Arch: bert-base-uncased_pt
Bs trn: 16
Bs val: 16
Hidden dim: 256
Dataset: civilcomments
Resample class: 
Slice with: rep
Rep cluster method: gmm
Num anchor: 32
Num positive: 32
Num negative: 32
Num negative easy: 0
Weight anc by loss: False
Weight pos by loss: False
Weight neg by loss: False
Anc loss temp: 0.5
Pos loss temp: 0.5
Neg loss temp: 0.5
Data wide pos: False
Target sample ratio: 1
Balance targets: False
Additional negatives: False
Hard negative factor: 0
Full contrastive: False
Train encoder: False
No projection head: False
Projection dim: 128
Batch factor: None
Temperature: 0.05
Single pos: False
Supervised linear scale up: False
Supervised update delay: 0
Contrastive weight: 0.5
Classifier update interval: 8
Optim: AdamW
Max epoch: 5
Lr: 1e-05
Momentum: 0.9
Weight decay: 0.01
Weight decay c: 0.01
Stopping window: 30
Load encoder: 
Freeze encoder: False
Finetune epochs: 0
Clip grad norm: True
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed29.pt
Max epoch s: 1
Bs trn s: 32
Lr s: 0.001
Momentum s: 0.9
Weight decay s: 0.0005
Slice temp: 10
Log loss interval: 10
Checkpoint interval: 50
Grad checkpoint interval: 50
Log visual interval: 100
Log grad visual interval: 50
Verbose: True
Seed: 29
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=29-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed29.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.022 | Train Acc: 84.694 | Val Loss: 0.000 | Val Acc: 92.332
Training:
Accuracies by groups:
0, 0  acc: 54849 / 63080 =  86.951
0, 1  acc:  5691 /  6658 =  85.476
0, 2  acc:  8426 / 10250 =  82.205
0, 3  acc:  3970 /  4861 =  81.670
0, 4  acc:  1043 /  2029 =  51.405
0, 5  acc:   114 /   248 =  45.968
0, 6  acc:   177 /   293 =  60.410
0, 7  acc:   154 /   263 =  58.555
0, 8  acc:  4907 /  5841 =  84.010
0, 9  acc:   347 /   447 =  77.629
0, 10  acc:   346 /   441 =  78.458
0, 11  acc:   205 /   267 =  76.779
0, 12  acc:   188 /   391 =  48.082
0, 13  acc:    23 /    53 =  43.396
0, 14  acc:    19 /    38 =  50.000
0, 15  acc:     9 /    25 =  36.000
0, 16  acc:  3299 /  5011 =  65.835
0, 17  acc:   121 /   186 =  65.054
0, 18  acc:   338 /   497 =  68.008
0, 19  acc:   105 /   157 =  66.879
0, 20  acc:    47 /   129 =  36.434
0, 21  acc:     9 /    18 =  50.000
0, 22  acc:    28 /    47 =  59.574
0, 23  acc:     0 /     6 =   0.000
0, 24  acc:   359 /   588 =  61.054
0, 25  acc:    24 /    35 =  68.571
0, 26  acc:    44 /    63 =  69.841
0, 27  acc:     9 /    17 =  52.941
0, 28  acc:    18 /    37 =  48.649
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     1 /     6 =  16.667
0, 31  acc:     1 /     3 =  33.333
0, 32  acc:  1234 /  1527 =  80.812
0, 33  acc:    52 /    61 =  85.246
0, 34  acc:    63 /    76 =  82.895
0, 35  acc:    12 /    14 =  85.714
0, 36  acc:    16 /    30 =  53.333
0, 37  acc:     3 /     7 =  42.857
0, 38  acc:    16 /    22 =  72.727
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   271 /   359 =  75.487
0, 41  acc:    12 /    14 =  85.714
0, 42  acc:    10 /    10 = 100.000
0, 43  acc:     9 /    10 =  90.000
0, 44  acc:     8 /    11 =  72.727
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     4 /     7 =  57.143
0, 47  acc:     0 /     2 =   0.000
0, 48  acc:   201 /   311 =  64.630
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    19 /    21 =  90.476
0, 51  acc:    14 /    20 =  70.000
0, 52  acc:     1 /     5 =  20.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     1 /     4 =  25.000
0, 55  acc:     2 /     3 =  66.667
0, 56  acc:   158 /   249 =  63.454
0, 57  acc:     5 /     6 =  83.333
0, 58  acc:     6 /    16 =  37.500
0, 59  acc:     6 /     9 =  66.667
0, 60  acc:     3 /     9 =  33.333
0, 61  acc:     0 /     2 =   0.000
0, 62  acc:     0 /     2 =   0.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  1315 /  2294 =  57.323
0, 65  acc:   186 /   346 =  53.757
0, 66  acc:   114 /   198 =  57.576
0, 67  acc:    73 /   109 =  66.972
0, 68  acc:    32 /    58 =  55.172
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:     5 /    14 =  35.714
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    43 /    66 =  65.152
0, 73  acc:     1 /     3 =  33.333
0, 74  acc:     6 /     7 =  85.714
0, 75  acc:     2 /     6 =  33.333
0, 76  acc:     2 /     5 =  40.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    35 /    76 =  46.053
0, 81  acc:     1 /     8 =  12.500
0, 82  acc:     3 /     4 =  75.000
0, 83  acc:     3 /     9 =  33.333
0, 84  acc:     0 /     2 =   0.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     4 /    11 =  36.364
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     6 /    11 =  54.545
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    25 /    50 =  50.000
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     0 /     2 =   0.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     3 /     8 =  37.500
0, 99  acc:     0 /     1 =   0.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     5 /     7 =  71.429
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     6 /    10 =  60.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     1 /     4 =  25.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  4677 /  6477 =  72.209
0, 118  acc:  1113 /  1536 =  72.461
0, 119  acc:   283 /   402 =  70.398
0, 120  acc:   241 /   325 =  74.154
0, 121  acc:    38 /    67 =  56.716
0, 122  acc:    16 /    34 =  47.059
0, 123  acc:     3 /     7 =  42.857
0, 124  acc:     9 /    14 =  64.286
0, 125  acc:   288 /   390 =  73.846
0, 126  acc:    66 /   119 =  55.462
0, 127  acc:    13 /    19 =  68.421
0, 128  acc:    16 /    30 =  53.333
0, 129  acc:     1 /     5 =  20.000
0, 130  acc:     0 /     2 =   0.000
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   133 /   232 =  57.328
0, 134  acc:    25 /    63 =  39.683
0, 135  acc:    18 /    25 =  72.000
0, 136  acc:    22 /    41 =  53.659
0, 137  acc:     9 /    13 =  69.231
0, 138  acc:     0 /     2 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    33 /    66 =  50.000
0, 142  acc:     4 /     7 =  57.143
0, 143  acc:     0 /     4 =   0.000
0, 144  acc:     9 /    11 =  81.818
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   144 =  75.000
0, 149  acc:     9 /    12 =  75.000
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:     4 /    11 =  36.364
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    30 /    39 =  76.923
0, 155  acc:     1 /     7 =  14.286
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    14 /    19 =  73.684
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     2 =  50.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    16 =  68.750
0, 165  acc:     0 /     2 =   0.000
0, 166  acc:     4 /     7 =  57.143
0, 167  acc:     0 /     3 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:   927 /  1662 =  55.776
0, 170  acc:   218 /   418 =  52.153
0, 171  acc:    55 /   102 =  53.922
0, 172  acc:    97 /   169 =  57.396
0, 173  acc:     4 /    19 =  21.053
0, 174  acc:     2 /     8 =  25.000
0, 175  acc:     2 /     5 =  40.000
0, 176  acc:     3 /    13 =  23.077
0, 177  acc:    34 /    48 =  70.833
0, 178  acc:     6 /    14 =  42.857
0, 179  acc:     3 /     7 =  42.857
0, 180  acc:     5 /     6 =  83.333
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /    11 =  27.273
0, 184  acc:    31 /    54 =  57.407
0, 185  acc:     2 /     6 =  33.333
0, 186  acc:     3 /     6 =  50.000
0, 187  acc:     6 /    11 =  54.545
0, 188  acc:     1 /     5 =  20.000
0, 189  acc:     1 /     3 =  33.333
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    16 /    41 =  39.024
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     1 /     2 =  50.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    22 /    44 =  50.000
0, 197  acc:     5 /    13 =  38.462
0, 198  acc:     0 /     7 =   0.000
0, 199  acc:     4 /    11 =  36.364
0, 200  acc:     1 /     3 =  33.333
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    11 /    16 =  68.750
0, 205  acc:     0 /     1 =   0.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     4 =  75.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     1 /     5 =  20.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     0 /     4 =   0.000
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     9 =  22.222
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     2 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 57576 / 64287 =  89.561
1, 1  acc:  5930 /  6760 =  87.722
1, 2  acc:  9990 / 11633 =  85.876
1, 3  acc:  4045 /  4768 =  84.836
1, 4  acc:  5215 /  5611 =  92.942
1, 5  acc:   941 /   998 =  94.289
1, 6  acc:   513 /   558 =  91.935
1, 7  acc:   650 /   687 =  94.614
1, 8  acc:  4838 /  5747 =  84.183
1, 9  acc:   342 /   410 =  83.415
1, 10  acc:   411 /   505 =  81.386
1, 11  acc:   229 /   274 =  83.577
1, 12  acc:   838 /   896 =  93.527
1, 13  acc:   101 /   113 =  89.381
1, 14  acc:   140 /   161 =  86.957
1, 15  acc:   128 /   154 =  83.117
1, 16  acc:  7623 /  8732 =  87.300
1, 17  acc:   224 /   263 =  85.171
1, 18  acc:   577 /   674 =  85.608
1, 19  acc:   215 /   259 =  83.012
1, 20  acc:   283 /   303 =  93.399
1, 21  acc:    39 /    40 =  97.500
1, 22  acc:   116 /   129 =  89.922
1, 23  acc:    37 /    38 =  97.368
1, 24  acc:   939 /  1130 =  83.097
1, 25  acc:    19 /    22 =  86.364
1, 26  acc:   110 /   120 =  91.667
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   153 /   159 =  96.226
1, 29  acc:    11 /    12 =  91.667
1, 30  acc:    26 /    29 =  89.655
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:  1501 /  1780 =  84.326
1, 33  acc:    99 /   107 =  92.523
