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_seed33.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: 33
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=33-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed33.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: 0.021 | Train Acc: 85.819 | Val Loss: 0.000 | Val Acc: 91.296
Training:
Accuracies by groups:
0, 0  acc: 61274 / 69225 =  88.514
0, 1  acc:  5915 /  6887 =  85.886
0, 2  acc:  8739 / 10475 =  83.427
0, 3  acc:  4209 /  5080 =  82.854
0, 4  acc:  1005 /  1880 =  53.457
0, 5  acc:    98 /   232 =  42.241
0, 6  acc:   192 /   309 =  62.136
0, 7  acc:   152 /   271 =  56.089
0, 8  acc:  5415 /  6323 =  85.640
0, 9  acc:   367 /   435 =  84.368
0, 10  acc:   363 /   442 =  82.127
0, 11  acc:   288 /   350 =  82.286
0, 12  acc:   189 /   393 =  48.092
0, 13  acc:    18 /    37 =  48.649
0, 14  acc:    19 /    31 =  61.290
0, 15  acc:    10 /    19 =  52.632
0, 16  acc:  3177 /  4775 =  66.534
0, 17  acc:   106 /   152 =  69.737
0, 18  acc:   362 /   498 =  72.691
0, 19  acc:   117 /   163 =  71.779
0, 20  acc:    49 /   111 =  44.144
0, 21  acc:    11 /    16 =  68.750
0, 22  acc:    38 /    61 =  62.295
0, 23  acc:     1 /    10 =  10.000
0, 24  acc:   399 /   610 =  65.410
0, 25  acc:    15 /    21 =  71.429
0, 26  acc:    62 /    77 =  80.519
0, 27  acc:    12 /    17 =  70.588
0, 28  acc:    34 /    50 =  68.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     5 =   0.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  1220 /  1515 =  80.528
0, 33  acc:    68 /    83 =  81.928
0, 34  acc:    59 /    69 =  85.507
0, 35  acc:    15 /    18 =  83.333
0, 36  acc:    19 /    26 =  73.077
0, 37  acc:     4 /     8 =  50.000
0, 38  acc:     9 /    11 =  81.818
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   321 /   391 =  82.097
0, 41  acc:     7 /    10 =  70.000
0, 42  acc:    14 /    16 =  87.500
0, 43  acc:    16 /    16 = 100.000
0, 44  acc:    10 /    22 =  45.455
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     7 /     9 =  77.778
0, 47  acc:     3 /     6 =  50.000
0, 48  acc:   201 /   301 =  66.777
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    10 /    15 =  66.667
0, 51  acc:    17 /    20 =  85.000
0, 52  acc:     1 /     5 =  20.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     1 /     4 =  25.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   213 /   288 =  73.958
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:    11 /    19 =  57.895
0, 59  acc:     8 /    11 =  72.727
0, 60  acc:     9 /    17 =  52.941
0, 61  acc:     3 /     4 =  75.000
0, 62  acc:     2 /     8 =  25.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1309 /  2228 =  58.752
0, 65  acc:   193 /   356 =  54.213
0, 66  acc:   128 /   230 =  55.652
0, 67  acc:    66 /    99 =  66.667
0, 68  acc:    27 /    48 =  56.250
0, 69  acc:     3 /     5 =  60.000
0, 70  acc:     7 /    18 =  38.889
0, 71  acc:     7 /     9 =  77.778
0, 72  acc:    39 /    52 =  75.000
0, 73  acc:     6 /     9 =  66.667
0, 74  acc:     6 /     7 =  85.714
0, 75  acc:     1 /     3 =  33.333
0, 76  acc:     2 /     6 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    51 /    92 =  55.435
0, 81  acc:     8 /    10 =  80.000
0, 82  acc:     7 /    11 =  63.636
0, 83  acc:     5 /    11 =  45.455
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     2 /     8 =  25.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     7 /    12 =  58.333
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    39 /    73 =  53.425
0, 95  acc:     5 /     6 =  83.333
0, 96  acc:     6 /     8 =  75.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     8 /    17 =  47.059
0, 99  acc:     0 /     3 =   0.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    10 /    11 =  90.909
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     5 /    15 =  33.333
0, 107  acc:     0 /     2 =   0.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     1 /     3 =  33.333
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  4312 /  6118 =  70.481
0, 118  acc:  1014 /  1478 =  68.606
0, 119  acc:   245 /   341 =  71.848
0, 120  acc:   228 /   324 =  70.370
0, 121  acc:    30 /    63 =  47.619
0, 122  acc:    31 /    45 =  68.889
0, 123  acc:    12 /    17 =  70.588
0, 124  acc:    11 /    19 =  57.895
0, 125  acc:   271 /   392 =  69.133
0, 126  acc:    96 /   140 =  68.571
0, 127  acc:    23 /    32 =  71.875
0, 128  acc:    29 /    42 =  69.048
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     1 /     2 =  50.000
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   129 /   226 =  57.080
0, 134  acc:    22 /    57 =  38.596
0, 135  acc:    12 /    21 =  57.143
0, 136  acc:    16 /    24 =  66.667
0, 137  acc:     8 /    15 =  53.333
0, 138  acc:     2 /     3 =  66.667
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    35 /    60 =  58.333
0, 142  acc:     2 /    10 =  20.000
0, 143  acc:     1 /     8 =  12.500
0, 144  acc:    10 /    16 =  62.500
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    74 /   104 =  71.154
0, 149  acc:     5 /    12 =  41.667
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    15 /    18 =  83.333
0, 152  acc:     6 /     7 =  85.714
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    21 /    31 =  67.742
0, 155  acc:     1 /     5 =  20.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    17 /    28 =  60.714
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /    16 =  50.000
0, 165  acc:     0 /     1 =   0.000
0, 166  acc:    10 /    16 =  62.500
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     2 =   0.000
0, 169  acc:   771 /  1467 =  52.556
0, 170  acc:   155 /   307 =  50.489
0, 171  acc:    56 /   103 =  54.369
0, 172  acc:    83 /   147 =  56.463
0, 173  acc:     9 /    14 =  64.286
0, 174  acc:     2 /     8 =  25.000
0, 175  acc:     5 /     7 =  71.429
0, 176  acc:     2 /    11 =  18.182
0, 177  acc:    58 /    84 =  69.048
0, 178  acc:    10 /    13 =  76.923
0, 179  acc:     7 /    10 =  70.000
0, 180  acc:     1 /     2 =  50.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    39 /    66 =  59.091
0, 185  acc:     3 /     5 =  60.000
0, 186  acc:     1 /     6 =  16.667
0, 187  acc:     0 /     6 =   0.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    11 /    28 =  39.286
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    25 /    45 =  55.556
0, 197  acc:     7 /    13 =  53.846
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     6 /    11 =  54.545
0, 200  acc:     0 /     2 =   0.000
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     6 =  50.000
0, 204  acc:    17 /    25 =  68.000
0, 205  acc:     2 /     3 =  66.667
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     3 =  66.667
0, 208  acc:     5 /     7 =  71.429
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     5 =  20.000
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:     2 /     2 = 100.000
1, 0  acc: 55230 / 61138 =  90.337
1, 1  acc:  5815 /  6569 =  88.522
1, 2  acc:  9379 / 10821 =  86.674
1, 3  acc:  3932 /  4581 =  85.833
1, 4  acc:  5049 /  5388 =  93.708
1, 5  acc:   881 /   931 =  94.629
1, 6  acc:   483 /   527 =  91.651
1, 7  acc:   585 /   639 =  91.549
1, 8  acc:  4591 /  5469 =  83.946
1, 9  acc:   364 /   409 =  88.998
1, 10  acc:   392 /   459 =  85.403
1, 11  acc:   206 /   238 =  86.555
1, 12  acc:   777 /   830 =  93.614
1, 13  acc:   121 /   125 =  96.800
1, 14  acc:    98 /   124 =  79.032
1, 15  acc:   125 /   144 =  86.806
1, 16  acc:  7436 /  8426 =  88.251
1, 17  acc:   246 /   283 =  86.926
1, 18  acc:   499 /   583 =  85.592
1, 19  acc:   196 /   247 =  79.352
1, 20  acc:   300 /   315 =  95.238
1, 21  acc:    42 /    45 =  93.333
1, 22  acc:   130 /   146 =  89.041
1, 23  acc:    28 /    31 =  90.323
1, 24  acc:   923 /  1096 =  84.215
1, 25  acc:    12 /    16 =  75.000
1, 26  acc:   100 /   115 =  86.957
1, 27  acc:    16 /    17 =  94.118
1, 28  acc:   159 /   172 =  92.442
1, 29  acc:    10 /    11 =  90.909
1, 30  acc:    23 /    27 =  85.185
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1495 /  1749 =  85.477
1, 33  acc:    81 /    89 =  91.011
1, 34  acc:    60 /    74 =  81.081
1, 35  acc:    15 /    19 =  78.947
1, 36  acc:    56 /    60 =  93.333
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    15 /    21 =  71.429
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   344 /   398 =  86.432
1, 41  acc:    21 /    23 =  91.304
1, 42  acc:    11 /    15 =  73.333
1, 43  acc:    18 /    24 =  75.000
1, 44  acc:    16 /    19 =  84.211
1, 45  acc:     2 /     4 =  50.000
1, 46  acc:    13 /    15 =  86.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   456 /   541 =  84.288
1, 49  acc:    12 /    13 =  92.308
1, 50  acc:    34 /    41 =  82.927
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:    20 /    21 =  95.238
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    25 =  96.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   350 /   407 =  85.995
1, 57  acc:    17 /    19 =  89.474
1, 58  acc:    18 /    19 =  94.737
1, 59  acc:    10 /    11 =  90.909
1, 60  acc:    16 /    20 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /    10 =  90.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5017 /  5457 =  91.937
1, 65  acc:   690 /   770 =  89.610
1, 66  acc:   417 /   479 =  87.056
1, 67  acc:   166 /   201 =  82.587
1, 68  acc:   235 /   251 =  93.625
1, 69  acc:    39 /    41 =  95.122
1, 70  acc:    69 /    76 =  90.789
1, 71  acc:    12 /    12 = 100.000
1, 72  acc:   110 /   118 =  93.220
1, 73  acc:     1 /     3 =  33.333
