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_seed19.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: 19
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
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
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
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=19-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed19.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7137, 0.1729],
        [0.0705, 0.0430]])
p_y:  tensor([0.8866, 0.1134])
# 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: 0.019 | Train Acc: 86.740 | Val Loss: 0.000 | Val Acc: 91.676
Training:
Accuracies by groups:
0, 0  acc: 103329 / 108940 =  94.849
0, 1  acc:  8717 /  9340 =  93.330
0, 2  acc: 13681 / 14844 =  92.165
0, 3  acc:  6957 /  7548 =  92.170
0, 4  acc:  2365 /  3101 =  76.266
0, 5  acc:   222 /   337 =  65.875
0, 6  acc:   320 /   387 =  82.687
0, 7  acc:   341 /   437 =  78.032
0, 8  acc: 10457 / 11065 =  94.505
0, 9  acc:   707 /   766 =  92.298
0, 10  acc:   669 /   723 =  92.531
0, 11  acc:   540 /   578 =  93.426
0, 12  acc:   469 /   587 =  79.898
0, 13  acc:    57 /    77 =  74.026
0, 14  acc:    80 /    88 =  90.909
0, 15  acc:    38 /    48 =  79.167
0, 16  acc:  5632 /  6610 =  85.204
0, 17  acc:   180 /   215 =  83.721
0, 18  acc:   581 /   673 =  86.330
0, 19  acc:   192 /   215 =  89.302
0, 20  acc:   103 /   148 =  69.595
0, 21  acc:    10 /    14 =  71.429
0, 22  acc:    50 /    65 =  76.923
0, 23  acc:     6 /     7 =  85.714
0, 24  acc:   732 /   858 =  85.315
0, 25  acc:    45 /    52 =  86.538
0, 26  acc:    70 /    78 =  89.744
0, 27  acc:    23 /    26 =  88.462
0, 28  acc:    30 /    36 =  83.333
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     3 /     6 =  50.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2194 /  2352 =  93.282
0, 33  acc:    90 /    92 =  97.826
0, 34  acc:    78 /    83 =  93.976
0, 35  acc:    34 /    35 =  97.143
0, 36  acc:    32 /    40 =  80.000
0, 37  acc:     4 /     6 =  66.667
0, 38  acc:    19 /    26 =  73.077
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   608 /   661 =  91.982
0, 41  acc:    18 /    18 = 100.000
0, 42  acc:    39 /    40 =  97.500
0, 43  acc:    29 /    30 =  96.667
0, 44  acc:    14 /    16 =  87.500
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     9 /    11 =  81.818
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   334 /   397 =  84.131
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    27 /    34 =  79.412
0, 51  acc:    18 /    19 =  94.737
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   369 /   413 =  89.346
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    17 /    24 =  70.833
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    14 /    21 =  66.667
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     5 /     9 =  55.556
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2362 /  3041 =  77.672
0, 65  acc:   307 /   410 =  74.878
0, 66  acc:   227 /   292 =  77.740
0, 67  acc:   103 /   129 =  79.845
0, 68  acc:    41 /    64 =  64.062
0, 69  acc:     8 /     9 =  88.889
0, 70  acc:    19 /    27 =  70.370
0, 71  acc:     8 /    10 =  80.000
0, 72  acc:    81 /    84 =  96.429
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     2 /     4 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     3 /     3 = 100.000
0, 80  acc:    75 /   111 =  67.568
0, 81  acc:    10 /    13 =  76.923
0, 82  acc:     4 /     9 =  44.444
0, 83  acc:     7 /    11 =  63.636
0, 84  acc:     1 /     7 =  14.286
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     9 /    18 =  50.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     8 /     9 =  88.889
0, 89  acc:     3 /     4 =  75.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     3 =   0.000
0, 94  acc:    57 /    77 =  74.026
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     7 /     8 =  87.500