1, 34  acc:    51 /    62 =  82.258
1, 35  acc:    19 /    24 =  79.167
1, 36  acc:    68 /    70 =  97.143
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    27 /    31 =  87.097
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   407 /   450 =  90.444
1, 41  acc:    14 /    16 =  87.500
1, 42  acc:     8 /    18 =  44.444
1, 43  acc:    26 /    34 =  76.471
1, 44  acc:    28 /    34 =  82.353
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:     9 /    11 =  81.818
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   476 /   541 =  87.985
1, 49  acc:    12 /    14 =  85.714
1, 50  acc:    31 /    38 =  81.579
1, 51  acc:    18 /    18 = 100.000
1, 52  acc:    23 /    23 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    38 =  89.474
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   427 /   478 =  89.331
1, 57  acc:    23 /    25 =  92.000
1, 58  acc:    27 /    28 =  96.429
1, 59  acc:    11 /    14 =  78.571
1, 60  acc:    27 /    33 =  81.818
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    15 =  80.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5153 /  5683 =  90.674
1, 65  acc:   685 /   770 =  88.961
1, 66  acc:   441 /   498 =  88.554
1, 67  acc:   169 /   199 =  84.925
1, 68  acc:   258 /   279 =  92.473
1, 69  acc:    47 /    48 =  97.917
1, 70  acc:    87 /    90 =  96.667
1, 71  acc:    21 /    23 =  91.304
1, 72  acc:   115 /   127 =  90.551
1, 73  acc:     6 /     7 =  85.714
1, 74  acc:     0 /     4 =   0.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    21 /    22 =  95.455
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   189 /   210 =  90.000
1, 81  acc:    30 /    35 =  85.714
1, 82  acc:    47 /    54 =  87.037
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    31 /    31 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    22 =  81.818
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     5 /     6 =  83.333
1, 94  acc:   165 /   187 =  88.235
1, 95  acc:    14 /    18 =  77.778
1, 96  acc:     9 /    10 =  90.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    16 =  93.750
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    38 /    40 =  95.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    23 /    24 =  95.833
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    15 /    15 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7363 /  8955 =  82.222
1, 118  acc:  1850 /  2184 =  84.707
1, 119  acc:   420 /   504 =  83.333
1, 120  acc:   482 /   595 =  81.008
1, 121  acc:   118 /   138 =  85.507
1, 122  acc:    67 /    76 =  88.158
1, 123  acc:    24 /    35 =  68.571
1, 124  acc:    36 /    42 =  85.714
1, 125  acc:   453 /   544 =  83.272
1, 126  acc:   106 /   121 =  87.603
1, 127  acc:    29 /    37 =  78.378
1, 128  acc:    37 /    46 =  80.435
1, 129  acc:    23 /    23 = 100.000
1, 130  acc:     7 /     9 =  77.778
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    14 =  85.714
1, 133  acc:   431 /   498 =  86.546
1, 134  acc:    81 /    91 =  89.011
1, 135  acc:    26 /    30 =  86.667
1, 136  acc:    13 /    23 =  56.522
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    97 /   125 =  77.600
1, 142  acc:    19 /    22 =  86.364
1, 143  acc:     4 /     5 =  80.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   170 /   211 =  80.569
1, 149  acc:    20 /    26 =  76.923
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     4 /    13 =  30.769
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    32 /    46 =  69.565
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     9 =  88.889
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    28 /    31 =  90.323
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    23 /    26 =  88.462
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3158 /  3594 =  87.869
1, 170  acc:   620 /   693 =  89.466
1, 171  acc:   230 /   253 =  90.909
1, 172  acc:   218 /   244 =  89.344
1, 173  acc:    64 /    72 =  88.889
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    42 /    60 =  70.000
1, 177  acc:    85 /    94 =  90.426
1, 178  acc:     6 /    10 =  60.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     9 /    10 =  90.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     1 /     2 =  50.000
1, 183  acc:    19 /    21 =  90.476
1, 184  acc:   119 /   130 =  91.538
1, 185  acc:    38 /    41 =  92.683
1, 186  acc:     8 /    15 =  53.333
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:    10 /    11 =  90.909
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     1 /     2 =  50.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   103 /   115 =  89.565
1, 197  acc:    11 /    13 =  84.615
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    14 /    17 =  82.353
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    22 /    22 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 227860 / 269038 =  84.694
Robust  acc:     0 /     6 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23442 / 25373 =  92.390
0, 1  acc: 28836 / 31282 =  92.181
0, 2  acc:  5661 /  6155 =  91.974
0, 3  acc: 22448 / 24292 =  92.409
0, 4  acc: 10006 / 10829 =  92.400
0, 5  acc:  5126 /  5541 =  92.510
0, 6  acc:  6281 /  6785 =  92.572
0, 7  acc: 11121 / 12016 =  92.552
1, 0  acc:  4109 /  4437 =  92.608
1, 1  acc:  4585 /  4962 =  92.402
1, 2  acc:  2103 /  2265 =  92.848
1, 3  acc:  2234 /  2446 =  91.333
1, 4  acc:  2883 /  3125 =  92.256
1, 5  acc:   924 /  1003 =  92.124
1, 6  acc:  2855 /  3111 =  91.771
1, 7  acc:  4311 /  4682 =  92.076
--------------------------------------
Average acc: 136925 / 148304 =  92.327
Robust  acc:  2234 /  2446 =  91.333
--------------------------------------
New max robust acc: 91.33278822567456
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed29.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 61.963 | Best Acc: 86.026
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10194 / 12092 =  84.304
0, 1  acc: 12139 / 14179 =  85.613
0, 2  acc:  1989 /  3210 =  61.963
0, 3  acc: 10410 / 12101 =  86.026
0, 4  acc:  3560 /  5355 =  66.480
0, 5  acc:  2366 /  2980 =  79.396
0, 6  acc:  2151 /  3335 =  64.498
0, 7  acc:  3997 /  5723 =  69.841
1, 0  acc:  1654 /  2203 =  75.079
1, 1  acc:  1662 /  2270 =  73.216
1, 2  acc:   936 /  1216 =  76.974
1, 3  acc:   957 /  1260 =  75.952
1, 4  acc:  1263 /  1627 =  77.628
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1190 /  1537 =  77.424
1, 7  acc:  1626 /  2246 =  72.395
------------------------------------
Average acc: 56484 / 71854 =  78.609
Robust  acc:  1989 /  3210 =  61.963
------------------------------------
Accuracies by groups:
0, 0  acc: 10194 / 12092 =  84.304
0, 1  acc: 12139 / 14179 =  85.613
0, 2  acc:  1989 /  3210 =  61.963
0, 3  acc: 10410 / 12101 =  86.026
0, 4  acc:  3560 /  5355 =  66.480
0, 5  acc:  2366 /  2980 =  79.396
0, 6  acc:  2151 /  3335 =  64.498
0, 7  acc:  3997 /  5723 =  69.841
1, 0  acc:  1654 /  2203 =  75.079
1, 1  acc:  1662 /  2270 =  73.216
1, 2  acc:   936 /  1216 =  76.974
1, 3  acc:   957 /  1260 =  75.952
1, 4  acc:  1263 /  1627 =  77.628
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1190 /  1537 =  77.424
1, 7  acc:  1626 /  2246 =  72.395
------------------------------------
Average acc: 56484 / 71854 =  78.609
Robust  acc:  1989 /  3210 =  61.963
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10194 / 12092 =  84.304
0, 1  acc: 12139 / 14179 =  85.613
0, 2  acc:  1989 /  3210 =  61.963
0, 3  acc: 10410 / 12101 =  86.026
0, 4  acc:  3560 /  5355 =  66.480
0, 5  acc:  2366 /  2980 =  79.396
0, 6  acc:  2151 /  3335 =  64.498
0, 7  acc:  3997 /  5723 =  69.841
1, 0  acc:  1654 /  2203 =  75.079
1, 1  acc:  1662 /  2270 =  73.216
1, 2  acc:   936 /  1216 =  76.974
1, 3  acc:   957 /  1260 =  75.952
1, 4  acc:  1263 /  1627 =  77.628
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1190 /  1537 =  77.424
1, 7  acc:  1626 /  2246 =  72.395
------------------------------------
Average acc: 56484 / 71854 =  78.609
Robust  acc:  1989 /  3210 =  61.963
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.909 | Val Loss: 0.000 | Val Acc: 96.372
Training:
Accuracies by groups:
0, 0  acc: 59231 / 62840 =  94.257
0, 1  acc:  6146 /  6568 =  93.575
0, 2  acc:  9415 / 10252 =  91.836
0, 3  acc:  4553 /  4963 =  91.739
0, 4  acc:  1567 /  2022 =  77.498
0, 5  acc:   203 /   288 =  70.486
0, 6  acc:   250 /   293 =  85.324
0, 7  acc:   211 /   266 =  79.323
0, 8  acc:  5345 /  5820 =  91.838
0, 9  acc:   391 /   441 =  88.662
0, 10  acc:   391 /   428 =  91.355
0, 11  acc:   268 /   304 =  88.158
0, 12  acc:   291 /   392 =  74.235
0, 13  acc:    18 /    34 =  52.941
0, 14  acc:    28 /    43 =  65.116
0, 15  acc:    16 /    29 =  55.172
0, 16  acc:  4240 /  4959 =  85.501
0, 17  acc:   169 /   195 =  86.667
0, 18  acc:   392 /   453 =  86.534
0, 19  acc:   110 /   131 =  83.969
0, 20  acc:    82 /   111 =  73.874
0, 21  acc:    18 /    23 =  78.261
0, 22  acc:    41 /    51 =  80.392
0, 23  acc:     4 /    12 =  33.333
0, 24  acc:   484 /   600 =  80.667
0, 25  acc:    30 /    33 =  90.909
0, 26  acc:    60 /    65 =  92.308
0, 27  acc:    23 /    27 =  85.185
0, 28  acc:    24 /    33 =  72.727
0, 29  acc:     1 /     7 =  14.286
0, 30  acc:     2 /     7 =  28.571
0, 31  acc:     4 /     6 =  66.667
0, 32  acc:  1390 /  1524 =  91.207
0, 33  acc:    57 /    66 =  86.364
0, 34  acc:    63 /    65 =  96.923
0, 35  acc:    12 /    12 = 100.000
0, 36  acc:    23 /    28 =  82.143
0, 37  acc:     3 /     5 =  60.000
0, 38  acc:    14 /    17 =  82.353
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   321 /   347 =  92.507
0, 41  acc:    15 /    15 = 100.000