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    28 /    28 = 100.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   162 /   180 =  90.000
1, 81  acc:    21 /    25 =  84.000
1, 82  acc:    43 /    50 =  86.000
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    21 /    21 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    22 =  77.273
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     3 =  33.333
1, 93  acc:     7 /     7 = 100.000
1, 94  acc:   129 /   148 =  87.162
1, 95  acc:    16 /    24 =  66.667
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    25 /    25 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    18 /    19 =  94.737
1, 101  acc:     6 /     6 = 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:    29 /    31 =  93.548
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    27 /    29 =  93.103
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    10 /    10 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:    11 /    12 =  91.667
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:  7498 /  8859 =  84.637
1, 118  acc:  1947 /  2205 =  88.299
1, 119  acc:   465 /   529 =  87.902
1, 120  acc:   490 /   575 =  85.217
1, 121  acc:   128 /   144 =  88.889
1, 122  acc:    62 /    69 =  89.855
1, 123  acc:    23 /    27 =  85.185
1, 124  acc:    39 /    40 =  97.500
1, 125  acc:   471 /   552 =  85.326
1, 126  acc:   118 /   132 =  89.394
1, 127  acc:    30 /    36 =  83.333
1, 128  acc:    35 /    46 =  76.087
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     8 /    12 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    13 =  92.308
1, 133  acc:   416 /   470 =  88.511
1, 134  acc:    72 /    90 =  80.000
1, 135  acc:    41 /    43 =  95.349
1, 136  acc:    19 /    25 =  76.000
1, 137  acc:     9 /     9 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    81 /   104 =  77.885
1, 142  acc:    16 /    20 =  80.000
1, 143  acc:     7 /     8 =  87.500
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   140 /   180 =  77.778
1, 149  acc:    14 /    16 =  87.500
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     1 /    10 =  10.000
1, 152  acc:     8 /     8 = 100.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    36 /    50 =  72.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     6 =  83.333
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    36 /    37 =  97.297
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    23 /    30 =  76.667
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3319 /  3646 =  91.031
1, 170  acc:   648 /   705 =  91.915
1, 171  acc:   246 /   278 =  88.489
1, 172  acc:   173 /   194 =  89.175
1, 173  acc:    49 /    53 =  92.453
1, 174  acc:    11 /    13 =  84.615
1, 175  acc:     9 /    10 =  90.000
1, 176  acc:    47 /    60 =  78.333
1, 177  acc:    95 /   102 =  93.137
1, 178  acc:    11 /    16 =  68.750
1, 179  acc:     5 /     6 =  83.333
1, 180  acc:     9 /     9 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     4 /     5 =  80.000
1, 183  acc:    15 /    19 =  78.947
1, 184  acc:   113 /   125 =  90.400
1, 185  acc:    33 /    34 =  97.059
1, 186  acc:    11 /    16 =  68.750
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   106 /   119 =  89.076
1, 197  acc:    13 /    15 =  86.667
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 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    15 =  73.333
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    16 /    17 =  94.118
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 230885 / 269038 =  85.819
Robust  acc:     0 /     5 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23140 / 25373 =  91.199
0, 1  acc: 28549 / 31282 =  91.263
0, 2  acc:  5632 /  6155 =  91.503
0, 3  acc: 22195 / 24292 =  91.368
0, 4  acc:  9905 / 10829 =  91.467
0, 5  acc:  5066 /  5541 =  91.428
0, 6  acc:  6192 /  6785 =  91.260
0, 7  acc: 10994 / 12016 =  91.495
1, 0  acc:  4043 /  4437 =  91.120
1, 1  acc:  4513 /  4962 =  90.951
1, 2  acc:  2047 /  2265 =  90.375
1, 3  acc:  2227 /  2446 =  91.047
1, 4  acc:  2829 /  3125 =  90.528
1, 5  acc:   915 /  1003 =  91.226
1, 6  acc:  2845 /  3111 =  91.450
1, 7  acc:  4264 /  4682 =  91.072
--------------------------------------
Average acc: 135356 / 148304 =  91.269
Robust  acc:  2047 /  2265 =  90.375
--------------------------------------
New max robust acc: 90.37527593818984
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed33.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: 43.148 | Best Acc: 91.347
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9514 / 12092 =  78.680
0, 1  acc: 11511 / 14179 =  81.183
0, 2  acc:  1401 /  3210 =  43.645
0, 3  acc:  9922 / 12101 =  81.993
0, 4  acc:  2689 /  5355 =  50.215
0, 5  acc:  2023 /  2980 =  67.886
0, 6  acc:  1439 /  3335 =  43.148
0, 7  acc:  2913 /  5723 =  50.900
1, 0  acc:  1827 /  2203 =  82.932
1, 1  acc:  1828 /  2270 =  80.529
1, 2  acc:  1097 /  1216 =  90.214
1, 3  acc:  1074 /  1260 =  85.238
1, 4  acc:  1462 /  1627 =  89.859
1, 5  acc:   461 /   520 =  88.654
1, 6  acc:  1404 /  1537 =  91.347
1, 7  acc:  1974 /  2246 =  87.890
------------------------------------
Average acc: 52539 / 71854 =  73.119
Robust  acc:  1439 /  3335 =  43.148
------------------------------------
Accuracies by groups:
0, 0  acc:  9514 / 12092 =  78.680
0, 1  acc: 11511 / 14179 =  81.183
0, 2  acc:  1401 /  3210 =  43.645
0, 3  acc:  9922 / 12101 =  81.993
0, 4  acc:  2689 /  5355 =  50.215
0, 5  acc:  2023 /  2980 =  67.886
0, 6  acc:  1439 /  3335 =  43.148
0, 7  acc:  2913 /  5723 =  50.900
1, 0  acc:  1827 /  2203 =  82.932
1, 1  acc:  1828 /  2270 =  80.529
1, 2  acc:  1097 /  1216 =  90.214
1, 3  acc:  1074 /  1260 =  85.238
1, 4  acc:  1462 /  1627 =  89.859
1, 5  acc:   461 /   520 =  88.654
1, 6  acc:  1404 /  1537 =  91.347
1, 7  acc:  1974 /  2246 =  87.890
------------------------------------
Average acc: 52539 / 71854 =  73.119
Robust  acc:  1439 /  3335 =  43.148
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9514 / 12092 =  78.680
0, 1  acc: 11511 / 14179 =  81.183
0, 2  acc:  1401 /  3210 =  43.645
0, 3  acc:  9922 / 12101 =  81.993
0, 4  acc:  2689 /  5355 =  50.215
0, 5  acc:  2023 /  2980 =  67.886
0, 6  acc:  1439 /  3335 =  43.148
0, 7  acc:  2913 /  5723 =  50.900
1, 0  acc:  1827 /  2203 =  82.932
1, 1  acc:  1828 /  2270 =  80.529
1, 2  acc:  1097 /  1216 =  90.214
1, 3  acc:  1074 /  1260 =  85.238
1, 4  acc:  1462 /  1627 =  89.859
1, 5  acc:   461 /   520 =  88.654
1, 6  acc:  1404 /  1537 =  91.347
1, 7  acc:  1974 /  2246 =  87.890
------------------------------------
Average acc: 52539 / 71854 =  73.119
Robust  acc:  1439 /  3335 =  43.148
------------------------------------

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: 94.239 | Val Loss: 0.000 | Val Acc: 95.994
Training:
Accuracies by groups:
0, 0  acc: 66570 / 70053 =  95.028
0, 1  acc:  6240 /  6629 =  94.132
0, 2  acc:  9630 / 10415 =  92.463
0, 3  acc:  4659 /  5043 =  92.385
0, 4  acc:  1535 /  1939 =  79.165
0, 5  acc:   177 /   241 =  73.444
0, 6  acc:   266 /   312 =  85.256
0, 7  acc:   217 /   266 =  81.579
0, 8  acc:  5860 /  6317 =  92.766
0, 9  acc:   413 /   459 =  89.978
0, 10  acc:   368 /   403 =  91.315
0, 11  acc:   273 /   306 =  89.216
0, 12  acc:   289 /   378 =  76.455
0, 13  acc:    17 /    28 =  60.714
0, 14  acc:    38 /    47 =  80.851
0, 15  acc:    13 /    28 =  46.429
0, 16  acc:  3982 /  4637 =  85.874
0, 17  acc:   155 /   188 =  82.447
0, 18  acc:   371 /   431 =  86.079
0, 19  acc:   128 /   145 =  88.276
0, 20  acc:    83 /   115 =  72.174
0, 21  acc:    11 /    14 =  78.571
0, 22  acc:    46 /    57 =  80.702
0, 23  acc:     5 /    13 =  38.462
0, 24  acc:   539 /   642 =  83.956
0, 25  acc:    25 /    30 =  83.333
0, 26  acc:    44 /    52 =  84.615
0, 27  acc:    16 /    21 =  76.190
0, 28  acc:    37 /    48 =  77.083
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     0 /     7 =   0.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  1438 /  1568 =  91.709
0, 33  acc:    70 /    77 =  90.909
0, 34  acc:    49 /    51 =  96.078
0, 35  acc:    21 /    24 =  87.500
0, 36  acc:    28 /    38 =  73.684
0, 37  acc:     5 /     6 =  83.333
0, 38  acc:    14 /    19 =  73.684
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   347 /   373 =  93.029
0, 41  acc:    10 /    13 =  76.923
0, 42  acc:    18 /    19 =  94.737
0, 43  acc:    15 /    15 = 100.000
0, 44  acc:     8 /    11 =  72.727
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     7 =  85.714
0, 47  acc:     0 /     1 =   0.000
0, 48  acc:   250 /   306 =  81.699
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    15 /    16 =  93.750
0, 51  acc:     7 /     8 =  87.500
0, 52  acc:     4 /     7 =  57.143
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     4 =  50.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   244 /   264 =  92.424
0, 57  acc:     5 /     5 = 100.000
0, 58  acc:    17 /    19 =  89.474
0, 59  acc:    10 /    11 =  90.909
0, 60  acc:    10 /    15 =  66.667
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     7 /    10 =  70.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1705 /  2103 =  81.075
0, 65  acc:   312 /   369 =  84.553
0, 66  acc:   217 /   243 =  89.300
0, 67  acc:    80 /   102 =  78.431
0, 68  acc:    33 /    44 =  75.000
0, 69  acc:     0 /     1 =   0.000
0, 70  acc:    17 /    21 =  80.952
0, 71  acc:     4 /     4 = 100.000
0, 72  acc:    53 /    59 =  89.831
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     2 /     4 =  50.000
0, 75  acc:     4 /     4 = 100.000