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     7 /     9 =  77.778
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:    11 /    13 =  84.615
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    25 =  68.000
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     7 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /    10 =  80.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     3 /     3 = 100.000
0, 117  acc:  6298 /  7335 =  85.862
0, 118  acc:  1398 /  1717 =  81.421
0, 119  acc:   351 /   427 =  82.201
0, 120  acc:   357 /   423 =  84.397
0, 121  acc:    64 /    88 =  72.727
0, 122  acc:    22 /    30 =  73.333
0, 123  acc:    12 /    12 = 100.000
0, 124  acc:    20 /    26 =  76.923
0, 125  acc:   403 /   461 =  87.419
0, 126  acc:    94 /   114 =  82.456
0, 127  acc:    37 /    42 =  88.095
0, 128  acc:    38 /    49 =  77.551
0, 129  acc:     9 /    10 =  90.000
0, 130  acc:     2 /     4 =  50.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   181 /   246 =  73.577
0, 134  acc:    40 /    63 =  63.492
0, 135  acc:    17 /    26 =  65.385
0, 136  acc:    12 /    17 =  70.588
0, 137  acc:     7 /     8 =  87.500
0, 138  acc:     0 /     1 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    39 /    56 =  69.643
0, 142  acc:     7 /    10 =  70.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    11 /    12 =  91.667
0, 145  acc:     2 /     3 =  66.667
0, 146  acc:     1 /     3 =  33.333
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   130 /   145 =  89.655
0, 149  acc:    10 /    14 =  71.429
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    11 /    15 =  73.333
0, 152  acc:     1 /     3 =  33.333
0, 153  acc:     6 /     6 = 100.000
0, 154  acc:    33 /    41 =  80.488
0, 155  acc:     6 /     8 =  75.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     3 =  66.667
0, 159  acc:    19 /    22 =  86.364
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     7 /     9 =  77.778
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     9 =  77.778
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1406 /  1912 =  73.536
0, 170  acc:   254 /   377 =  67.374
0, 171  acc:    84 /   125 =  67.200
0, 172  acc:   145 /   179 =  81.006
0, 173  acc:    19 /    22 =  86.364
0, 174  acc:     2 /     6 =  33.333
0, 175  acc:     6 /    10 =  60.000
0, 176  acc:    11 /    14 =  78.571
0, 177  acc:    79 /    94 =  84.043
0, 178  acc:    17 /    20 =  85.000
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    31 /    46 =  67.391
0, 185  acc:     7 /     8 =  87.500
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     8 /    11 =  72.727
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     9 /    20 =  45.000
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     2 =  50.000
0, 195  acc:     2 /     7 =  28.571
0, 196  acc:    28 /    43 =  65.116
0, 197  acc:    17 /    24 =  70.833
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     3 /     5 =  60.000
0, 200  acc:     5 /     6 =  83.333
0, 201  acc:     2 /     3 =  66.667
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    11 /    14 =  78.571
0, 205  acc:     2 /     4 =  50.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     3 /     4 =  75.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     5 =  60.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 25710 / 33148 =  77.561
1, 1  acc:  2705 /  3581 =  75.538
1, 2  acc:  4389 /  6060 =  72.426
1, 3  acc:  1721 /  2486 =  69.228
1, 4  acc:  2199 /  2892 =  76.037
1, 5  acc:   368 /   477 =  77.149
1, 6  acc:   225 /   288 =  78.125
1, 7  acc:   260 /   351 =  74.074
1, 8  acc:  2008 /  3052 =  65.793
1, 9  acc:   145 /   212 =  68.396
1, 10  acc:   172 /   256 =  67.188
1, 11  acc:    93 /   145 =  64.138
1, 12  acc:   348 /   480 =  72.500
1, 13  acc:    35 /    61 =  57.377
1, 14  acc:    27 /    53 =  50.943
1, 15  acc:    59 /    96 =  61.458
1, 16  acc:  3191 /  4579 =  69.688
1, 17  acc:   141 /   188 =  75.000