0, 42  acc:    10 /    11 =  90.909
0, 43  acc:     5 /     7 =  71.429
0, 44  acc:     9 /    12 =  75.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    15 /    17 =  88.235
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   279 /   329 =  84.802
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    13 /    15 =  86.667
0, 51  acc:    15 /    17 =  88.235
0, 52  acc:     3 /     5 =  60.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     4 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   241 /   280 =  86.071
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:     9 /    13 =  69.231
0, 59  acc:     6 /     7 =  85.714
0, 60  acc:    11 /    18 =  61.111
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     8 /    12 =  66.667
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1891 /  2330 =  81.159
0, 65  acc:   310 /   376 =  82.447
0, 66  acc:   203 /   248 =  81.855
0, 67  acc:    82 /    96 =  85.417
0, 68  acc:    40 /    54 =  74.074
0, 69  acc:     7 /     7 = 100.000
0, 70  acc:    14 /    19 =  73.684
0, 71  acc:     7 /    10 =  70.000
0, 72  acc:    53 /    62 =  85.484
0, 73  acc:     6 /     8 =  75.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    64 /    89 =  71.910
0, 81  acc:     4 /     9 =  44.444
0, 82  acc:     7 /     9 =  77.778
0, 83  acc:     5 /     9 =  55.556
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    13 /    14 =  92.857
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     3 /     3 = 100.000
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    53 /    68 =  77.941
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     5 /     6 =  83.333
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    12 /    15 =  80.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     9 /    13 =  69.231
0, 107  acc:     0 /     1 =   0.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     1 /     3 =  33.333
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     2 /     3 =  66.667
0, 117  acc:  5511 /  6297 =  87.518
0, 118  acc:  1314 /  1499 =  87.658
0, 119  acc:   330 /   371 =  88.949
0, 120  acc:   295 /   335 =  88.060
0, 121  acc:    65 /    81 =  80.247
0, 122  acc:    32 /    39 =  82.051
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    14 /    20 =  70.000
0, 125  acc:   310 /   342 =  90.643
0, 126  acc:    97 /   109 =  88.991
0, 127  acc:    23 /    32 =  71.875
0, 128  acc:    30 /    34 =  88.235
0, 129  acc:     6 /     7 =  85.714
0, 130  acc:     6 /     8 =  75.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   169 /   223 =  75.785
0, 134  acc:    46 /    62 =  74.194
0, 135  acc:    24 /    26 =  92.308
0, 136  acc:    27 /    32 =  84.375
0, 137  acc:     5 /     8 =  62.500
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    67 /    75 =  89.333
0, 142  acc:     6 /     8 =  75.000
0, 143  acc:     2 /     3 =  66.667
0, 144  acc:    11 /    12 =  91.667
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     3 =  66.667
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   110 /   117 =  94.017
0, 149  acc:    18 /    23 =  78.261
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:     4 /    10 =  40.000
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    36 =  80.556
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    22 /    25 =  88.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    14 =  85.714
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1279 /  1615 =  79.195
0, 170  acc:   301 /   384 =  78.385
0, 171  acc:    90 /   107 =  84.112
0, 172  acc:   119 /   147 =  80.952
0, 173  acc:     8 /    12 =  66.667
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     4 /     5 =  80.000
0, 176  acc:     6 /    12 =  50.000
0, 177  acc:    38 /    46 =  82.609
0, 178  acc:    10 /    13 =  76.923
0, 179  acc:     6 /     8 =  75.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    61 /    69 =  88.406
0, 185  acc:     3 /     5 =  60.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     2 /     3 =  66.667
0, 188  acc:     4 /     7 =  57.143
0, 189  acc:     5 /     6 =  83.333
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    33 =  75.758
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     4 =  50.000
0, 196  acc:    30 /    41 =  73.171
0, 197  acc:     8 /    11 =  72.727
0, 198  acc:     4 /     6 =  66.667
0, 199  acc:    12 /    13 =  92.308
0, 200  acc:     3 /     5 =  60.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    17 /    20 =  85.000
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     1 =   0.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     8 /    11 =  72.727
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     2 =  50.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /    10 =  80.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 62397 / 64360 =  96.950
1, 1  acc:  6454 /  6701 =  96.314
1, 2  acc: 10913 / 11400 =  95.728
1, 3  acc:  4632 /  4864 =  95.230
1, 4  acc:  5532 /  5742 =  96.343
1, 5  acc:   943 /   974 =  96.817
1, 6  acc:   540 /   567 =  95.238
1, 7  acc:   647 /   679 =  95.287
1, 8  acc:  5688 /  5950 =  95.597
1, 9  acc:   370 /   380 =  97.368
1, 10  acc:   513 /   541 =  94.824
1, 11  acc:   235 /   250 =  94.000
1, 12  acc:   859 /   898 =  95.657
1, 13  acc:    96 /   101 =  95.050
1, 14  acc:   126 /   132 =  95.455
1, 15  acc:   159 /   164 =  96.951
1, 16  acc:  8426 /  8864 =  95.059
1, 17  acc:   284 /   295 =  96.271
1, 18  acc:   665 /   697 =  95.409
1, 19  acc:   237 /   248 =  95.565
1, 20  acc:   313 /   327 =  95.719
1, 21  acc:    52 /    52 = 100.000
1, 22  acc:   132 /   143 =  92.308
1, 23  acc:    34 /    35 =  97.143
1, 24  acc:  1067 /  1127 =  94.676
1, 25  acc:    23 /    24 =  95.833
1, 26  acc:   113 /   121 =  93.388
1, 27  acc:    20 /    20 = 100.000
1, 28  acc:   160 /   168 =  95.238
1, 29  acc:    13 /    14 =  92.857
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:     9 /    10 =  90.000
1, 32  acc:  1694 /  1764 =  96.032
1, 33  acc:    92 /    95 =  96.842
1, 34  acc:    63 /    68 =  92.647
1, 35  acc:    28 /    29 =  96.552
1, 36  acc:    56 /    58 =  96.552
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    37 /    38 =  97.368
1, 39  acc:     4 /     6 =  66.667
1, 40  acc:   437 /   451 =  96.896
1, 41  acc:    22 /    22 = 100.000
1, 42  acc:    10 /    11 =  90.909
1, 43  acc:    21 /    21 = 100.000
1, 44  acc:    28 /    28 = 100.000
1, 45  acc:     3 /     5 =  60.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   559 /   600 =  93.167
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    36 /    37 =  97.297
1, 51  acc:    28 /    28 = 100.000
1, 52  acc:    23 /    23 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    33 =  96.970
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   448 /   465 =  96.344
1, 57  acc:    14 /    14 = 100.000
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    13 /    14 =  92.857
1, 60  acc:    35 /    36 =  97.222
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    23 =  95.652
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5571 /  5775 =  96.468
1, 65  acc:   727 /   774 =  93.928
1, 66  acc:   514 /   537 =  95.717
1, 67  acc:   215 /   228 =  94.298
1, 68  acc:   246 /   258 =  95.349
1, 69  acc:    53 /    53 = 100.000
1, 70  acc:    74 /    77 =  96.104
1, 71  acc:    17 /    17 = 100.000
1, 72  acc:   111 /   114 =  97.368
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    25 /    25 = 100.000
1, 77  acc:     6 /     7 =  85.714
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   185 /   197 =  93.909
1, 81  acc:    33 /    34 =  97.059
1, 82  acc:    58 /    63 =  92.063
1, 83  acc:     3 /     5 =  60.000
1, 84  acc:    16 /    16 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    20 /    20 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    20 =  90.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   134 /   143 =  93.706
1, 95  acc:    12 /    16 =  75.000
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    20 /    21 =  95.238
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    29 /    29 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    29 /    31 =  93.548
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    24 /    24 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     1 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    17 /    17 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8296 /  8846 =  93.783
1, 118  acc:  1974 /  2090 =  94.450
1, 119  acc:   503 /   539 =  93.321
1, 120  acc:   531 /   568 =  93.486
1, 121  acc:   124 /   135 =  91.852
1, 122  acc:    69 /    71 =  97.183
1, 123  acc:    33 /    36 =  91.667
1, 124  acc:    49 /    49 = 100.000
1, 125  acc:   540 /   574 =  94.077
1, 126  acc:   133 /   148 =  89.865
1, 127  acc:    25 /    26 =  96.154
1, 128  acc:    50 /    54 =  92.593
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     9 /    10 =  90.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:   484 /   501 =  96.607
1, 134  acc:    69 /    76 =  90.789
1, 135  acc:    33 /    35 =  94.286
1, 136  acc:    19 /    25 =  76.000
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     4 /     5 =  80.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    97 /   103 =  94.175
1, 142  acc:    13 /    15 =  86.667
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     5 =  80.000
1, 148  acc:   192 /   216 =  88.889
1, 149  acc:    19 /    20 =  95.000
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:    22 /    24 =  91.667
