.3566
+ ],
+ [
+ 70,
+ 0.3527
+ ],
+ [
+ 80,
+ 0.3554
+ ],
+ [
+ 90,
+ 0.3593
+ ],
+ [
+ 100,
+ 0.3582
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3621,
+ "curve": [
+ [
+ 1,
+ 0.2794
+ ],
+ [
+ 10,
+ 0.3627
+ ],
+ [
+ 20,
+ 0.36
+ ],
+ [
+ 30,
+ 0.375
+ ],
+ [
+ 40,
+ 0.3482
+ ],
+ [
+ 50,
+ 0.3679
+ ],
+ [
+ 60,
+ 0.363
+ ],
+ [
+ 70,
+ 0.3643
+ ],
+ [
+ 80,
+ 0.3636
+ ],
+ [
+ 90,
+ 0.3618
+ ],
+ [
+ 100,
+ 0.3621
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3642,
+ "curve": [
+ [
+ 1,
+ 0.3005
+ ],
+ [
+ 10,
+ 0.3573
+ ],
+ [
+ 20,
+ 0.3624
+ ],
+ [
+ 30,
+ 0.3706
+ ],
+ [
+ 40,
+ 0.3529
+ ],
+ [
+ 50,
+ 0.3648
+ ],
+ [
+ 60,
+ 0.3581
+ ],
+ [
+ 70,
+ 0.3645
+ ],
+ [
+ 80,
+ 0.3652
+ ],
+ [
+ 90,
+ 0.3632
+ ],
+ [
+ 100,
+ 0.3642
+ ]
+ ]
+ }
+ }
+ },
+ "dfa": {
+ "0": {
+ "42": {
+ "final_acc": 0.3432,
+ "curve": [
+ [
+ 1,
+ 0.3196
+ ],
+ [
+ 10,
+ 0.3187
+ ],
+ [
+ 20,
+ 0.3369
+ ],
+ [
+ 30,
+ 0.3221
+ ],
+ [
+ 40,
+ 0.3386
+ ],
+ [
+ 50,
+ 0.3401
+ ],
+ [
+ 60,
+ 0.3473
+ ],
+ [
+ 70,
+ 0.3472
+ ],
+ [
+ 80,
+ 0.3426
+ ],
+ [
+ 90,
+ 0.3445
+ ],
+ [
+ 100,
+ 0.3432
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3508,
+ "curve": [
+ [
+ 1,
+ 0.3089
+ ],
+ [
+ 10,
+ 0.318
+ ],
+ [
+ 20,
+ 0.3301
+ ],
+ [
+ 30,
+ 0.3434
+ ],
+ [
+ 40,
+ 0.3386
+ ],
+ [
+ 50,
+ 0.3343
+ ],
+ [
+ 60,
+ 0.3489
+ ],
+ [
+ 70,
+ 0.3458
+ ],
+ [
+ 80,
+ 0.3499
+ ],
+ [
+ 90,
+ 0.3508
+ ],
+ [
+ 100,
+ 0.3508
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.3521,
+ "curve": [
+ [
+ 1,
+ 0.3238
+ ],
+ [
+ 10,
+ 0.3327
+ ],
+ [
+ 20,
+ 0.3395
+ ],
+ [
+ 30,
+ 0.3457
+ ],
+ [
+ 40,
+ 0.3367
+ ],
+ [
+ 50,
+ 0.3496
+ ],
+ [
+ 60,
+ 0.3453
+ ],
+ [
+ 70,
+ 0.3487
+ ],
+ [
+ 80,
+ 0.3491
+ ],
+ [
+ 90,
+ 0.3498
+ ],
+ [
+ 100,
+ 0.3521
+ ]
+ ]
+ }
+ },
+ "1": {
+ "42": {
+ "final_acc": 0.2384,
+ "curve": [
+ [
+ 1,
+ 0.2687
+ ],
+ [
+ 10,
+ 0.2106
+ ],
+ [
+ 20,
+ 0.2293
+ ],
+ [
+ 30,