0, 76  acc:     3 /     5 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     1 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    65 /    88 =  73.864
0, 81  acc:     2 /     3 =  66.667
0, 82  acc:     6 /     8 =  75.000
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     1 /     1 = 100.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    10 /    12 =  83.333
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    77 /    87 =  88.506
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     8 /     9 =  88.889
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    12 /    14 =  85.714
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:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     9 =  44.444
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:  5546 /  6297 =  88.074
0, 118  acc:  1242 /  1430 =  86.853
0, 119  acc:   331 /   383 =  86.423
0, 120  acc:   291 /   335 =  86.866
0, 121  acc:    52 /    68 =  76.471
0, 122  acc:    28 /    32 =  87.500
0, 123  acc:    16 /    16 = 100.000
0, 124  acc:    18 /    24 =  75.000
0, 125  acc:   358 /   402 =  89.055
0, 126  acc:    99 /   116 =  85.345
0, 127  acc:    22 /    27 =  81.481
0, 128  acc:    25 /    32 =  78.125
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     6 /     6 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   168 /   214 =  78.505
0, 134  acc:    52 /    65 =  80.000
0, 135  acc:    17 /    18 =  94.444
0, 136  acc:    43 /    51 =  84.314
0, 137  acc:     7 /    13 =  53.846
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    71 =  84.507
0, 142  acc:     6 /     7 =  85.714
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    18 /    18 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   105 /   123 =  85.366
0, 149  acc:    11 /    11 = 100.000
0, 150  acc:     0 /     3 =   0.000
0, 151  acc:    22 /    25 =  88.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     2 /     3 =  66.667
0, 154  acc:    34 /    38 =  89.474
0, 155  acc:     4 /     7 =  57.143
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    24 /    26 =  92.308
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    20 =  80.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    18 /    18 = 100.000
0, 167  acc:     0 /     2 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1254 /  1582 =  79.267
0, 170  acc:   272 /   352 =  77.273
0, 171  acc:    69 /    93 =  74.194
0, 172  acc:   127 /   154 =  82.468
0, 173  acc:     9 /    13 =  69.231
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     5 /     7 =  71.429
0, 176  acc:     9 /    19 =  47.368
0, 177  acc:    62 /    68 =  91.176
0, 178  acc:     9 /    11 =  81.818
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     2 /     5 =  40.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     1 /     2 =  50.000
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    63 /    73 =  86.301
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     2 /     4 =  50.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:    12 /    12 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    35 =  74.286
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    36 /    47 =  76.596
0, 197  acc:    11 /    13 =  84.615
0, 198  acc:     1 /     1 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     9 /    10 =  90.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    20 /    23 =  86.957
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     6 /     7 =  85.714
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     5 =  20.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 58450 / 60390 =  96.788
1, 1  acc:  6159 /  6409 =  96.099
1, 2  acc: 10446 / 10894 =  95.888
1, 3  acc:  4408 /  4610 =  95.618
1, 4  acc:  5111 /  5295 =  96.525
1, 5  acc:   897 /   927 =  96.764
1, 6  acc:   495 /   520 =  95.192
1, 7  acc:   651 /   673 =  96.731
1, 8  acc:  5213 /  5468 =  95.337
1, 9  acc:   383 /   399 =  95.990
1, 10  acc:   472 /   501 =  94.212
1, 11  acc:   200 /   219 =  91.324
1, 12  acc:   807 /   842 =  95.843
1, 13  acc:   117 /   121 =  96.694
1, 14  acc:   120 /   137 =  87.591
1, 15  acc:   112 /   121 =  92.562
1, 16  acc:  7988 /  8366 =  95.482
1, 17  acc:   282 /   294 =  95.918
1, 18  acc:   605 /   641 =  94.384
1, 19  acc:   223 /   235 =  94.894
1, 20  acc:   329 /   332 =  99.096
1, 21  acc:    30 /    32 =  93.750
1, 22  acc:   164 /   171 =  95.906
1, 23  acc:    30 /    30 = 100.000
1, 24  acc:   985 /  1044 =  94.349
1, 25  acc:    23 /    23 = 100.000
1, 26  acc:    92 /    92 = 100.000
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   155 /   156 =  99.359
1, 29  acc:    16 /    16 = 100.000
1, 30  acc:    27 /    28 =  96.429
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:  1638 /  1718 =  95.343
1, 33  acc:    92 /    95 =  96.842
1, 34  acc:    59 /    63 =  93.651
1, 35  acc:    26 /    28 =  92.857
1, 36  acc:    50 /    50 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    32 /    33 =  96.970
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   378 /   398 =  94.975
1, 41  acc:    24 /    24 = 100.000
1, 42  acc:    12 /    15 =  80.000
1, 43  acc:    16 /    18 =  88.889
1, 44  acc:    28 /    28 = 100.000
1, 45  acc:     6 /     7 =  85.714
1, 46  acc:    18 /    18 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   539 /   565 =  95.398
1, 49  acc:    14 /    15 =  93.333
1, 50  acc:    40 /    43 =  93.023
1, 51  acc:    25 /    26 =  96.154
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    29 =  82.759
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   445 /   464 =  95.905
1, 57  acc:    21 /    22 =  95.455
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:    15 /    17 =  88.235
1, 60  acc:    29 /    31 =  93.548
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    20 =  95.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5456 /  5657 =  96.447
1, 65  acc:   764 /   801 =  95.381
1, 66  acc:   441 /   461 =  95.662
1, 67  acc:   186 /   194 =  95.876
1, 68  acc:   239 /   250 =  95.600
1, 69  acc:    45 /    46 =  97.826
1, 70  acc:    70 /    71 =  98.592
1, 71  acc:    27 /    28 =  96.429
1, 72  acc:   122 /   125 =  97.600
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    23 /    23 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   200 /   207 =  96.618
1, 81  acc:    29 /    29 = 100.000
1, 82  acc:    46 /    49 =  93.878
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    19 =  89.474
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:   162 /   176 =  92.045
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:    13 /    13 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    26 =  96.154
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     6 /     6 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    29 /    29 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    12 /    12 = 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:  8292 /  8805 =  94.174
1, 118  acc:  2001 /  2118 =  94.476
1, 119  acc:   511 /   525 =  97.333
1, 120  acc:   513 /   542 =  94.649
1, 121  acc:   123 /   135 =  91.111
1, 122  acc:    81 /    82 =  98.780
1, 123  acc:    20 /    24 =  83.333
1, 124  acc:    27 /    27 = 100.000
1, 125  acc:   530 /   563 =  94.139
1, 126  acc:   162 /   168 =  96.429
1, 127  acc:    21 /    25 =  84.000
1, 128  acc:    54 /    58 =  93.103
1, 129  acc:    17 /    17 = 100.000
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:   468 /   483 =  96.894
1, 134  acc:    69 /    76 =  90.789
1, 135  acc:    32 /    35 =  91.429
1, 136  acc:    42 /    47 =  89.362
1, 137  acc:    10 /    10 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    84 /    96 =  87.500
1, 142  acc:    15 /    17 =  88.235
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     4 /     6 =  66.667
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   166 /   180 =  92.222
1, 149  acc:    16 /    17 =  94.118
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     2 /    11 =  18.182
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    40 /    44 =  90.909
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    14 /    16 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    26 /    28 =  92.857
1, 160  acc:     4 /     5 =  80.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    37 /    38 =  97.368
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:  3536 /  3711 =  95.284
1, 170  acc:   701 /   725 =  96.690
1, 171  acc:   258 /   264 =  97.727
1, 172  acc:   209 /   224 =  93.304
1, 173  acc:    83 /    87 =  95.402
1, 174  acc:    14 /    14 = 100.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    44 /    49 =  89.796
1, 177  acc:    74 /    77 =  96.104
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     6 /     8 =  75.000
1, 181  acc:     6 /     7 =  85.714
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    16 /    16 = 100.000
1, 184  acc:   131 /   140 =  93.571
1, 185  acc:    37 /    40 =  92.500
1, 186  acc:    20 /    21 =  95.238
1, 187  acc:    19 /    19 = 100.000
1, 188  acc:     7 /     7 = 100.000
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:    13 /    13 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   120 /   130 =  92.308
1, 197  acc:    12 /    13 =  92.308
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:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    20 /    22 =  90.909
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    21 /    21 = 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:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:    13 /    13 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253540 / 269038 =  94.239