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     6 /     7 =  85.714
1, 154  acc:    52 /    57 =  91.228
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    12 /    12 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    31 =  96.774
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    36 /    38 =  94.737
1, 165  acc:     9 /     9 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3536 /  3733 =  94.723
1, 170  acc:   676 /   717 =  94.282
1, 171  acc:   256 /   272 =  94.118
1, 172  acc:   220 /   230 =  95.652
1, 173  acc:    63 /    69 =  91.304
1, 174  acc:     9 /    10 =  90.000
1, 175  acc:    14 /    14 = 100.000
1, 176  acc:    51 /    56 =  91.071
1, 177  acc:    88 /    89 =  98.876
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     2 /     5 =  40.000
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    20 /    22 =  90.909
1, 184  acc:   126 /   138 =  91.304
1, 185  acc:    35 /    35 = 100.000
1, 186  acc:    18 /    21 =  85.714
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:    13 /    14 =  92.857
1, 191  acc:    10 /    10 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   122 /   128 =  95.312
1, 197  acc:     9 /    10 =  90.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    23 /    24 =  95.833
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    15 =  93.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    13 /    14 =  92.857
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252651 / 269038 =  93.909
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24429 / 25373 =  96.280
0, 1  acc: 30181 / 31282 =  96.480
0, 2  acc:  5922 /  6155 =  96.214
0, 3  acc: 23377 / 24292 =  96.233
0, 4  acc: 10438 / 10829 =  96.389
0, 5  acc:  5346 /  5541 =  96.481
0, 6  acc:  6556 /  6785 =  96.625
0, 7  acc: 11614 / 12016 =  96.654
1, 0  acc:  4289 /  4437 =  96.664
1, 1  acc:  4802 /  4962 =  96.775
1, 2  acc:  2201 /  2265 =  97.174
1, 3  acc:  2359 /  2446 =  96.443
1, 4  acc:  3006 /  3125 =  96.192
1, 5  acc:   975 /  1003 =  97.208
1, 6  acc:  2989 /  3111 =  96.078
1, 7  acc:  4506 /  4682 =  96.241
--------------------------------------
Average acc: 142990 / 148304 =  96.417
Robust  acc:  2989 /  3111 =  96.078
--------------------------------------
New max robust acc: 96.07843137254902
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed29.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed29.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.300 | Best Acc: 88.728
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10283 / 12092 =  85.040
0, 1  acc: 12202 / 14179 =  86.057
0, 2  acc:  2067 /  3210 =  64.393
0, 3  acc: 10737 / 12101 =  88.728
0, 4  acc:  3968 /  5355 =  74.099
0, 5  acc:  2453 /  2980 =  82.315
0, 6  acc:  2011 /  3335 =  60.300
0, 7  acc:  3842 /  5723 =  67.133
1, 0  acc:  1671 /  2203 =  75.851
1, 1  acc:  1682 /  2270 =  74.097
1, 2  acc:   951 /  1216 =  78.207
1, 3  acc:   904 /  1260 =  71.746
1, 4  acc:  1226 /  1627 =  75.353
1, 5  acc:   400 /   520 =  76.923
1, 6  acc:  1257 /  1537 =  81.783
1, 7  acc:  1709 /  2246 =  76.091
------------------------------------
Average acc: 57363 / 71854 =  79.833
Robust  acc:  2011 /  3335 =  60.300
------------------------------------
Accuracies by groups:
0, 0  acc: 10283 / 12092 =  85.040
0, 1  acc: 12202 / 14179 =  86.057
0, 2  acc:  2067 /  3210 =  64.393
0, 3  acc: 10737 / 12101 =  88.728
0, 4  acc:  3968 /  5355 =  74.099
0, 5  acc:  2453 /  2980 =  82.315
0, 6  acc:  2011 /  3335 =  60.300
0, 7  acc:  3842 /  5723 =  67.133
1, 0  acc:  1671 /  2203 =  75.851
1, 1  acc:  1682 /  2270 =  74.097
1, 2  acc:   951 /  1216 =  78.207
1, 3  acc:   904 /  1260 =  71.746
1, 4  acc:  1226 /  1627 =  75.353
1, 5  acc:   400 /   520 =  76.923
1, 6  acc:  1257 /  1537 =  81.783
1, 7  acc:  1709 /  2246 =  76.091
------------------------------------
Average acc: 57363 / 71854 =  79.833
Robust  acc:  2011 /  3335 =  60.300
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10283 / 12092 =  85.040
0, 1  acc: 12202 / 14179 =  86.057
0, 2  acc:  2067 /  3210 =  64.393
0, 3  acc: 10737 / 12101 =  88.728
0, 4  acc:  3968 /  5355 =  74.099
0, 5  acc:  2453 /  2980 =  82.315
0, 6  acc:  2011 /  3335 =  60.300
0, 7  acc:  3842 /  5723 =  67.133
1, 0  acc:  1671 /  2203 =  75.851
1, 1  acc:  1682 /  2270 =  74.097
1, 2  acc:   951 /  1216 =  78.207
1, 3  acc:   904 /  1260 =  71.746
1, 4  acc:  1226 /  1627 =  75.353
1, 5  acc:   400 /   520 =  76.923
1, 6  acc:  1257 /  1537 =  81.783
1, 7  acc:  1709 /  2246 =  76.091
------------------------------------
Average acc: 57363 / 71854 =  79.833
Robust  acc:  2011 /  3335 =  60.300
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.809 | Val Loss: 0.000 | Val Acc: 94.189
Training:
Accuracies by groups:
0, 0  acc: 60852 / 62932 =  96.695
0, 1  acc:  6457 /  6671 =  96.792
0, 2  acc:  9693 / 10125 =  95.733
0, 3  acc:  4768 /  5013 =  95.113
0, 4  acc:  1719 /  1970 =  87.259
0, 5  acc:   203 /   236 =  86.017
0, 6  acc:   290 /   314 =  92.357
0, 7  acc:   239 /   268 =  89.179
0, 8  acc:  5510 /  5775 =  95.411
0, 9  acc:   436 /   459 =  94.989
0, 10  acc:   371 /   392 =  94.643
0, 11  acc:   250 /   267 =  93.633
0, 12  acc:   325 /   372 =  87.366
0, 13  acc:    22 /    32 =  68.750
0, 14  acc:    41 /    47 =  87.234
0, 15  acc:    20 /    26 =  76.923
0, 16  acc:  4581 /  4944 =  92.658
0, 17  acc:   156 /   167 =  93.413
0, 18  acc:   445 /   483 =  92.133
0, 19  acc:   136 /   152 =  89.474
0, 20  acc:   111 /   128 =  86.719
0, 21  acc:    14 /    14 = 100.000
0, 22  acc:    41 /    43 =  95.349
0, 23  acc:     7 /    12 =  58.333
0, 24  acc:   530 /   583 =  90.909
0, 25  acc:    31 /    32 =  96.875
0, 26  acc:    78 /    78 = 100.000
0, 27  acc:    16 /    18 =  88.889
0, 28  acc:    38 /    42 =  90.476
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     7 /     8 =  87.500
0, 31  acc:     4 /     6 =  66.667
0, 32  acc:  1521 /  1599 =  95.122
0, 33  acc:    62 /    64 =  96.875
0, 34  acc:    64 /    69 =  92.754
0, 35  acc:    18 /    19 =  94.737
0, 36  acc:    27 /    33 =  81.818
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    11 /    14 =  78.571
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   365 /   385 =  94.805
0, 41  acc:    12 /    13 =  92.308
0, 42  acc:    12 /    14 =  85.714
0, 43  acc:     5 /     5 = 100.000
0, 44  acc:     9 /    10 =  90.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   290 /   314 =  92.357
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    16 /    17 =  94.118
0, 51  acc:    16 /    18 =  88.889
0, 52  acc:     2 /     3 =  66.667
0, 53  acc:     1 /     2 =  50.000
0, 54  acc:     3 /     5 =  60.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   259 /   273 =  94.872
0, 57  acc:    14 /    15 =  93.333
0, 58  acc:    10 /    15 =  66.667
0, 59  acc:     5 /     6 =  83.333
0, 60  acc:    11 /    17 =  64.706
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2021 /  2248 =  89.902
0, 65  acc:   305 /   348 =  87.644
0, 66  acc:   206 /   235 =  87.660
0, 67  acc:    95 /   102 =  93.137
0, 68  acc:    53 /    60 =  88.333
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    13 /    17 =  76.471
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    69 /    71 =  97.183
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:     7 /     8 =  87.500
0, 76  acc:     2 /     3 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    71 /    77 =  92.208
0, 81  acc:     3 /     6 =  50.000
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:     7 /     8 =  87.500
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     7 /     8 =  87.500
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    48 /    55 =  87.273
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     0 /     1 =   0.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    16 /    18 =  88.889
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    14 /    14 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    16 =  68.750
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     6 =  83.333
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5981 /  6369 =  93.908
0, 118  acc:  1432 /  1534 =  93.351
0, 119  acc:   350 /   375 =  93.333
0, 120  acc:   316 /   346 =  91.329
0, 121  acc:    37 /    43 =  86.047
0, 122  acc:    34 /    36 =  94.444
0, 123  acc:     5 /     5 = 100.000
0, 124  acc:    27 /    31 =  87.097
0, 125  acc:   316 /   337 =  93.769
0, 126  acc:   111 /   117 =  94.872
0, 127  acc:    21 /    23 =  91.304
0, 128  acc:    52 /    54 =  96.296
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   221 /   247 =  89.474
0, 134  acc:    69 /    76 =  90.789
0, 135  acc:    20 /    21 =  95.238
0, 136  acc:    22 /    24 =  91.667
0, 137  acc:     7 /    10 =  70.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    54 =  92.593
0, 142  acc:    13 /    16 =  81.250
0, 143  acc:     2 /     3 =  66.667
0, 144  acc:     7 /     8 =  87.500
0, 145  acc:     1 /     2 =  50.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    94 /    98 =  95.918
0, 149  acc:    16 /    16 = 100.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     6 /    10 =  60.000
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    32 /    34 =  94.118
0, 155  acc:     9 /    10 =  90.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    24 /    25 =  96.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1459 /  1614 =  90.397
0, 170  acc:   335 /   373 =  89.812
0, 171  acc:    97 /   108 =  89.815
0, 172  acc:   163 /   175 =  93.143
0, 173  acc:    20 /    22 =  90.909
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     3 /     5 =  60.000