1, 18  acc:   255 /   368 =  69.293
1, 19  acc:    74 /   125 =  59.200
1, 20  acc:   122 /   154 =  79.221
1, 21  acc:    20 /    22 =  90.909
1, 22  acc:    52 /    66 =  78.788
1, 23  acc:    20 /    27 =  74.074
1, 24  acc:   363 /   573 =  63.351
1, 25  acc:     7 /    11 =  63.636
1, 26  acc:    50 /    71 =  70.423
1, 27  acc:     1 /     4 =  25.000
1, 28  acc:    65 /    80 =  81.250
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    17 /    19 =  89.474
1, 31  acc:     3 /     5 =  60.000
1, 32  acc:   612 /   945 =  64.762
1, 33  acc:    35 /    49 =  71.429
1, 34  acc:    31 /    47 =  65.957
1, 35  acc:    10 /    12 =  83.333
1, 36  acc:    24 /    30 =  80.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    19 /    26 =  73.077
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   160 /   233 =  68.670
1, 41  acc:     8 /    11 =  72.727
1, 42  acc:     2 /     7 =  28.571
1, 43  acc:    11 /    13 =  84.615
1, 44  acc:     9 /    15 =  60.000
1, 45  acc:     0 /     4 =   0.000
1, 46  acc:     0 /     2 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   213 /   312 =  68.269
1, 49  acc:     1 /     4 =  25.000
1, 50  acc:    15 /    27 =  55.556
1, 51  acc:    17 /    19 =  89.474
1, 52  acc:     5 /     6 =  83.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    19 =  73.684
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   136 /   218 =  62.385
1, 57  acc:     9 /     9 = 100.000
1, 58  acc:     7 /     9 =  77.778
1, 59  acc:     5 /    10 =  50.000
1, 60  acc:    22 /    22 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    16 =  81.250
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2422 /  3144 =  77.036
1, 65  acc:   314 /   439 =  71.526
1, 66  acc:   184 /   264 =  69.697
1, 67  acc:    70 /   104 =  67.308
1, 68  acc:   113 /   138 =  81.884
1, 69  acc:    29 /    33 =  87.879
1, 70  acc:    43 /    54 =  79.630
1, 71  acc:    12 /    18 =  66.667
1, 72  acc:    44 /    61 =  72.131
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     7 /    10 =  70.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   106 /   136 =  77.941
1, 81  acc:    13 /    16 =  81.250
1, 82  acc:    14 /    20 =  70.000
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /    10 =  80.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    17 =  58.824
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    49 /    70 =  70.000
1, 95  acc:     9 /    12 =  75.000
1, 96  acc:     9 /    10 =  90.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    15 =  93.333
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     6 /    10 =  60.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     8 =  87.500
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     1 /     3 =  33.333
1, 112  acc:     8 /     9 =  88.889
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:  3190 /  4854 =  65.719
1, 118  acc:   864 /  1233 =  70.073
1, 119  acc:   201 /   296 =  67.905
1, 120  acc:   249 /   351 =  70.940
1, 121  acc:    57 /    82 =  69.512
1, 122  acc:    27 /    35 =  77.143
1, 123  acc:     7 /    10 =  70.000
1, 124  acc:    19 /    26 =  73.077
1, 125  acc:   222 /   331 =  67.069
1, 126  acc:    62 /    84 =  73.810
1, 127  acc:     5 /    12 =  41.667
1, 128  acc:     7 /    19 =  36.842
1, 129  acc:    13 /    14 =  92.857
1, 130  acc:     1 /     4 =  25.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     7 =  42.857
1, 133  acc:   202 /   281 =  71.886
1, 134  acc:    28 /    42 =  66.667
1, 135  acc:    24 /    27 =  88.889
1, 136  acc:    19 /    27 =  70.370
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    39 /    54 =  72.222
1, 142  acc:    10 /    13 =  76.923
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     5 =  20.000
1, 148  acc:    75 /   132 =  56.818
1, 149  acc:     2 /     5 =  40.000
1, 150  acc:     6 /     8 =  75.000