Robust  acc:     0 /     7 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24366 / 25373 =  96.031
0, 1  acc: 29966 / 31282 =  95.793
0, 2  acc:  5902 /  6155 =  95.890
0, 3  acc: 23393 / 24292 =  96.299
0, 4  acc: 10408 / 10829 =  96.112
0, 5  acc:  5315 /  5541 =  95.921
0, 6  acc:  6501 /  6785 =  95.814
0, 7  acc: 11521 / 12016 =  95.880
1, 0  acc:  4266 /  4437 =  96.146
1, 1  acc:  4761 /  4962 =  95.949
1, 2  acc:  2183 /  2265 =  96.380
1, 3  acc:  2353 /  2446 =  96.198
1, 4  acc:  2991 /  3125 =  95.712
1, 5  acc:   964 /  1003 =  96.112
1, 6  acc:  2992 /  3111 =  96.175
1, 7  acc:  4495 /  4682 =  96.006
--------------------------------------
Average acc: 142377 / 148304 =  96.003
Robust  acc:  2991 /  3125 =  95.712
--------------------------------------
New max robust acc: 95.712
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed33.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed33.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: 55.532 | Best Acc: 88.827
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10093 / 12092 =  83.468
0, 1  acc: 12184 / 14179 =  85.930
0, 2  acc:  1917 /  3210 =  59.720
0, 3  acc: 10749 / 12101 =  88.827
0, 4  acc:  4050 /  5355 =  75.630
0, 5  acc:  2446 /  2980 =  82.081
0, 6  acc:  1852 /  3335 =  55.532
0, 7  acc:  3531 /  5723 =  61.698
1, 0  acc:  1724 /  2203 =  78.257
1, 1  acc:  1704 /  2270 =  75.066
1, 2  acc:  1003 /  1216 =  82.484
1, 3  acc:   951 /  1260 =  75.476
1, 4  acc:  1197 /  1627 =  73.571
1, 5  acc:   402 /   520 =  77.308
1, 6  acc:  1302 /  1537 =  84.710
1, 7  acc:  1817 /  2246 =  80.899
------------------------------------
Average acc: 56922 / 71854 =  79.219
Robust  acc:  1852 /  3335 =  55.532
------------------------------------
Accuracies by groups:
0, 0  acc: 10093 / 12092 =  83.468
0, 1  acc: 12184 / 14179 =  85.930
0, 2  acc:  1917 /  3210 =  59.720
0, 3  acc: 10749 / 12101 =  88.827
0, 4  acc:  4050 /  5355 =  75.630
0, 5  acc:  2446 /  2980 =  82.081
0, 6  acc:  1852 /  3335 =  55.532
0, 7  acc:  3531 /  5723 =  61.698
1, 0  acc:  1724 /  2203 =  78.257
1, 1  acc:  1704 /  2270 =  75.066
1, 2  acc:  1003 /  1216 =  82.484
1, 3  acc:   951 /  1260 =  75.476
1, 4  acc:  1197 /  1627 =  73.571
1, 5  acc:   402 /   520 =  77.308
1, 6  acc:  1302 /  1537 =  84.710
1, 7  acc:  1817 /  2246 =  80.899
------------------------------------
Average acc: 56922 / 71854 =  79.219
Robust  acc:  1852 /  3335 =  55.532
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10093 / 12092 =  83.468
0, 1  acc: 12184 / 14179 =  85.930
0, 2  acc:  1917 /  3210 =  59.720
0, 3  acc: 10749 / 12101 =  88.827
0, 4  acc:  4050 /  5355 =  75.630
0, 5  acc:  2446 /  2980 =  82.081
0, 6  acc:  1852 /  3335 =  55.532
0, 7  acc:  3531 /  5723 =  61.698
1, 0  acc:  1724 /  2203 =  78.257
1, 1  acc:  1704 /  2270 =  75.066
1, 2  acc:  1003 /  1216 =  82.484
1, 3  acc:   951 /  1260 =  75.476
1, 4  acc:  1197 /  1627 =  73.571
1, 5  acc:   402 /   520 =  77.308
1, 6  acc:  1302 /  1537 =  84.710
1, 7  acc:  1817 /  2246 =  80.899
------------------------------------
Average acc: 56922 / 71854 =  79.219
Robust  acc:  1852 /  3335 =  55.532
------------------------------------

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: 96.877 | Val Loss: 0.000 | Val Acc: 97.254
Training:
Accuracies by groups:
0, 0  acc: 67391 / 69436 =  97.055
0, 1  acc:  6579 /  6819 =  96.480
0, 2  acc: 10249 / 10706 =  95.731
0, 3  acc:  4777 /  5000 =  95.540
0, 4  acc:  1683 /  1909 =  88.161
0, 5  acc:   200 /   245 =  81.633
0, 6  acc:   273 /   302 =  90.397
0, 7  acc:   255 /   293 =  87.031
0, 8  acc:  6017 /  6284 =  95.751
0, 9  acc:   434 /   459 =  94.553
0, 10  acc:   422 /   445 =  94.831
0, 11  acc:   300 /   319 =  94.044
0, 12  acc:   329 /   375 =  87.733
0, 13  acc:    25 /    33 =  75.758
0, 14  acc:    41 /    49 =  83.673
0, 15  acc:    21 /    31 =  67.742
0, 16  acc:  4232 /  4612 =  91.761
0, 17  acc:   184 /   198 =  92.929
0, 18  acc:   409 /   440 =  92.955
0, 19  acc:   145 /   159 =  91.195
0, 20  acc:    90 /   110 =  81.818
0, 21  acc:    18 /    19 =  94.737
0, 22  acc:    63 /    68 =  92.647
0, 23  acc:     8 /    15 =  53.333
0, 24  acc:   577 /   633 =  91.153
0, 25  acc:    34 /    35 =  97.143
0, 26  acc:    64 /    68 =  94.118
0, 27  acc:    18 /    20 =  90.000
0, 28  acc:    35 /    39 =  89.744
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     4 /     6 =  66.667
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1512 /  1594 =  94.856
0, 33  acc:    79 /    88 =  89.773
0, 34  acc:    66 /    67 =  98.507
0, 35  acc:    11 /    11 = 100.000
0, 36  acc:    37 /    40 =  92.500
0, 37  acc:     8 /     9 =  88.889
0, 38  acc:    22 /    22 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   347 /   366 =  94.809
0, 41  acc:     9 /    10 =  90.000
0, 42  acc:    13 /    13 = 100.000
0, 43  acc:     7 /     8 =  87.500
0, 44  acc:    22 /    22 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   286 /   318 =  89.937
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    10 /    14 =  71.429
0, 51  acc:    13 /    13 = 100.000
0, 52  acc:     1 /     1 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   243 /   273 =  89.011
0, 57  acc:    21 /    22 =  95.455
0, 58  acc:    10 /    13 =  76.923
0, 59  acc:    14 /    14 = 100.000
0, 60  acc:    15 /    18 =  83.333
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     9 /    10 =  90.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2013 /  2260 =  89.071
0, 65  acc:   302 /   333 =  90.691
0, 66  acc:   224 /   245 =  91.429
0, 67  acc:    86 /    95 =  90.526
0, 68  acc:    51 /    56 =  91.071
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    22 /    25 =  88.000
0, 71  acc:    12 /    13 =  92.308
0, 72  acc:    55 /    57 =  96.491
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    76 /    85 =  89.412
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:     5 /     5 = 100.000
0, 84  acc:     0 /     1 =   0.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    11 /    13 =  84.615
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    66 /    69 =  95.652
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    17 /    17 = 100.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     6 /     6 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:     9 /     9 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     3 /     4 =  75.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  5821 /  6212 =  93.706
0, 118  acc:  1351 /  1447 =  93.366
0, 119  acc:   337 /   361 =  93.352
0, 120  acc:   274 /   295 =  92.881
0, 121  acc:    56 /    68 =  82.353
0, 122  acc:    30 /    33 =  90.909
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    22 /    23 =  95.652
0, 125  acc:   367 /   392 =  93.622
0, 126  acc:    94 /   101 =  93.069
0, 127  acc:    19 /    19 = 100.000
0, 128  acc:    33 /    36 =  91.667
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   191 /   214 =  89.252
0, 134  acc:    56 /    64 =  87.500
0, 135  acc:    26 /    27 =  96.296
0, 136  acc:    23 /    25 =  92.000
0, 137  acc:    12 /    13 =  92.308
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    66 =  90.909
0, 142  acc:     3 /     5 =  60.000
0, 143  acc:     1 /     2 =  50.000
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    78 /    82 =  95.122
0, 149  acc:    15 /    16 =  93.750
0, 150  acc:     0 /     1 =   0.000
0, 151  acc:    17 /    20 =  85.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    45 /    47 =  95.745
0, 155  acc:     2 /     3 =  66.667
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    30 /    30 = 100.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     6 /     6 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    12 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:    16 /    16 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1344 /  1528 =  87.958
0, 170  acc:   328 /   360 =  91.111
0, 171  acc:    92 /   102 =  90.196
0, 172  acc:   155 /   171 =  90.643
0, 173  acc:    11 /    13 =  84.615
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:     9 /    12 =  75.000
0, 177  acc:    72 /    78 =  92.308
0, 178  acc:    14 /    16 =  87.500
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     5 =  60.000
0, 184  acc:    58 /    59 =  98.305
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:    13 /    14 =  92.857
0, 187  acc:     4 /     6 =  66.667
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     9 /     9 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    24 =  95.833
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    40 /    47 =  85.106
0, 197  acc:    22 /    23 =  95.652
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    19 /    19 = 100.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     1 =   0.000
1, 0  acc: 59527 / 60470 =  98.441
1, 1  acc:  6526 /  6623 =  98.535
1, 2  acc: 10633 / 10877 =  97.757
1, 3  acc:  4423 /  4519 =  97.876
1, 4  acc:  5202 /  5285 =  98.430
1, 5  acc:   931 /   952 =  97.794
1, 6  acc:   527 /   541 =  97.412
1, 7  acc:   647 /   663 =  97.587
1, 8  acc:  5250 /  5382 =  97.547
1, 9  acc:   372 /   377 =  98.674
1, 10  acc:   504 /   518 =  97.297
1, 11  acc:   250 /   256 =  97.656
1, 12  acc:   793 /   806 =  98.387
1, 13  acc:   126 /   127 =  99.213
1, 14  acc:   146 /   149 =  97.987
1, 15  acc:   139 /   142 =  97.887
1, 16  acc:  8072 /  8285 =  97.429
1, 17  acc:   309 /   314 =  98.408
1, 18  acc:   555 /   569 =  97.540
1, 19  acc:   250 /   254 =  98.425