0, 176  acc:     8 /    11 =  72.727
0, 177  acc:    66 /    71 =  92.958
0, 178  acc:    18 /    20 =  90.000
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:     1 /     1 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    43 /    47 =  91.489
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     3 /     4 =  75.000
0, 187  acc:     5 /     6 =  83.333
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    35 /    36 =  97.222
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    39 /    43 =  90.698
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     7 /     8 =  87.500
0, 199  acc:    14 /    14 = 100.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    19 /    22 =  86.364
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:    10 /    12 =  83.333
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     5 /     6 =  83.333
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    12 =  91.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     3 =  66.667
1, 0  acc: 62864 / 63910 =  98.363
1, 1  acc:  6601 /  6724 =  98.171
1, 2  acc: 11430 / 11695 =  97.734
1, 3  acc:  4780 /  4881 =  97.931
1, 4  acc:  5644 /  5764 =  97.918
1, 5  acc:   966 /   986 =  97.972
1, 6  acc:   602 /   613 =  98.206
1, 7  acc:   678 /   686 =  98.834
1, 8  acc:  5783 /  5878 =  98.384
1, 9  acc:   421 /   431 =  97.680
1, 10  acc:   483 /   497 =  97.183
1, 11  acc:   254 /   257 =  98.833
1, 12  acc:   905 /   925 =  97.838
1, 13  acc:   117 /   119 =  98.319
1, 14  acc:   145 /   150 =  96.667
1, 15  acc:   146 /   149 =  97.987
1, 16  acc:  8697 /  8893 =  97.796
1, 17  acc:   288 /   292 =  98.630
1, 18  acc:   590 /   604 =  97.682
1, 19  acc:   257 /   263 =  97.719
1, 20  acc:   286 /   293 =  97.611
1, 21  acc:    51 /    52 =  98.077
1, 22  acc:   144 /   147 =  97.959
1, 23  acc:    37 /    39 =  94.872
1, 24  acc:  1113 /  1157 =  96.197
1, 25  acc:    22 /    22 = 100.000
1, 26  acc:    92 /    94 =  97.872
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   155 /   157 =  98.726
1, 29  acc:    13 /    13 = 100.000
1, 30  acc:    31 /    31 = 100.000
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1745 /  1793 =  97.323
1, 33  acc:    65 /    67 =  97.015
1, 34  acc:    63 /    67 =  94.030
1, 35  acc:    21 /    21 = 100.000
1, 36  acc:    42 /    43 =  97.674
1, 37  acc:     2 /     4 =  50.000
1, 38  acc:    57 /    57 = 100.000
1, 39  acc:    10 /    10 = 100.000
1, 40  acc:   448 /   459 =  97.603
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:    12 /    12 = 100.000
1, 43  acc:    21 /    21 = 100.000
1, 44  acc:    37 /    38 =  97.368
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   540 /   547 =  98.720
1, 49  acc:     3 /     5 =  60.000
1, 50  acc:    42 /    45 =  93.333
1, 51  acc:    18 /    19 =  94.737
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    37 /    40 =  92.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   474 /   488 =  97.131
1, 57  acc:    15 /    15 = 100.000
1, 58  acc:    18 /    18 = 100.000
1, 59  acc:    17 /    18 =  94.444
1, 60  acc:    32 /    33 =  96.970
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    20 /    20 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5597 /  5719 =  97.867
1, 65  acc:   787 /   804 =  97.886
1, 66  acc:   528 /   538 =  98.141
1, 67  acc:   211 /   216 =  97.685
1, 68  acc:   235 /   242 =  97.107
1, 69  acc:    43 /    43 = 100.000
1, 70  acc:    80 /    82 =  97.561
1, 71  acc:    42 /    43 =  97.674
1, 72  acc:   145 /   148 =  97.973
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     6 /     7 =  85.714
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    24 /    25 =  96.000
1, 77  acc:    10 /    10 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   181 /   181 = 100.000
1, 81  acc:    21 /    23 =  91.304
1, 82  acc:    60 /    62 =  96.774
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    22 /    22 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    27 /    28 =  96.429
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   156 /   158 =  98.734
1, 95  acc:    17 /    17 = 100.000
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    22 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    28 /    28 = 100.000
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    34 /    34 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    21 /    21 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    19 /    20 =  95.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8680 /  8909 =  97.430
1, 118  acc:  2085 /  2145 =  97.203
1, 119  acc:   517 /   523 =  98.853
1, 120  acc:   542 /   557 =  97.307
1, 121  acc:   153 /   159 =  96.226
1, 122  acc:    71 /    73 =  97.260
1, 123  acc:    35 /    36 =  97.222
1, 124  acc:    39 /    40 =  97.500
1, 125  acc:   585 /   597 =  97.990
1, 126  acc:   129 /   134 =  96.269
1, 127  acc:    41 /    41 = 100.000
1, 128  acc:    48 /    49 =  97.959
1, 129  acc:    23 /    23 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   459 /   470 =  97.660
1, 134  acc:   102 /   105 =  97.143
1, 135  acc:    28 /    28 = 100.000
1, 136  acc:    19 /    23 =  82.609
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   103 /   105 =  98.095
1, 142  acc:    21 /    23 =  91.304
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   204 /   209 =  97.608
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:     9 /    10 =  90.000
1, 151  acc:    25 /    27 =  92.593
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     4 /     5 =  80.000
1, 154  acc:    43 /    44 =  97.727
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    30 =  96.667
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     6 /     6 = 100.000
1, 164  acc:    28 /    29 =  96.552
1, 165  acc:     5 /     6 =  83.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3687 /  3773 =  97.721
1, 170  acc:   661 /   679 =  97.349
1, 171  acc:   289 /   294 =  98.299
1, 172  acc:   255 /   262 =  97.328
1, 173  acc:    70 /    72 =  97.222
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    60 /    60 = 100.000
1, 177  acc:    96 /    98 =  97.959
1, 178  acc:    10 /    11 =  90.909
1, 179  acc:     0 /     1 =   0.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    21 /    21 = 100.000
1, 184  acc:   107 /   111 =  96.396
1, 185  acc:    36 /    39 =  92.308
1, 186  acc:    18 /    20 =  90.000
1, 187  acc:     9 /    10 =  90.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    20 /    20 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   122 /   127 =  96.063
1, 197  acc:    19 /    19 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     4 =  75.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    20 =  90.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    14 =  78.571
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    16 /    16 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260453 / 269038 =  96.809
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23954 / 25373 =  94.407
0, 1  acc: 29441 / 31282 =  94.115
0, 2  acc:  5786 /  6155 =  94.005
0, 3  acc: 22879 / 24292 =  94.183
0, 4  acc: 10160 / 10829 =  93.822
0, 5  acc:  5222 /  5541 =  94.243
0, 6  acc:  6353 /  6785 =  93.633
0, 7  acc: 11308 / 12016 =  94.108
1, 0  acc:  4174 /  4437 =  94.073
1, 1  acc:  4675 /  4962 =  94.216
1, 2  acc:  2147 /  2265 =  94.790
1, 3  acc:  2310 /  2446 =  94.440
1, 4  acc:  2948 /  3125 =  94.336
1, 5  acc:   938 /  1003 =  93.519
1, 6  acc:  2920 /  3111 =  93.860
1, 7  acc:  4409 /  4682 =  94.169
--------------------------------------
Average acc: 139624 / 148304 =  94.147
Robust  acc:   938 /  1003 =  93.519
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 46.927 | Best Acc: 90.761
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc:  9333 / 12092 =  77.183
0, 1  acc: 11128 / 14179 =  78.482
0, 2  acc:  1680 /  3210 =  52.336
0, 3  acc:  9979 / 12101 =  82.464
0, 4  acc:  3382 /  5355 =  63.156
0, 5  acc:  2188 /  2980 =  73.423
0, 6  acc:  1565 /  3335 =  46.927
0, 7  acc:  3187 /  5723 =  55.688
1, 0  acc:  1870 /  2203 =  84.884
1, 1  acc:  1897 /  2270 =  83.568
1, 2  acc:  1059 /  1216 =  87.089
1, 3  acc:  1046 /  1260 =  83.016
1, 4  acc:  1364 /  1627 =  83.835
1, 5  acc:   438 /   520 =  84.231
1, 6  acc:  1395 /  1537 =  90.761
1, 7  acc:  1954 /  2246 =  86.999
------------------------------------
Average acc: 53465 / 71854 =  74.408
Robust  acc:  1565 /  3335 =  46.927
------------------------------------
Accuracies by groups:
0, 0  acc:  9333 / 12092 =  77.183
0, 1  acc: 11128 / 14179 =  78.482
0, 2  acc:  1680 /  3210 =  52.336
0, 3  acc:  9979 / 12101 =  82.464
0, 4  acc:  3382 /  5355 =  63.156
0, 5  acc:  2188 /  2980 =  73.423
0, 6  acc:  1565 /  3335 =  46.927
0, 7  acc:  3187 /  5723 =  55.688
1, 0  acc:  1870 /  2203 =  84.884
1, 1  acc:  1897 /  2270 =  83.568
1, 2  acc:  1059 /  1216 =  87.089
1, 3  acc:  1046 /  1260 =  83.016
1, 4  acc:  1364 /  1627 =  83.835
1, 5  acc:   438 /   520 =  84.231
1, 6  acc:  1395 /  1537 =  90.761
1, 7  acc:  1954 /  2246 =  86.999
------------------------------------
Average acc: 53465 / 71854 =  74.408
Robust  acc:  1565 /  3335 =  46.927
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9333 / 12092 =  77.183
0, 1  acc: 11128 / 14179 =  78.482
0, 2  acc:  1680 /  3210 =  52.336
0, 3  acc:  9979 / 12101 =  82.464
0, 4  acc:  3382 /  5355 =  63.156
0, 5  acc:  2188 /  2980 =  73.423
0, 6  acc:  1565 /  3335 =  46.927
0, 7  acc:  3187 /  5723 =  55.688
1, 0  acc:  1870 /  2203 =  84.884
1, 1  acc:  1897 /  2270 =  83.568
1, 2  acc:  1059 /  1216 =  87.089