1, 151  acc:     0 /     8 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    11 /    25 =  44.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     4 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    18 /    21 =  85.714
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    10 /    15 =  66.667
1, 165  acc:     0 /     4 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1456 /  2013 =  72.330
1, 170  acc:   294 /   377 =  77.984
1, 171  acc:   116 /   156 =  74.359
1, 172  acc:   106 /   144 =  73.611
1, 173  acc:    38 /    52 =  73.077
1, 174  acc:     4 /    10 =  40.000
1, 175  acc:     1 /     3 =  33.333
1, 176  acc:    12 /    29 =  41.379
1, 177  acc:    39 /    46 =  84.783
1, 178  acc:     4 /     6 =  66.667
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     1 /     3 =  33.333
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     6 /     9 =  66.667
1, 184  acc:    58 /    77 =  75.325
1, 185  acc:    20 /    25 =  80.000
1, 186  acc:     8 /    12 =  66.667
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:     3 /     6 =  50.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    36 /    56 =  64.286
1, 197  acc:     4 /     8 =  50.000
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:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     2 /     8 =  25.000
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:     7 /     9 =  77.778
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233363 / 269038 =  86.740
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23246 / 25373 =  91.617
0, 1  acc: 28647 / 31282 =  91.577
0, 2  acc:  5628 /  6155 =  91.438
0, 3  acc: 22318 / 24292 =  91.874
0, 4  acc:  9932 / 10829 =  91.717
0, 5  acc:  5110 /  5541 =  92.222
0, 6  acc:  6260 /  6785 =  92.262
0, 7  acc: 10989 / 12016 =  91.453
1, 0  acc:  4050 /  4437 =  91.278
1, 1  acc:  4468 /  4962 =  90.044
1, 2  acc:  2072 /  2265 =  91.479
1, 3  acc:  2237 /  2446 =  91.455
1, 4  acc:  2884 /  3125 =  92.288
1, 5  acc:   913 /  1003 =  91.027
1, 6  acc:  2866 /  3111 =  92.125
1, 7  acc:  4299 /  4682 =  91.820
--------------------------------------
Average acc: 135919 / 148304 =  91.649
Robust  acc:  4468 /  4962 =  90.044
--------------------------------------
New max robust acc: 90.04433696090285
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed19.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed19.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: 65.093 | Best Acc: 92.951
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10751 / 12092 =  88.910
0, 1  acc: 12838 / 14179 =  90.542
0, 2  acc:  2486 /  3210 =  77.445
0, 3  acc: 11248 / 12101 =  92.951
0, 4  acc:  4491 /  5355 =  83.866
0, 5  acc:  2647 /  2980 =  88.826
0, 6  acc:  2531 /  3335 =  75.892
0, 7  acc:  4737 /  5723 =  82.771
1, 0  acc:  1555 /  2203 =  70.586
1, 1  acc:  1588 /  2270 =  69.956
1, 2  acc:   866 /  1216 =  71.217
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1104 /  1627 =  67.855
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1126 /  1537 =  73.260
1, 7  acc:  1462 /  2246 =  65.093
------------------------------------
Average acc: 60640 / 71854 =  84.393
Robust  acc:  1462 /  2246 =  65.093
------------------------------------
Accuracies by groups:
0, 0  acc: 10751 / 12092 =  88.910
0, 1  acc: 12838 / 14179 =  90.542
0, 2  acc:  2486 /  3210 =  77.445
0, 3  acc: 11248 / 12101 =  92.951
0, 4  acc:  4491 /  5355 =  83.866
0, 5  acc:  2647 /  2980 =  88.826
0, 6  acc:  2531 /  3335 =  75.892
0, 7  acc:  4737 /  5723 =  82.771
1, 0  acc:  1555 /  2203 =  70.586
1, 1  acc:  1588 /  2270 =  69.956
1, 2  acc:   866 /  1216 =  71.217
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1104 /  1627 =  67.855
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1126 /  1537 =  73.260
1, 7  acc:  1462 /  2246 =  65.093
------------------------------------
Average acc: 60640 / 71854 =  84.393
Robust  acc:  1462 /  2246 =  65.093
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10751 / 12092 =  88.910
0, 1  acc: 12838 / 14179 =  90.542