1, 20  acc:   292 /   299 =  97.659
1, 21  acc:    37 /    38 =  97.368
1, 22  acc:   151 /   154 =  98.052
1, 23  acc:    38 /    41 =  92.683
1, 24  acc:  1029 /  1058 =  97.259
1, 25  acc:    24 /    24 = 100.000
1, 26  acc:    99 /   102 =  97.059
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:   173 /   177 =  97.740
1, 29  acc:     8 /     9 =  88.889
1, 30  acc:    24 /    24 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:  1679 /  1720 =  97.616
1, 33  acc:    79 /    80 =  98.750
1, 34  acc:    65 /    66 =  98.485
1, 35  acc:    25 /    25 = 100.000
1, 36  acc:    43 /    44 =  97.727
1, 37  acc:     9 /    10 =  90.000
1, 38  acc:    42 /    42 = 100.000
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   405 /   413 =  98.063
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:    14 /    14 = 100.000
1, 43  acc:    20 /    22 =  90.909
1, 44  acc:    22 /    23 =  95.652
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    12 /    12 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   571 /   587 =  97.274
1, 49  acc:    12 /    12 = 100.000
1, 50  acc:    42 /    43 =  97.674
1, 51  acc:    28 /    28 = 100.000
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    33 /    33 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   413 /   422 =  97.867
1, 57  acc:    15 /    15 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    20 /    21 =  95.238
1, 60  acc:    24 /    26 =  92.308
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    28 /    28 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5469 /  5577 =  98.063
1, 65  acc:   750 /   766 =  97.911
1, 66  acc:   436 /   446 =  97.758
1, 67  acc:   204 /   205 =  99.512
1, 68  acc:   288 /   290 =  99.310
1, 69  acc:    52 /    52 = 100.000
1, 70  acc:    77 /    77 = 100.000
1, 71  acc:    29 /    29 = 100.000
1, 72  acc:   126 /   128 =  98.438
1, 73  acc:     4 /     5 =  80.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    21 /    22 =  95.455
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   214 /   219 =  97.717
1, 81  acc:    32 /    32 = 100.000
1, 82  acc:    58 /    58 = 100.000
1, 83  acc:     8 /     8 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    25 =  96.000
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:     3 /     3 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   165 /   166 =  99.398
1, 95  acc:    17 /    17 = 100.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    22 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     8 /     8 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    35 /    36 =  97.222
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    30 /    30 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    10 /    11 =  90.909
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:  8628 /  8843 =  97.569
1, 118  acc:  2102 /  2144 =  98.041
1, 119  acc:   535 /   545 =  98.165
1, 120  acc:   561 /   583 =  96.226
1, 121  acc:   156 /   163 =  95.706
1, 122  acc:    71 /    72 =  98.611
1, 123  acc:    26 /    27 =  96.296
1, 124  acc:    49 /    50 =  98.000
1, 125  acc:   571 /   587 =  97.274
1, 126  acc:   127 /   129 =  98.450
1, 127  acc:    29 /    30 =  96.667
1, 128  acc:    39 /    39 = 100.000
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:    13 /    13 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   459 /   467 =  98.287
1, 134  acc:    94 /    96 =  97.917
1, 135  acc:    39 /    40 =  97.500
1, 136  acc:    24 /    27 =  88.889
1, 137  acc:     9 /     9 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:   114 /   117 =  97.436
1, 142  acc:    18 /    18 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     5 =  80.000
1, 148  acc:   197 /   202 =  97.525
1, 149  acc:    15 /    17 =  88.235
1, 150  acc:    18 /    19 =  94.737
1, 151  acc:     2 /     9 =  22.222
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    43 /    46 =  93.478
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    30 =  96.667
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    30 /    30 = 100.000
1, 165  acc:     8 /     8 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3640 /  3718 =  97.902
1, 170  acc:   704 /   720 =  97.778
1, 171  acc:   292 /   297 =  98.316
1, 172  acc:   224 /   228 =  98.246
1, 173  acc:    67 /    68 =  98.529
1, 174  acc:    15 /    17 =  88.235
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    48 /    49 =  97.959
1, 177  acc:    94 /    96 =  97.917
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     7 /     8 =  87.500
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    24 /    24 = 100.000
1, 184  acc:   122 /   126 =  96.825
1, 185  acc:    38 /    38 = 100.000
1, 186  acc:    18 /    20 =  90.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     6 /     6 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   106 /   110 =  96.364
1, 197  acc:    16 /    17 =  94.118
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:    13 /    13 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    20 /    22 =  90.909
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    17 /    17 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:    12 /    12 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260637 / 269038 =  96.877
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24649 / 25373 =  97.147
0, 1  acc: 30420 / 31282 =  97.244
0, 2  acc:  6001 /  6155 =  97.498
0, 3  acc: 23648 / 24292 =  97.349
0, 4  acc: 10529 / 10829 =  97.230
0, 5  acc:  5377 /  5541 =  97.040
0, 6  acc:  6597 /  6785 =  97.229
0, 7  acc: 11689 / 12016 =  97.279
1, 0  acc:  4326 /  4437 =  97.498
1, 1  acc:  4820 /  4962 =  97.138
1, 2  acc:  2211 /  2265 =  97.616
1, 3  acc:  2382 /  2446 =  97.383
1, 4  acc:  3040 /  3125 =  97.280
1, 5  acc:   979 /  1003 =  97.607
1, 6  acc:  3034 /  3111 =  97.525
1, 7  acc:  4570 /  4682 =  97.608
--------------------------------------
Average acc: 144272 / 148304 =  97.281
Robust  acc:  5377 /  5541 =  97.040
--------------------------------------
New max robust acc: 97.04024544306083
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed33.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed33.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: 65.667 | Best Acc: 89.960
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10366 / 12092 =  85.726
0, 1  acc: 12339 / 14179 =  87.023
0, 2  acc:  2217 /  3210 =  69.065
0, 3  acc: 10886 / 12101 =  89.960
0, 4  acc:  4159 /  5355 =  77.666
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2190 /  3335 =  65.667
0, 7  acc:  4017 /  5723 =  70.190
1, 0  acc:  1676 /  2203 =  76.078
1, 1  acc:  1690 /  2270 =  74.449
1, 2  acc:   923 /  1216 =  75.905
1, 3  acc:   931 /  1260 =  73.889
1, 4  acc:  1177 /  1627 =  72.342
1, 5  acc:   387 /   520 =  74.423
1, 6  acc:  1236 /  1537 =  80.416
1, 7  acc:  1733 /  2246 =  77.159
------------------------------------
Average acc: 58426 / 71854 =  81.312
Robust  acc:  2190 /  3335 =  65.667
------------------------------------
Accuracies by groups:
0, 0  acc: 10366 / 12092 =  85.726
0, 1  acc: 12339 / 14179 =  87.023
0, 2  acc:  2217 /  3210 =  69.065
0, 3  acc: 10886 / 12101 =  89.960
0, 4  acc:  4159 /  5355 =  77.666
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2190 /  3335 =  65.667
0, 7  acc:  4017 /  5723 =  70.190
1, 0  acc:  1676 /  2203 =  76.078
1, 1  acc:  1690 /  2270 =  74.449
1, 2  acc:   923 /  1216 =  75.905
1, 3  acc:   931 /  1260 =  73.889
1, 4  acc:  1177 /  1627 =  72.342
1, 5  acc:   387 /   520 =  74.423
1, 6  acc:  1236 /  1537 =  80.416
1, 7  acc:  1733 /  2246 =  77.159
------------------------------------
Average acc: 58426 / 71854 =  81.312
Robust  acc:  2190 /  3335 =  65.667
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10366 / 12092 =  85.726
0, 1  acc: 12339 / 14179 =  87.023
0, 2  acc:  2217 /  3210 =  69.065
0, 3  acc: 10886 / 12101 =  89.960
0, 4  acc:  4159 /  5355 =  77.666
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2190 /  3335 =  65.667
0, 7  acc:  4017 /  5723 =  70.190
1, 0  acc:  1676 /  2203 =  76.078
1, 1  acc:  1690 /  2270 =  74.449
1, 2  acc:   923 /  1216 =  75.905
1, 3  acc:   931 /  1260 =  73.889
1, 4  acc:  1177 /  1627 =  72.342
1, 5  acc:   387 /   520 =  74.423
1, 6  acc:  1236 /  1537 =  80.416
1, 7  acc:  1733 /  2246 =  77.159
------------------------------------
Average acc: 58426 / 71854 =  81.312
Robust  acc:  2190 /  3335 =  65.667
------------------------------------

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: 0.006 | Train Acc: 97.946 | Val Loss: 0.000 | Val Acc: 98.719
Training:
Accuracies by groups:
0, 0  acc: 68497 / 69886 =  98.012
0, 1  acc:  6631 /  6766 =  98.005
0, 2  acc: 10278 / 10554 =  97.385
0, 3  acc:  4979 /  5114 =  97.360
0, 4  acc:  1750 /  1891 =  92.544
0, 5  acc:   218 /   234 =  93.162
0, 6  acc:   273 /   285 =  95.789
0, 7  acc:   238 /   265 =  89.811
0, 8  acc:  6261 /  6433 =  97.326
0, 9  acc:   455 /   472 =  96.398
0, 10  acc:   438 /   458 =  95.633
0, 11  acc:   296 /   304 =  97.368
0, 12  acc:   334 /   361 =  92.521
0, 13  acc:    22 /    26 =  84.615
0, 14  acc:    37 /    39 =  94.872
0, 15  acc:    20 /    24 =  83.333
0, 16  acc:  4532 /  4778 =  94.851
0, 17  acc:   168 /   172 =  97.674
0, 18  acc:   439 /   456 =  96.272
0, 19  acc:   108 /   113 =  95.575
0, 20  acc:    90 /   105 =  85.714
0, 21  acc:    13 /    16 =  81.250
0, 22  acc:    56 /    62 =  90.323
0, 23  acc:     9 /    11 =  81.818
0, 24  acc:   595 /   636 =  93.553
0, 25  acc:    27 /    28 =  96.429
0, 26  acc:    65 /    66 =  98.485
0, 27  acc:    22 /    23 =  95.652