1, 3  acc:  1046 /  1260 =  83.016
1, 4  acc:  1364 /  1627 =  83.835
1, 5  acc:   438 /   520 =  84.231
1, 6  acc:  1395 /  1537 =  90.761
1, 7  acc:  1954 /  2246 =  86.999
------------------------------------
Average acc: 53465 / 71854 =  74.408
Robust  acc:  1565 /  3335 =  46.927
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.005 | Train Acc: 98.056 | Val Loss: 0.000 | Val Acc: 98.086
Training:
Accuracies by groups:
0, 0  acc: 61405 / 62717 =  97.908
0, 1  acc:  6456 /  6595 =  97.892
0, 2  acc:  9886 / 10165 =  97.255
0, 3  acc:  4869 /  5002 =  97.341
0, 4  acc:  1870 /  2006 =  93.220
0, 5  acc:   222 /   243 =  91.358
0, 6  acc:   276 /   287 =  96.167
0, 7  acc:   239 /   254 =  94.094
0, 8  acc:  5694 /  5873 =  96.952
0, 9  acc:   451 /   463 =  97.408
0, 10  acc:   402 /   416 =  96.635
0, 11  acc:   269 /   280 =  96.071
0, 12  acc:   350 /   373 =  93.834
0, 13  acc:    22 /    26 =  84.615
0, 14  acc:    41 /    43 =  95.349
0, 15  acc:    24 /    24 = 100.000
0, 16  acc:  4676 /  4890 =  95.624
0, 17  acc:   181 /   186 =  97.312
0, 18  acc:   430 /   446 =  96.413
0, 19  acc:   130 /   132 =  98.485
0, 20  acc:   110 /   122 =  90.164
0, 21  acc:    24 /    24 = 100.000
0, 22  acc:    50 /    53 =  94.340
0, 23  acc:    13 /    15 =  86.667
0, 24  acc:   613 /   644 =  95.186
0, 25  acc:    30 /    31 =  96.774
0, 26  acc:    59 /    59 = 100.000
0, 27  acc:    14 /    14 = 100.000
0, 28  acc:    38 /    45 =  84.444
0, 29  acc:     4 /     5 =  80.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1496 /  1530 =  97.778
0, 33  acc:    61 /    65 =  93.846
0, 34  acc:    64 /    66 =  96.970
0, 35  acc:     8 /     8 = 100.000
0, 36  acc:    27 /    29 =  93.103
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    23 /    25 =  92.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   364 /   376 =  96.809
0, 41  acc:    20 /    21 =  95.238
0, 42  acc:     9 /    10 =  90.000
0, 43  acc:    14 /    15 =  93.333
0, 44  acc:    14 /    14 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   283 /   303 =  93.399
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    15 /    17 =  88.235
0, 51  acc:    20 /    21 =  95.238
0, 52  acc:     2 /     2 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   229 /   243 =  94.239
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    14 /    16 =  87.500
0, 59  acc:     6 /     6 = 100.000
0, 60  acc:    19 /    24 =  79.167
0, 61  acc:     5 /     6 =  83.333
0, 62  acc:    12 /    13 =  92.308
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2180 /  2331 =  93.522
0, 65  acc:   325 /   347 =  93.660
0, 66  acc:   225 /   244 =  92.213
0, 67  acc:   104 /   112 =  92.857
0, 68  acc:    52 /    56 =  92.857
0, 69  acc:     6 /     7 =  85.714
0, 70  acc:    17 /    20 =  85.000
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    52 /    52 = 100.000
0, 73  acc:     6 /     7 =  85.714
0, 74  acc:     5 /     5 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    80 /    88 =  90.909
0, 81  acc:    12 /    14 =  85.714
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:     8 /     8 = 100.000
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     5 = 100.000
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    14 /    15 =  93.333
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    65 /    68 =  95.588
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    14 /    15 =  93.333
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6062 /  6294 =  96.314
0, 118  acc:  1574 /  1630 =  96.564
0, 119  acc:   358 /   367 =  97.548
0, 120  acc:   367 /   388 =  94.588
0, 121  acc:    66 /    74 =  89.189
0, 122  acc:    38 /    39 =  97.436
0, 123  acc:    10 /    11 =  90.909
0, 124  acc:    24 /    25 =  96.000
0, 125  acc:   334 /   345 =  96.812
0, 126  acc:   126 /   130 =  96.923
0, 127  acc:    30 /    31 =  96.774
0, 128  acc:    33 /    34 =  97.059
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   187 /   196 =  95.408
0, 134  acc:    73 /    73 = 100.000
0, 135  acc:    25 /    26 =  96.154
0, 136  acc:    40 /    41 =  97.561
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    62 =  96.774
0, 142  acc:     8 /     9 =  88.889
0, 143  acc:     6 /     8 =  75.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   102 /   106 =  96.226
0, 149  acc:    18 /    20 =  90.000
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     9 /    13 =  69.231
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    35 /    35 = 100.000
0, 155  acc:    10 /    10 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    21 /    21 = 100.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1435 /  1532 =  93.668
0, 170  acc:   363 /   375 =  96.800
0, 171  acc:    80 /    86 =  93.023
0, 172  acc:   170 /   179 =  94.972
0, 173  acc:     9 /    10 =  90.000
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    11 /    16 =  68.750
0, 177  acc:    54 /    60 =  90.000
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:     6 /     8 =  75.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    56 /    59 =  94.915
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    36 /    37 =  97.297
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    41 /    43 =  95.349
0, 197  acc:    12 /    12 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:    13 /    13 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    20 /    23 =  86.957
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    11 =  90.909
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 63598 / 64219 =  99.033
1, 1  acc:  6566 /  6643 =  98.841
1, 2  acc: 11465 / 11613 =  98.726
1, 3  acc:  4770 /  4831 =  98.737
1, 4  acc:  5696 /  5751 =  99.044
1, 5  acc:   946 /   954 =  99.161
1, 6  acc:   559 /   567 =  98.589
1, 7  acc:   667 /   674 =  98.961
1, 8  acc:  5744 /  5822 =  98.660
1, 9  acc:   365 /   366 =  99.727
1, 10  acc:   518 /   528 =  98.106
1, 11  acc:   275 /   280 =  98.214
1, 12  acc:   902 /   915 =  98.579
1, 13  acc:   134 /   136 =  98.529
1, 14  acc:   147 /   148 =  99.324
1, 15  acc:   136 /   139 =  97.842
1, 16  acc:  8756 /  8874 =  98.670
1, 17  acc:   333 /   336 =  99.107
1, 18  acc:   609 /   615 =  99.024
1, 19  acc:   249 /   257 =  96.887
1, 20  acc:   328 /   333 =  98.498
1, 21  acc:    44 /    44 = 100.000
1, 22  acc:   174 /   177 =  98.305
1, 23  acc:    36 /    38 =  94.737
1, 24  acc:  1200 /  1216 =  98.684
1, 25  acc:    27 /    27 = 100.000
1, 26  acc:   110 /   111 =  99.099
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   180 /   182 =  98.901
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    22 /    22 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  1915 /  1937 =  98.864
1, 33  acc:    74 /    78 =  94.872
1, 34  acc:    49 /    52 =  94.231
1, 35  acc:    32 /    32 = 100.000
1, 36  acc:    68 /    70 =  97.143
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    33 /    33 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   439 /   443 =  99.097
1, 41  acc:    21 /    21 = 100.000
1, 42  acc:    12 /    13 =  92.308
1, 43  acc:    29 /    31 =  93.548
1, 44  acc:    25 /    25 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   594 /   602 =  98.671
1, 49  acc:    16 /    16 = 100.000
1, 50  acc:    40 /    41 =  97.561
1, 51  acc:    22 /    23 =  95.652
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    53 /    53 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   437 /   445 =  98.202
1, 57  acc:     8 /     9 =  88.889
1, 58  acc:    28 /    28 = 100.000
1, 59  acc:    12 /    12 = 100.000
1, 60  acc:    34 /    35 =  97.143
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    21 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5924 /  5995 =  98.816
1, 65  acc:   796 /   805 =  98.882
1, 66  acc:   481 /   490 =  98.163
1, 67  acc:   194 /   195 =  99.487
1, 68  acc:   234 /   234 = 100.000
1, 69  acc:    43 /    44 =  97.727
1, 70  acc:    85 /    86 =  98.837
1, 71  acc:    31 /    31 = 100.000
1, 72  acc:   121 /   122 =  99.180
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     7 /     7 = 100.000
1, 76  acc:    24 /    24 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   177 /   184 =  96.196
1, 81  acc:    23 /    25 =  92.000
1, 82  acc:    44 /    44 = 100.000
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    31 /    31 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    28 /    28 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   160 /   164 =  97.561
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    27 /    28 =  96.429
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    34 /    34 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    16 /    16 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8602 /  8768 =  98.107
1, 118  acc:  2143 /  2183 =  98.168
1, 119  acc:   454 /   464 =  97.845
1, 120  acc:   550 /   557 =  98.743
1, 121  acc:   149 /   154 =  96.753
1, 122  acc:    72 /    73 =  98.630
1, 123  acc:    33 /    33 = 100.000
1, 124  acc:    47 /    47 = 100.000
1, 125  acc:   537 /   545 =  98.532
1, 126  acc:   143 /   146 =  97.945
1, 127  acc:    30 /    31 =  96.774
1, 128  acc:    39 /    39 = 100.000
1, 129  acc:    22 /    22 = 100.000
1, 130  acc:    11 /    11 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    17 =  94.118
1, 133  acc:   464 /   469 =  98.934
1, 134  acc:    84 /    87 =  96.552
1, 135  acc:    26 /    27 =  96.296
1, 136  acc:    33 /    34 =  97.059
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   111 /   112 =  99.107