+ 0.2297
+ ],
+ [
+ 40,
+ 0.2241
+ ],
+ [
+ 50,
+ 0.2318
+ ],
+ [
+ 60,
+ 0.2417
+ ],
+ [
+ 70,
+ 0.2458
+ ],
+ [
+ 80,
+ 0.2463
+ ],
+ [
+ 90,
+ 0.2438
+ ],
+ [
+ 100,
+ 0.2384
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.2097,
+ "curve": [
+ [
+ 1,
+ 0.1958
+ ],
+ [
+ 10,
+ 0.1777
+ ],
+ [
+ 20,
+ 0.222
+ ],
+ [
+ 30,
+ 0.1852
+ ],
+ [
+ 40,
+ 0.2165
+ ],
+ [
+ 50,
+ 0.2095
+ ],
+ [
+ 60,
+ 0.1995
+ ],
+ [
+ 70,
+ 0.2038
+ ],
+ [
+ 80,
+ 0.2068
+ ],
+ [
+ 90,
+ 0.2173
+ ],
+ [
+ 100,
+ 0.2097
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.2295,
+ "curve": [
+ [
+ 1,
+ 0.2118
+ ],
+ [
+ 10,
+ 0.2074
+ ],
+ [
+ 20,
+ 0.1777
+ ],
+ [
+ 30,
+ 0.2043
+ ],
+ [
+ 40,
+ 0.201
+ ],
+ [
+ 50,
+ 0.2087
+ ],
+ [
+ 60,
+ 0.2073
+ ],
+ [
+ 70,
+ 0.2126
+ ],
+ [
+ 80,
+ 0.2202
+ ],
+ [
+ 90,
+ 0.2355
+ ],
+ [
+ 100,
+ 0.2295
+ ]
+ ]
+ }
+ },
+ "2": {
+ "42": {
+ "final_acc": 0.3069,
+ "curve": [
+ [
+ 1,
+ 0.2769
+ ],
+ [
+ 10,
+ 0.2705
+ ],
+ [
+ 20,
+ 0.3
+ ],
+ [
+ 30,
+ 0.2988
+ ],
+ [
+ 40,
+ 0.308
+ ],
+ [
+ 50,
+ 0.2941
+ ],
+ [
+ 60,
+ 0.3025
+ ],
+ [
+ 70,
+ 0.3075
+ ],
+ [
+ 80,
+ 0.307
+ ],
+ [
+ 90,
+ 0.3063
+ ],
+ [
+ 100,
+ 0.3069
+ ]
+ ]
+ },
+ "123": {
+ "final_acc": 0.3025,
+ "curve": [
+ [
+ 1,
+ 0.2582
+ ],
+ [
+ 10,
+ 0.2772
+ ],
+ [
+ 20,
+ 0.2904
+ ],
+ [
+ 30,
+ 0.3072
+ ],
+ [
+ 40,
+ 0.2898
+ ],
+ [
+ 50,
+ 0.2938
+ ],
+ [
+ 60,
+ 0.2892
+ ],
+ [
+ 70,
+ 0.2974
+ ],
+ [
+ 80,
+ 0.297
+ ],
+ [
+ 90,
+ 0.3035
+ ],
+ [
+ 100,
+ 0.3025
+ ]
+ ]
+ },
+ "456": {
+ "final_acc": 0.2963,
+ "curve": [
+ [
+ 1,
+ 0.2794
+ ],
+ [
+ 10,
+ 0.2888
+ ],
+ [
+ 20,
+ 0.2884
+ ],
+ [
+ 30,
+ 0.2901
+ ],
+ [
+ 40,
+ 0.2784
+ ],
+ [
+ 50,
+ 0.2817
+ ],
+ [
+ 60,
+ 0.2983
+ ],
+ [
+ 70,
+ 0.292
+ ],
+ [
+ 80,
+ 0.2904
+ ],
+ [
+ 90,
+ 0.2999
+ ],
+ [
+ 100,
+ 0.2963
+ ]
+ ]
+ }
+ }
+ }
+ }
+} \ No newline at end of file
generated by cgit v1.2.3 (git 2.25.1) at 2026-06-15 08:25:40 +0000