0, 28  acc:    51 /    55 =  92.727
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     8 /    10 =  80.000
0, 31  acc:     9 /    10 =  90.000
0, 32  acc:  1433 /  1478 =  96.955
0, 33  acc:    58 /    63 =  92.063
0, 34  acc:    63 /    66 =  95.455
0, 35  acc:    18 /    19 =  94.737
0, 36  acc:    28 /    29 =  96.552
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    11 /    11 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   343 /   352 =  97.443
0, 41  acc:     9 /     9 = 100.000
0, 42  acc:    13 /    13 = 100.000
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    24 /    27 =  88.889
0, 45  acc:     1 /     2 =  50.000
0, 46  acc:     4 /     5 =  80.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   311 /   335 =  92.836
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    15 /    15 = 100.000
0, 51  acc:     8 /     8 = 100.000
0, 52  acc:     2 /     3 =  66.667
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     3 =  66.667
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   235 /   241 =  97.510
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    13 /    16 =  81.250
0, 59  acc:    13 /    13 = 100.000
0, 60  acc:    23 /    26 =  88.462
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     6 /     6 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2135 /  2284 =  93.476
0, 65  acc:   332 /   351 =  94.587
0, 66  acc:   220 /   237 =  92.827
0, 67  acc:   120 /   126 =  95.238
0, 68  acc:    56 /    60 =  93.333
0, 69  acc:     4 /     6 =  66.667
0, 70  acc:    18 /    20 =  90.000
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    64 /    67 =  95.522
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:     7 /     8 =  87.500
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    70 /    75 =  93.333
0, 81  acc:     7 /     9 =  77.778
0, 82  acc:    11 /    12 =  91.667
0, 83  acc:     8 /     8 = 100.000
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    14 /    15 =  93.333
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    60 /    62 =  96.774
0, 95  acc:     6 /     7 =  85.714
0, 96  acc:     1 /     2 =  50.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    12 /    14 =  85.714
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    18 /    18 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5945 /  6198 =  95.918
0, 118  acc:  1302 /  1361 =  95.665
0, 119  acc:   335 /   352 =  95.170
0, 120  acc:   314 /   334 =  94.012
0, 121  acc:    71 /    77 =  92.208
0, 122  acc:    37 /    38 =  97.368
0, 123  acc:    17 /    17 = 100.000
0, 124  acc:    28 /    29 =  96.552
0, 125  acc:   332 /   347 =  95.677
0, 126  acc:   120 /   120 = 100.000
0, 127  acc:    15 /    18 =  83.333
0, 128  acc:    44 /    48 =  91.667
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   206 /   214 =  96.262
0, 134  acc:    62 /    70 =  88.571
0, 135  acc:    21 /    23 =  91.304
0, 136  acc:    29 /    29 = 100.000
0, 137  acc:    14 /    15 =  93.333
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    54 /    60 =  90.000
0, 142  acc:     7 /     8 =  87.500
0, 143  acc:     2 /     3 =  66.667
0, 144  acc:    12 /    13 =  92.308
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   106 /   109 =  97.248
0, 149  acc:    17 /    17 = 100.000
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    27 /    28 =  96.429
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     3 /     4 =  75.000
0, 154  acc:    27 /    28 =  96.429
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    25 /    26 =  96.154
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    13 =  76.923
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1467 /  1596 =  91.917
0, 170  acc:   341 /   366 =  93.169
0, 171  acc:    92 /    97 =  94.845
0, 172  acc:   169 /   179 =  94.413
0, 173  acc:    19 /    21 =  90.476
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    12 /    14 =  85.714
0, 177  acc:    63 /    67 =  94.030
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:     5 /     5 = 100.000
0, 180  acc:     2 /     2 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    61 /    63 =  96.825
0, 185  acc:     8 /     9 =  88.889
0, 186  acc:     2 /     3 =  66.667
0, 187  acc:    10 /    11 =  90.909
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     9 /     9 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    26 =  92.308
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    47 /    48 =  97.917
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     1 /     2 =  50.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    19 /    22 =  86.364
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     7 /     8 =  87.500
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     4 /     4 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     5 /     5 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 59529 / 60166 =  98.941
1, 1  acc:  6403 /  6482 =  98.781
1, 2  acc: 10644 / 10802 =  98.537
1, 3  acc:  4418 /  4479 =  98.638
1, 4  acc:  5302 /  5368 =  98.770
1, 5  acc:   968 /   976 =  99.180
1, 6  acc:   579 /   588 =  98.469
1, 7  acc:   615 /   624 =  98.558
1, 8  acc:  5190 /  5280 =  98.295
1, 9  acc:   382 /   389 =  98.201
1, 10  acc:   476 /   484 =  98.347
1, 11  acc:   223 /   227 =  98.238
1, 12  acc:   842 /   855 =  98.480
1, 13  acc:   121 /   121 = 100.000
1, 14  acc:   131 /   132 =  99.242
1, 15  acc:   136 /   139 =  97.842
1, 16  acc:  8356 /  8480 =  98.538
1, 17  acc:   265 /   272 =  97.426
1, 18  acc:   574 /   584 =  98.288
1, 19  acc:   239 /   242 =  98.760
1, 20  acc:   301 /   303 =  99.340
1, 21  acc:    52 /    52 = 100.000
1, 22  acc:   134 /   139 =  96.403
1, 23  acc:    50 /    53 =  94.340
1, 24  acc:  1050 /  1074 =  97.765
1, 25  acc:    20 /    21 =  95.238
1, 26  acc:    98 /   100 =  98.000
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:   142 /   144 =  98.611
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    31 /    31 = 100.000
1, 31  acc:    14 /    14 = 100.000
1, 32  acc:  1685 /  1705 =  98.827
1, 33  acc:    93 /    93 = 100.000
1, 34  acc:    73 /    73 = 100.000
1, 35  acc:    20 /    20 = 100.000
1, 36  acc:    60 /    60 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    43 /    44 =  97.727
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   369 /   375 =  98.400
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:    28 /    28 = 100.000
1, 44  acc:    33 /    33 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   549 /   556 =  98.741
1, 49  acc:    12 /    12 = 100.000
1, 50  acc:    42 /    43 =  97.674
1, 51  acc:    31 /    31 = 100.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    28 /    30 =  93.333
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   450 /   459 =  98.039
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    25 /    25 = 100.000
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    22 /    24 =  91.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5597 /  5670 =  98.713
1, 65  acc:   757 /   772 =  98.057
1, 66  acc:   481 /   491 =  97.963
1, 67  acc:   195 /   200 =  97.500
1, 68  acc:   248 /   252 =  98.413
1, 69  acc:    48 /    48 = 100.000
1, 70  acc:    74 /    74 = 100.000
1, 71  acc:    37 /    37 = 100.000
1, 72  acc:   122 /   122 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    21 /    21 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   196 /   201 =  97.512
1, 81  acc:    18 /    19 =  94.737
1, 82  acc:    43 /    44 =  97.727
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    17 /    17 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    28 /    28 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    22 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     5 =  80.000
1, 93  acc:     2 /     3 =  66.667
1, 94  acc:   127 /   128 =  99.219
1, 95  acc:    16 /    17 =  94.118
1, 96  acc:    13 /    13 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    24 /    24 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    16 =  93.750
1, 101  acc:     5 /     5 = 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:    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:     8 /     8 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:    20 /    20 = 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:  8800 /  8948 =  98.346
1, 118  acc:  2164 /  2192 =  98.723
1, 119  acc:   508 /   516 =  98.450
1, 120  acc:   546 /   554 =  98.556
1, 121  acc:   129 /   130 =  99.231
1, 122  acc:    77 /    79 =  97.468
1, 123  acc:    22 /    23 =  95.652
1, 124  acc:    54 /    54 = 100.000
1, 125  acc:   524 /   533 =  98.311
1, 126  acc:   124 /   127 =  97.638
1, 127  acc:    21 /    22 =  95.455
1, 128  acc:    51 /    53 =  96.226
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:    13 /    13 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    16 =  93.750
1, 133  acc:   434 /   440 =  98.636
1, 134  acc:    89 /    90 =  98.889
1, 135  acc:    35 /    35 = 100.000
1, 136  acc:    19 /    20 =  95.000
1, 137  acc:     5 /     6 =  83.333
1, 138  acc:    10 /    10 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   129 /   131 =  98.473
1, 142  acc:    17 /    18 =  94.444
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     4 = 100.000
1, 148  acc:   247 /   251 =  98.406
1, 149  acc:    27 /    28 =  96.429
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:     4 /    11 =  36.364
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    47 /    47 = 100.000
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:    29 /    30 =  96.667