1, 142  acc:    26 /    26 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     7 /     8 =  87.500
1, 148  acc:   213 /   217 =  98.157
1, 149  acc:    16 /    17 =  94.118
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:    12 /    18 =  66.667
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    59 /    59 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    31 =  96.774
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     7 /     7 = 100.000
1, 164  acc:    23 /    23 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3665 /  3719 =  98.548
1, 170  acc:   706 /   721 =  97.920
1, 171  acc:   276 /   279 =  98.925
1, 172  acc:   238 /   246 =  96.748
1, 173  acc:    57 /    57 = 100.000
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    50 /    51 =  98.039
1, 177  acc:    98 /    99 =  98.990
1, 178  acc:    15 /    15 = 100.000
1, 179  acc:     6 /     7 =  85.714
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    24 /    24 = 100.000
1, 184  acc:   121 /   122 =  99.180
1, 185  acc:    54 /    54 = 100.000
1, 186  acc:    13 /    13 = 100.000
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    16 /    16 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   104 /   109 =  95.413
1, 197  acc:    13 /    13 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    24 /    24 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    15 =  93.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    17 /    17 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:    12 /    12 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263807 / 269038 =  98.056
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24908 / 25373 =  98.167
0, 1  acc: 30678 / 31282 =  98.069
0, 2  acc:  6054 /  6155 =  98.359
0, 3  acc: 23828 / 24292 =  98.090
0, 4  acc: 10602 / 10829 =  97.904
0, 5  acc:  5435 /  5541 =  98.087
0, 6  acc:  6641 /  6785 =  97.878
0, 7  acc: 11802 / 12016 =  98.219
1, 0  acc:  4340 /  4437 =  97.814
1, 1  acc:  4849 /  4962 =  97.723
1, 2  acc:  2226 /  2265 =  98.278
1, 3  acc:  2412 /  2446 =  98.610
1, 4  acc:  3071 /  3125 =  98.272
1, 5  acc:   983 /  1003 =  98.006
1, 6  acc:  3055 /  3111 =  98.200
1, 7  acc:  4596 /  4682 =  98.163
--------------------------------------
Average acc: 145480 / 148304 =  98.096
Robust  acc:  4849 /  4962 =  97.723
--------------------------------------
New max robust acc: 97.72269246271664
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed29.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed29.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.597 | Best Acc: 90.439
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10379 / 12092 =  85.834
0, 1  acc: 12320 / 14179 =  86.889
0, 2  acc:  2277 /  3210 =  70.935
0, 3  acc: 10944 / 12101 =  90.439
0, 4  acc:  4203 /  5355 =  78.487
0, 5  acc:  2534 /  2980 =  85.034
0, 6  acc:  2221 /  3335 =  66.597
0, 7  acc:  4091 /  5723 =  71.483
1, 0  acc:  1631 /  2203 =  74.035
1, 1  acc:  1685 /  2270 =  74.229
1, 2  acc:   885 /  1216 =  72.780
1, 3  acc:   889 /  1260 =  70.556
1, 4  acc:  1150 /  1627 =  70.682
1, 5  acc:   377 /   520 =  72.500
1, 6  acc:  1222 /  1537 =  79.506
1, 7  acc:  1679 /  2246 =  74.755
------------------------------------
Average acc: 58487 / 71854 =  81.397
Robust  acc:  2221 /  3335 =  66.597
------------------------------------
Accuracies by groups:
0, 0  acc: 10379 / 12092 =  85.834
0, 1  acc: 12320 / 14179 =  86.889
0, 2  acc:  2277 /  3210 =  70.935
0, 3  acc: 10944 / 12101 =  90.439
0, 4  acc:  4203 /  5355 =  78.487
0, 5  acc:  2534 /  2980 =  85.034
0, 6  acc:  2221 /  3335 =  66.597
0, 7  acc:  4091 /  5723 =  71.483
1, 0  acc:  1631 /  2203 =  74.035
1, 1  acc:  1685 /  2270 =  74.229
1, 2  acc:   885 /  1216 =  72.780
1, 3  acc:   889 /  1260 =  70.556
1, 4  acc:  1150 /  1627 =  70.682
1, 5  acc:   377 /   520 =  72.500
1, 6  acc:  1222 /  1537 =  79.506
1, 7  acc:  1679 /  2246 =  74.755
------------------------------------
Average acc: 58487 / 71854 =  81.397
Robust  acc:  2221 /  3335 =  66.597
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10379 / 12092 =  85.834
0, 1  acc: 12320 / 14179 =  86.889
0, 2  acc:  2277 /  3210 =  70.935
0, 3  acc: 10944 / 12101 =  90.439
0, 4  acc:  4203 /  5355 =  78.487
0, 5  acc:  2534 /  2980 =  85.034
0, 6  acc:  2221 /  3335 =  66.597
0, 7  acc:  4091 /  5723 =  71.483
1, 0  acc:  1631 /  2203 =  74.035
1, 1  acc:  1685 /  2270 =  74.229
1, 2  acc:   885 /  1216 =  72.780
1, 3  acc:   889 /  1260 =  70.556
1, 4  acc:  1150 /  1627 =  70.682
1, 5  acc:   377 /   520 =  72.500
1, 6  acc:  1222 /  1537 =  79.506
1, 7  acc:  1679 /  2246 =  74.755
------------------------------------
Average acc: 58487 / 71854 =  81.397
Robust  acc:  2221 /  3335 =  66.597
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.576 | Val Loss: 0.000 | Val Acc: 98.782
Training:
Accuracies by groups:
0, 0  acc: 61438 / 62355 =  98.529
0, 1  acc:  6528 /  6621 =  98.595
0, 2  acc:  9918 / 10127 =  97.936
0, 3  acc:  4865 /  4966 =  97.966
0, 4  acc:  1946 /  2036 =  95.580
0, 5  acc:   219 /   229 =  95.633
0, 6  acc:   272 /   287 =  94.774
0, 7  acc:   247 /   258 =  95.736
0, 8  acc:  5764 /  5877 =  98.077
0, 9  acc:   416 /   435 =  95.632
0, 10  acc:   406 /   417 =  97.362
0, 11  acc:   292 /   299 =  97.659
0, 12  acc:   372 /   388 =  95.876
0, 13  acc:    41 /    43 =  95.349
0, 14  acc:    49 /    51 =  96.078
0, 15  acc:    27 /    31 =  87.097
0, 16  acc:  4687 /  4834 =  96.959
0, 17  acc:   177 /   182 =  97.253
0, 18  acc:   482 /   501 =  96.208
0, 19  acc:   116 /   126 =  92.063
0, 20  acc:   115 /   123 =  93.496
0, 21  acc:    22 /    23 =  95.652
0, 22  acc:    62 /    64 =  96.875
0, 23  acc:     8 /    10 =  80.000
0, 24  acc:   597 /   621 =  96.135
0, 25  acc:    43 /    45 =  95.556
0, 26  acc:    68 /    72 =  94.444
0, 27  acc:    20 /    20 = 100.000
0, 28  acc:    48 /    52 =  92.308
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     9 /     9 = 100.000
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  1474 /  1504 =  98.005
0, 33  acc:    70 /    70 = 100.000
0, 34  acc:    63 /    64 =  98.438
0, 35  acc:    28 /    28 = 100.000
0, 36  acc:    27 /    27 = 100.000
0, 37  acc:     1 /     1 = 100.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   377 /   392 =  96.173
0, 41  acc:    15 /    17 =  88.235
0, 42  acc:    12 /    15 =  80.000
0, 43  acc:    13 /    13 = 100.000
0, 44  acc:    19 /    20 =  95.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   277 /   286 =  96.853
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    14 /    14 = 100.000
0, 51  acc:    10 /    10 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   248 /   256 =  96.875
0, 57  acc:     3 /     3 = 100.000
0, 58  acc:    17 /    18 =  94.444
0, 59  acc:    11 /    12 =  91.667
0, 60  acc:    17 /    18 =  94.444
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     4 /     4 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2239 /  2327 =  96.218
0, 65  acc:   343 /   355 =  96.620
0, 66  acc:   230 /   238 =  96.639
0, 67  acc:   101 /   103 =  98.058
0, 68  acc:    55 /    60 =  91.667
0, 69  acc:     4 /     5 =  80.000
0, 70  acc:    18 /    20 =  90.000
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    50 /    51 =  98.039
0, 73  acc:     2 /     2 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:     6 /     8 =  75.000
0, 76  acc:     5 /     8 =  62.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    77 /    82 =  93.902
0, 81  acc:    10 /    11 =  90.909
0, 82  acc:     5 /     5 = 100.000
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     3 /     4 =  75.000
0, 86  acc:     2 /     2 = 100.000
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    71 /    75 =  94.667
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    10 /    11 =  90.909
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    13 /    13 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    12 /    14 =  85.714
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     6 =  83.333
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6104 /  6280 =  97.197
0, 118  acc:  1521 /  1559 =  97.563
0, 119  acc:   319 /   328 =  97.256
0, 120  acc:   320 /   329 =  97.264
0, 121  acc:    64 /    69 =  92.754
0, 122  acc:    38 /    41 =  92.683
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    15 /    17 =  88.235
0, 125  acc:   328 /   337 =  97.329
0, 126  acc:   126 /   127 =  99.213
0, 127  acc:    17 /    19 =  89.474
0, 128  acc:    39 /    42 =  92.857
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   237 /   243 =  97.531
0, 134  acc:    69 /    74 =  93.243
0, 135  acc:    26 /    27 =  96.296
0, 136  acc:    28 /    28 = 100.000
0, 137  acc:    12 /    12 = 100.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    49 = 100.000
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     1 /     1 = 100.000
0, 144  acc:    11 /    11 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    99 /   103 =  96.117
0, 149  acc:    14 /    14 = 100.000
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:    14 /    20 =  70.000
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    30 /    30 = 100.000
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    32 /    35 =  91.429
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /     8 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1544 /  1624 =  95.074
0, 170  acc:   353 /   366 =  96.448
0, 171  acc:    94 /    96 =  97.917
0, 172  acc:   146 /   150 =  97.333
0, 173  acc:    15 /    16 =  93.750
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    13 /    15 =  86.667