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:    27 /    27 = 100.000
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:  3544 /  3611 =  98.145
1, 170  acc:   681 /   692 =  98.410
1, 171  acc:   299 /   306 =  97.712
1, 172  acc:   236 /   241 =  97.925
1, 173  acc:    75 /    76 =  98.684
1, 174  acc:    14 /    14 = 100.000
1, 175  acc:     7 /     8 =  87.500
1, 176  acc:    55 /    57 =  96.491
1, 177  acc:    74 /    76 =  97.368
1, 178  acc:    11 /    12 =  91.667
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:    14 /    14 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    21 /    22 =  95.455
1, 184  acc:   133 /   134 =  99.254
1, 185  acc:    48 /    49 =  97.959
1, 186  acc:    20 /    20 = 100.000
1, 187  acc:    19 /    19 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     6 /     7 =  85.714
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   129 /   131 =  98.473
1, 197  acc:    12 /    12 = 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:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    19 /    19 = 100.000
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 /    11 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    20 /    20 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263511 / 269038 =  97.946
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25069 / 25373 =  98.802
0, 1  acc: 30868 / 31282 =  98.677
0, 2  acc:  6078 /  6155 =  98.749
0, 3  acc: 23979 / 24292 =  98.712
0, 4  acc: 10686 / 10829 =  98.679
0, 5  acc:  5449 /  5541 =  98.340
0, 6  acc:  6700 /  6785 =  98.747
0, 7  acc: 11858 / 12016 =  98.685
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4899 /  4962 =  98.730
1, 2  acc:  2235 /  2265 =  98.675
1, 3  acc:  2416 /  2446 =  98.774
1, 4  acc:  3089 /  3125 =  98.848
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3076 /  3111 =  98.875
1, 7  acc:  4625 /  4682 =  98.783
--------------------------------------
Average acc: 146398 / 148304 =  98.715
Robust  acc:  5449 /  5541 =  98.340
--------------------------------------
New max robust acc: 98.33964988269265
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed33.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed33.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: 64.524 | Best Acc: 92.373
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10839 / 12092 =  89.638
0, 1  acc: 12878 / 14179 =  90.824
0, 2  acc:  2429 /  3210 =  75.670
0, 3  acc: 11178 / 12101 =  92.373
0, 4  acc:  4322 /  5355 =  80.710
0, 5  acc:  2565 /  2980 =  86.074
0, 6  acc:  2474 /  3335 =  74.183
0, 7  acc:  4461 /  5723 =  77.949
1, 0  acc:  1520 /  2203 =  68.997
1, 1  acc:  1520 /  2270 =  66.960
1, 2  acc:   837 /  1216 =  68.832
1, 3  acc:   813 /  1260 =  64.524
1, 4  acc:  1105 /  1627 =  67.916
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1122 /  1537 =  72.999
1, 7  acc:  1571 /  2246 =  69.947
------------------------------------
Average acc: 60009 / 71854 =  83.515
Robust  acc:   813 /  1260 =  64.524
------------------------------------
Accuracies by groups:
0, 0  acc: 10839 / 12092 =  89.638
0, 1  acc: 12878 / 14179 =  90.824
0, 2  acc:  2429 /  3210 =  75.670
0, 3  acc: 11178 / 12101 =  92.373
0, 4  acc:  4322 /  5355 =  80.710
0, 5  acc:  2565 /  2980 =  86.074
0, 6  acc:  2474 /  3335 =  74.183
0, 7  acc:  4461 /  5723 =  77.949
1, 0  acc:  1520 /  2203 =  68.997
1, 1  acc:  1520 /  2270 =  66.960
1, 2  acc:   837 /  1216 =  68.832
1, 3  acc:   813 /  1260 =  64.524
1, 4  acc:  1105 /  1627 =  67.916
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1122 /  1537 =  72.999
1, 7  acc:  1571 /  2246 =  69.947
------------------------------------
Average acc: 60009 / 71854 =  83.515
Robust  acc:   813 /  1260 =  64.524
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10839 / 12092 =  89.638
0, 1  acc: 12878 / 14179 =  90.824
0, 2  acc:  2429 /  3210 =  75.670
0, 3  acc: 11178 / 12101 =  92.373
0, 4  acc:  4322 /  5355 =  80.710
0, 5  acc:  2565 /  2980 =  86.074
0, 6  acc:  2474 /  3335 =  74.183
0, 7  acc:  4461 /  5723 =  77.949
1, 0  acc:  1520 /  2203 =  68.997
1, 1  acc:  1520 /  2270 =  66.960
1, 2  acc:   837 /  1216 =  68.832
1, 3  acc:   813 /  1260 =  64.524
1, 4  acc:  1105 /  1627 =  67.916
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1122 /  1537 =  72.999
1, 7  acc:  1571 /  2246 =  69.947
------------------------------------
Average acc: 60009 / 71854 =  83.515
Robust  acc:   813 /  1260 =  64.524
------------------------------------

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: 98.570 | Val Loss: 0.000 | Val Acc: 99.029
Training:
Accuracies by groups:
0, 0  acc: 68718 / 69690 =  98.605
0, 1  acc:  6563 /  6665 =  98.470
0, 2  acc: 10306 / 10500 =  98.152
0, 3  acc:  5022 /  5131 =  97.876
0, 4  acc:  1775 /  1875 =  94.667
0, 5  acc:   212 /   233 =  90.987
0, 6  acc:   281 /   295 =  95.254
0, 7  acc:   259 /   269 =  96.283
0, 8  acc:  6229 /  6353 =  98.048
0, 9  acc:   436 /   445 =  97.978
0, 10  acc:   424 /   432 =  98.148
0, 11  acc:   287 /   300 =  95.667
0, 12  acc:   361 /   385 =  93.766
0, 13  acc:    32 /    35 =  91.429
0, 14  acc:    40 /    43 =  93.023
0, 15  acc:    20 /    26 =  76.923
0, 16  acc:  4529 /  4695 =  96.464
0, 17  acc:   164 /   170 =  96.471
0, 18  acc:   441 /   452 =  97.566
0, 19  acc:   148 /   152 =  97.368
0, 20  acc:    97 /   102 =  95.098
0, 21  acc:    19 /    20 =  95.000
0, 22  acc:    56 /    56 = 100.000
0, 23  acc:    12 /    14 =  85.714
0, 24  acc:   592 /   615 =  96.260
0, 25  acc:    22 /    24 =  91.667
0, 26  acc:    70 /    72 =  97.222
0, 27  acc:    23 /    23 = 100.000
0, 28  acc:    27 /    27 = 100.000
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     7 /     7 = 100.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1504 /  1551 =  96.970
0, 33  acc:    79 /    84 =  94.048
0, 34  acc:    73 /    74 =  98.649
0, 35  acc:    19 /    19 = 100.000
0, 36  acc:    42 /    42 = 100.000
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:    16 /    16 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   386 /   398 =  96.985
0, 41  acc:    14 /    14 = 100.000
0, 42  acc:    12 /    13 =  92.308
0, 43  acc:    17 /    17 = 100.000
0, 44  acc:    18 /    18 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   296 /   305 =  97.049
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    15 /    15 = 100.000
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     1 /     1 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   249 /   261 =  95.402
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    10 /    10 = 100.000
0, 59  acc:    10 /    11 =  90.909
0, 60  acc:    17 /    19 =  89.474
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2182 /  2277 =  95.828
0, 65  acc:   311 /   328 =  94.817
0, 66  acc:   234 /   248 =  94.355
0, 67  acc:    83 /    86 =  96.512
0, 68  acc:    45 /    46 =  97.826
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    17 /    19 =  89.474
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    62 /    66 =  93.939
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    69 /    73 =  94.521
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:     9 /    11 =  81.818
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     3 /     4 =  75.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    14 /    14 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    58 /    59 =  98.305
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
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:    16 /    18 =  88.889
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     1 /     2 =  50.000
0, 112  acc:    14 /    15 =  93.333
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:  5980 /  6162 =  97.046
0, 118  acc:  1440 /  1473 =  97.760
0, 119  acc:   348 /   356 =  97.753
0, 120  acc:   328 /   347 =  94.524
0, 121  acc:    47 /    54 =  87.037
0, 122  acc:    37 /    38 =  97.368
0, 123  acc:     5 /     6 =  83.333
0, 124  acc:    25 /    25 = 100.000
0, 125  acc:   373 /   381 =  97.900
0, 126  acc:   105 /   108 =  97.222
0, 127  acc:    26 /    26 = 100.000
0, 128  acc:    39 /    39 = 100.000
0, 129  acc:     3 /     3 = 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:   251 /   257 =  97.665
0, 134  acc:    50 /    54 =  92.593
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    28 /    28 = 100.000
0, 137  acc:    10 /    10 = 100.000
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    71 /    71 = 100.000
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    15 /    15 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   124 /   126 =  98.413
0, 149  acc:    15 /    16 =  93.750
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    16 /    28 =  57.143
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    34 /    35 =  97.143
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    24 /    25 =  96.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1506 /  1569 =  95.985
0, 170  acc:   337 /   351 =  96.011
0, 171  acc:    90 /    93 =  96.774
0, 172  acc:   131 /   137 =  95.620
0, 173  acc:    17 /    17 = 100.000
0, 174  acc:    12 /    12 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    12 /    13 =  92.308
0, 177  acc:    60 /    60 = 100.000
0, 178  acc:    15 /    15 = 100.000
0, 179  acc:    14 /    14 = 100.000
0, 180  acc:     1 /     1 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    52 /    54 =  96.296
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:    12 /    12 = 100.000
0, 187  acc:     9 /     9 = 100.000