0, 177  acc:    62 /    64 =  96.875
0, 178  acc:    12 /    13 =  92.308
0, 179  acc:    11 /    11 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    62 /    63 =  98.413
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     4 /     4 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    25 = 100.000
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     3 =  66.667
0, 195  acc:     4 /     5 =  80.000
0, 196  acc:    34 /    35 =  97.143
0, 197  acc:    19 /    19 = 100.000
0, 198  acc:     6 /     6 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    15 /    19 =  78.947
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /     8 =  87.500
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 64388 / 64857 =  99.277
1, 1  acc:  6456 /  6512 =  99.140
1, 2  acc: 11459 / 11564 =  99.092
1, 3  acc:  4745 /  4790 =  99.061
1, 4  acc:  5609 /  5653 =  99.222
1, 5  acc:  1016 /  1026 =  99.025
1, 6  acc:   539 /   546 =  98.718
1, 7  acc:   693 /   698 =  99.284
1, 8  acc:  5792 /  5864 =  98.772
1, 9  acc:   402 /   407 =  98.771
1, 10  acc:   539 /   543 =  99.263
1, 11  acc:   259 /   265 =  97.736
1, 12  acc:   921 /   929 =  99.139
1, 13  acc:   116 /   117 =  99.145
1, 14  acc:   143 /   145 =  98.621
1, 15  acc:   134 /   136 =  98.529
1, 16  acc:  8599 /  8687 =  98.987
1, 17  acc:   347 /   350 =  99.143
1, 18  acc:   714 /   721 =  99.029
1, 19  acc:   258 /   262 =  98.473
1, 20  acc:   328 /   331 =  99.094
1, 21  acc:    39 /    39 = 100.000
1, 22  acc:   137 /   137 = 100.000
1, 23  acc:    42 /    43 =  97.674
1, 24  acc:  1147 /  1158 =  99.050
1, 25  acc:    14 /    14 = 100.000
1, 26  acc:   105 /   106 =  99.057
1, 27  acc:    19 /    19 = 100.000
1, 28  acc:   188 /   191 =  98.429
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    35 /    35 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:  1845 /  1865 =  98.928
1, 33  acc:    96 /    96 = 100.000
1, 34  acc:    68 /    70 =  97.143
1, 35  acc:    25 /    25 = 100.000
1, 36  acc:    50 /    50 = 100.000
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    34 /    34 = 100.000
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   485 /   490 =  98.980
1, 41  acc:    23 /    23 = 100.000
1, 42  acc:     9 /    11 =  81.818
1, 43  acc:    27 /    27 = 100.000
1, 44  acc:    30 /    30 = 100.000
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:    17 /    17 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   632 /   641 =  98.596
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    40 /    40 = 100.000
1, 51  acc:    20 /    21 =  95.238
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    39 /    40 =  97.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   456 /   466 =  97.854
1, 57  acc:    26 /    26 = 100.000
1, 58  acc:    26 /    26 = 100.000
1, 59  acc:    17 /    17 = 100.000
1, 60  acc:    34 /    34 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    24 /    24 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5876 /  5925 =  99.173
1, 65  acc:   728 /   741 =  98.246
1, 66  acc:   516 /   527 =  97.913
1, 67  acc:   214 /   215 =  99.535
1, 68  acc:   269 /   271 =  99.262
1, 69  acc:    57 /    57 = 100.000
1, 70  acc:    80 /    80 = 100.000
1, 71  acc:    36 /    36 = 100.000
1, 72  acc:   115 /   118 =  97.458
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     5 /     5 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    25 /    25 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   202 /   203 =  99.507
1, 81  acc:    22 /    23 =  95.652
1, 82  acc:    51 /    52 =  98.077
1, 83  acc:     8 /     8 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    35 /    35 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    24 /    24 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   151 /   152 =  99.342
1, 95  acc:    19 /    20 =  95.000
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    18 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    34 /    34 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    22 /    22 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    10 /    10 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    19 /    19 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8603 /  8736 =  98.478
1, 118  acc:  2156 /  2178 =  98.990
1, 119  acc:   505 /   516 =  97.868
1, 120  acc:   589 /   594 =  99.158
1, 121  acc:   160 /   160 = 100.000
1, 122  acc:    75 /    77 =  97.403
1, 123  acc:    32 /    33 =  96.970
1, 124  acc:    50 /    50 = 100.000
1, 125  acc:   566 /   569 =  99.473
1, 126  acc:   138 /   139 =  99.281
1, 127  acc:    20 /    21 =  95.238
1, 128  acc:    41 /    43 =  95.349
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   464 /   468 =  99.145
1, 134  acc:    90 /    91 =  98.901
1, 135  acc:    42 /    42 = 100.000
1, 136  acc:    19 /    21 =  90.476
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    95 /    97 =  97.938
1, 142  acc:    19 /    19 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     7 /     7 = 100.000
1, 148  acc:   209 /   213 =  98.122
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:    21 /    21 = 100.000
1, 151  acc:    18 /    23 =  78.261
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     9 /     9 = 100.000
1, 154  acc:    46 /    47 =  97.872
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    32 = 100.000
1, 160  acc:     5 /     5 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    21 /    22 =  95.455
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3806 /  3848 =  98.909
1, 170  acc:   726 /   734 =  98.910
1, 171  acc:   300 /   302 =  99.338
1, 172  acc:   233 /   236 =  98.729
1, 173  acc:    60 /    61 =  98.361
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    50 /    52 =  96.154
1, 177  acc:   109 /   110 =  99.091
1, 178  acc:    12 /    13 =  92.308
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     4 /     5 =  80.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    18 /    18 = 100.000
1, 184  acc:   134 /   135 =  99.259
1, 185  acc:    31 /    31 = 100.000
1, 186  acc:    17 /    17 = 100.000
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   118 /   122 =  96.721
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    18 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    15 /    16 =  93.750
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265206 / 269038 =  98.576
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25095 / 25373 =  98.904
0, 1  acc: 30880 / 31282 =  98.715
0, 2  acc:  6082 /  6155 =  98.814
0, 3  acc: 23986 / 24292 =  98.740
0, 4  acc: 10706 / 10829 =  98.864
0, 5  acc:  5469 /  5541 =  98.701
0, 6  acc:  6699 /  6785 =  98.732
0, 7  acc: 11874 / 12016 =  98.818
1, 0  acc:  4385 /  4437 =  98.828
1, 1  acc:  4901 /  4962 =  98.771
1, 2  acc:  2246 /  2265 =  99.161
1, 3  acc:  2425 /  2446 =  99.141
1, 4  acc:  3102 /  3125 =  99.264
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:  3068 /  3111 =  98.618
1, 7  acc:  4621 /  4682 =  98.697
--------------------------------------
Average acc: 146531 / 148304 =  98.804
Robust  acc:  3068 /  3111 =  98.618
--------------------------------------
New max robust acc: 98.61780777884924
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed29.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed29.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 64.683 | Best Acc: 92.596
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10534 / 12092 =  87.115
0, 1  acc: 12498 / 14179 =  88.144
0, 2  acc:  2428 /  3210 =  75.639
0, 3  acc: 11205 / 12101 =  92.596
0, 4  acc:  4309 /  5355 =  80.467
0, 5  acc:  2607 /  2980 =  87.483
0, 6  acc:  2233 /  3335 =  66.957
0, 7  acc:  4229 /  5723 =  73.895
1, 0  acc:  1590 /  2203 =  72.174
1, 1  acc:  1624 /  2270 =  71.542
1, 2  acc:   835 /  1216 =  68.668
1, 3  acc:   815 /  1260 =  64.683
1, 4  acc:  1099 /  1627 =  67.548
1, 5  acc:   358 /   520 =  68.846
1, 6  acc:  1199 /  1537 =  78.009
1, 7  acc:  1614 /  2246 =  71.861
------------------------------------
Average acc: 59177 / 71854 =  82.357
Robust  acc:   815 /  1260 =  64.683
------------------------------------
Accuracies by groups:
0, 0  acc: 10534 / 12092 =  87.115
0, 1  acc: 12498 / 14179 =  88.144
0, 2  acc:  2428 /  3210 =  75.639
0, 3  acc: 11205 / 12101 =  92.596
0, 4  acc:  4309 /  5355 =  80.467
0, 5  acc:  2607 /  2980 =  87.483
0, 6  acc:  2233 /  3335 =  66.957
0, 7  acc:  4229 /  5723 =  73.895
1, 0  acc:  1590 /  2203 =  72.174
1, 1  acc:  1624 /  2270 =  71.542
1, 2  acc:   835 /  1216 =  68.668
1, 3  acc:   815 /  1260 =  64.683
1, 4  acc:  1099 /  1627 =  67.548
1, 5  acc:   358 /   520 =  68.846
1, 6  acc:  1199 /  1537 =  78.009
1, 7  acc:  1614 /  2246 =  71.861
------------------------------------
Average acc: 59177 / 71854 =  82.357
Robust  acc:   815 /  1260 =  64.683
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10534 / 12092 =  87.115
0, 1  acc: 12498 / 14179 =  88.144
0, 2  acc:  2428 /  3210 =  75.639
0, 3  acc: 11205 / 12101 =  92.596
0, 4  acc:  4309 /  5355 =  80.467
0, 5  acc:  2607 /  2980 =  87.483
0, 6  acc:  2233 /  3335 =  66.957
0, 7  acc:  4229 /  5723 =  73.895
1, 0  acc:  1590 /  2203 =  72.174
1, 1  acc:  1624 /  2270 =  71.542
1, 2  acc:   835 /  1216 =  68.668
1, 3  acc:   815 /  1260 =  64.683
1, 4  acc:  1099 /  1627 =  67.548
1, 5  acc:   358 /   520 =  68.846
1, 6  acc:  1199 /  1537 =  78.009
1, 7  acc:  1614 /  2246 =  71.861
------------------------------------
Average acc: 59177 / 71854 =  82.357
Robust  acc:   815 /  1260 =  64.683
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed29.pt