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:    10 /    10 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    16 /    16 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    54 /    58 =  93.103
0, 197  acc:     7 /     7 = 100.000
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     6 /     6 = 100.000
0, 204  acc:    19 /    21 =  90.476
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    14 /    14 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 60365 / 60835 =  99.227
1, 1  acc:  6521 /  6568 =  99.284
1, 2  acc: 10688 / 10798 =  98.981
1, 3  acc:  4540 /  4586 =  98.997
1, 4  acc:  5320 /  5365 =  99.161
1, 5  acc:   915 /   923 =  99.133
1, 6  acc:   540 /   545 =  99.083
1, 7  acc:   638 /   640 =  99.688
1, 8  acc:  5220 /  5286 =  98.751
1, 9  acc:   385 /   387 =  99.483
1, 10  acc:   460 /   465 =  98.925
1, 11  acc:   210 /   218 =  96.330
1, 12  acc:   819 /   827 =  99.033
1, 13  acc:   120 /   120 = 100.000
1, 14  acc:   133 /   134 =  99.254
1, 15  acc:   149 /   151 =  98.675
1, 16  acc:  8313 /  8384 =  99.153
1, 17  acc:   271 /   271 = 100.000
1, 18  acc:   619 /   624 =  99.199
1, 19  acc:   225 /   230 =  97.826
1, 20  acc:   299 /   305 =  98.033
1, 21  acc:    51 /    51 = 100.000
1, 22  acc:   148 /   149 =  99.329
1, 23  acc:    36 /    37 =  97.297
1, 24  acc:  1019 /  1032 =  98.740
1, 25  acc:    20 /    20 = 100.000
1, 26  acc:   129 /   130 =  99.231
1, 27  acc:    11 /    12 =  91.667
1, 28  acc:   176 /   177 =  99.435
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    30 /    32 =  93.750
1, 31  acc:     3 /     3 = 100.000
1, 32  acc:  1747 /  1773 =  98.534
1, 33  acc:    87 /    87 = 100.000
1, 34  acc:    57 /    60 =  95.000
1, 35  acc:    18 /    18 = 100.000
1, 36  acc:    52 /    52 = 100.000
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    38 /    38 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   421 /   422 =  99.763
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:    16 /    17 =  94.118
1, 43  acc:    18 /    20 =  90.000
1, 44  acc:    28 /    30 =  93.333
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:    16 /    16 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   540 /   544 =  99.265
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    45 /    46 =  97.826
1, 51  acc:    30 /    30 = 100.000
1, 52  acc:    18 /    18 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    39 /    40 =  97.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   446 /   451 =  98.891
1, 57  acc:    21 /    21 = 100.000
1, 58  acc:    20 /    21 =  95.238
1, 59  acc:    22 /    22 = 100.000
1, 60  acc:    23 /    25 =  92.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    19 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5477 /  5530 =  99.042
1, 65  acc:   816 /   826 =  98.789
1, 66  acc:   475 /   478 =  99.372
1, 67  acc:   184 /   185 =  99.459
1, 68  acc:   238 /   238 = 100.000
1, 69  acc:    52 /    52 = 100.000
1, 70  acc:    74 /    75 =  98.667
1, 71  acc:    20 /    20 = 100.000
1, 72  acc:   122 /   122 = 100.000
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     7 /     7 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   157 /   157 = 100.000
1, 81  acc:    22 /    24 =  91.667
1, 82  acc:    41 /    42 =  97.619
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    22 /    22 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    15 = 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:    10 /    10 = 100.000
1, 94  acc:   162 /   164 =  98.780
1, 95  acc:    19 /    19 = 100.000
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    19 /    19 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    23 /    25 =  92.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     9 /     9 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    27 /    27 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     1 /     1 = 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:  8740 /  8843 =  98.835
1, 118  acc:  2243 /  2269 =  98.854
1, 119  acc:   510 /   515 =  99.029
1, 120  acc:   552 /   559 =  98.748
1, 121  acc:   148 /   150 =  98.667
1, 122  acc:    79 /    79 = 100.000
1, 123  acc:    24 /    24 = 100.000
1, 124  acc:    33 /    34 =  97.059
1, 125  acc:   529 /   533 =  99.250
1, 126  acc:   126 /   127 =  99.213
1, 127  acc:    31 /    32 =  96.875
1, 128  acc:    43 /    43 = 100.000
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   450 /   455 =  98.901
1, 134  acc:    93 /    93 = 100.000
1, 135  acc:    46 /    48 =  95.833
1, 136  acc:    24 /    24 = 100.000
1, 137  acc:     9 /     9 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   113 /   113 = 100.000
1, 142  acc:    16 /    16 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   219 /   222 =  98.649
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:     6 /     7 =  85.714
1, 151  acc:    17 /    24 =  70.833
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    32 /    33 =  96.970
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    15 /    15 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    29 = 100.000
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    30 /    30 = 100.000
1, 165  acc:    11 /    11 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3519 /  3552 =  99.071
1, 170  acc:   707 /   712 =  99.298
1, 171  acc:   281 /   284 =  98.944
1, 172  acc:   226 /   229 =  98.690
1, 173  acc:    64 /    64 = 100.000
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    36 /    36 = 100.000
1, 177  acc:    81 /    81 = 100.000
1, 178  acc:    13 /    13 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:    12 /    12 = 100.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    22 /    22 = 100.000
1, 184  acc:   144 /   147 =  97.959
1, 185  acc:    41 /    41 = 100.000
1, 186  acc:    14 /    14 = 100.000
1, 187  acc:    14 /    15 =  93.333
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    16 /    16 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   113 /   115 =  98.261
1, 197  acc:    11 /    11 = 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 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    21 = 100.000
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    24 /    24 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     5 /     5 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265191 / 269038 =  98.570
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25108 / 25373 =  98.956
0, 1  acc: 30969 / 31282 =  98.999
0, 2  acc:  6100 /  6155 =  99.106
0, 3  acc: 24040 / 24292 =  98.963
0, 4  acc: 10737 / 10829 =  99.150
0, 5  acc:  5495 /  5541 =  99.170
0, 6  acc:  6704 /  6785 =  98.806
0, 7  acc: 11910 / 12016 =  99.118
1, 0  acc:  4389 /  4437 =  98.918
1, 1  acc:  4911 /  4962 =  98.972
1, 2  acc:  2238 /  2265 =  98.808
1, 3  acc:  2420 /  2446 =  98.937
1, 4  acc:  3093 /  3125 =  98.976
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:  3084 /  3111 =  99.132
1, 7  acc:  4637 /  4682 =  99.039
--------------------------------------
Average acc: 146827 / 148304 =  99.004
Robust  acc:  6704 /  6785 =  98.806
--------------------------------------
New max robust acc: 98.80619012527634
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed33.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed33.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: 65.000 | Best Acc: 92.505
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10776 / 12092 =  89.117
0, 1  acc: 12858 / 14179 =  90.683
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11194 / 12101 =  92.505
0, 4  acc:  4376 /  5355 =  81.718
0, 5  acc:  2653 /  2980 =  89.027
0, 6  acc:  2459 /  3335 =  73.733
0, 7  acc:  4392 /  5723 =  76.743
1, 0  acc:  1537 /  2203 =  69.768
1, 1  acc:  1554 /  2270 =  68.458
1, 2  acc:   842 /  1216 =  69.243
1, 3  acc:   819 /  1260 =  65.000
1, 4  acc:  1079 /  1627 =  66.318
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1123 /  1537 =  73.064
1, 7  acc:  1575 /  2246 =  70.125
------------------------------------
Average acc: 60035 / 71854 =  83.551
Robust  acc:   819 /  1260 =  65.000
------------------------------------
Accuracies by groups:
0, 0  acc: 10776 / 12092 =  89.117
0, 1  acc: 12858 / 14179 =  90.683
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11194 / 12101 =  92.505
0, 4  acc:  4376 /  5355 =  81.718
0, 5  acc:  2653 /  2980 =  89.027
0, 6  acc:  2459 /  3335 =  73.733
0, 7  acc:  4392 /  5723 =  76.743
1, 0  acc:  1537 /  2203 =  69.768
1, 1  acc:  1554 /  2270 =  68.458
1, 2  acc:   842 /  1216 =  69.243
1, 3  acc:   819 /  1260 =  65.000
1, 4  acc:  1079 /  1627 =  66.318
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1123 /  1537 =  73.064
1, 7  acc:  1575 /  2246 =  70.125
------------------------------------
Average acc: 60035 / 71854 =  83.551
Robust  acc:   819 /  1260 =  65.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10776 / 12092 =  89.117
0, 1  acc: 12858 / 14179 =  90.683
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11194 / 12101 =  92.505
0, 4  acc:  4376 /  5355 =  81.718
0, 5  acc:  2653 /  2980 =  89.027
0, 6  acc:  2459 /  3335 =  73.733
0, 7  acc:  4392 /  5723 =  76.743
1, 0  acc:  1537 /  2203 =  69.768
1, 1  acc:  1554 /  2270 =  68.458
1, 2  acc:   842 /  1216 =  69.243
1, 3  acc:   819 /  1260 =  65.000
1, 4  acc:  1079 /  1627 =  66.318
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1123 /  1537 =  73.064
1, 7  acc:  1575 /  2246 =  70.125
------------------------------------
Average acc: 60035 / 71854 =  83.551
Robust  acc:   819 /  1260 =  65.000
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed33.pt