0, 2  acc:  2486 /  3210 =  77.445
0, 3  acc: 11248 / 12101 =  92.951
0, 4  acc:  4491 /  5355 =  83.866
0, 5  acc:  2647 /  2980 =  88.826
0, 6  acc:  2531 /  3335 =  75.892
0, 7  acc:  4737 /  5723 =  82.771
1, 0  acc:  1555 /  2203 =  70.586
1, 1  acc:  1588 /  2270 =  69.956
1, 2  acc:   866 /  1216 =  71.217
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1104 /  1627 =  67.855
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1126 /  1537 =  73.260
1, 7  acc:  1462 /  2246 =  65.093
------------------------------------
Average acc: 60640 / 71854 =  84.393
Robust  acc:  1462 /  2246 =  65.093
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.349 | Val Loss: 0.000 | Val Acc: 96.196
Training:
Accuracies by groups:
0, 0  acc: 105788 / 109042 =  97.016
0, 1  acc:  9190 /  9542 =  96.311
0, 2  acc: 13937 / 14679 =  94.945
0, 3  acc:  7149 /  7492 =  95.422
0, 4  acc:  2615 /  3013 =  86.791
0, 5  acc:   293 /   361 =  81.163
0, 6  acc:   336 /   388 =  86.598
0, 7  acc:   373 /   423 =  88.180
0, 8  acc: 10557 / 10931 =  96.579
0, 9  acc:   720 /   759 =  94.862
0, 10  acc:   719 /   761 =  94.481
0, 11  acc:   516 /   539 =  95.733
0, 12  acc:   491 /   564 =  87.057
0, 13  acc:    54 /    61 =  88.525
0, 14  acc:    72 /    81 =  88.889
0, 15  acc:    29 /    36 =  80.556
0, 16  acc:  6165 /  6786 =  90.849
0, 17  acc:   214 /   244 =  87.705
0, 18  acc:   589 /   633 =  93.049
0, 19  acc:   165 /   181 =  91.160
0, 20  acc:   116 /   144 =  80.556
0, 21  acc:    14 /    15 =  93.333
0, 22  acc:    52 /    58 =  89.655
0, 23  acc:     9 /    15 =  60.000
0, 24  acc:   831 /   907 =  91.621
0, 25  acc:    32 /    34 =  94.118
0, 26  acc:    76 /    82 =  92.683
0, 27  acc:    45 /    48 =  93.750
0, 28  acc:    34 /    47 =  72.340
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     4 /     4 = 100.000
0, 31  acc:     1 /     2 =  50.000
0, 32  acc:  2159 /  2279 =  94.735
0, 33  acc:    84 /    92 =  91.304
0, 34  acc:    90 /   100 =  90.000
0, 35  acc:    29 /    30 =  96.667
0, 36  acc:    42 /    46 =  91.304
0, 37  acc:     5 /     7 =  71.429
0, 38  acc:    14 /    14 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   662 /   677 =  97.784
0, 41  acc:    33 /    34 =  97.059
0, 42  acc:    28 /    29 =  96.552
0, 43  acc:    25 /    26 =  96.154
0, 44  acc:    31 /    32 =  96.875
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    15 /    15 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   421 /   459 =  91.721
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    28 /    30 =  93.333
0, 51  acc:    19 /    19 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   415 /   446 =  93.049
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    17 /    23 =  73.913
0, 59  acc:    23 /    24 =  95.833
0, 60  acc:    24 /    26 =  92.308
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     9 /    11 =  81.818
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2610 /  2975 =  87.731
0, 65  acc:   385 /   441 =  87.302
0, 66  acc:   239 /   276 =  86.594
0, 67  acc:   108 /   126 =  85.714
0, 68  acc:    54 /    64 =  84.375
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    28 /    34 =  82.353
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    73 /    77 =  94.805
0, 73  acc:     7 /     9 =  77.778
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    76 /    94 =  80.851
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:     7 /     8 =  87.500
0, 84  acc:    11 /    13 =  84.615
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     6 /     7 =  85.714
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:     7 /    10 =  70.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    71 /    76 =  93.421
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     6 /     7 =  85.714
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    14 /    19 =  73.684
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     6 =  33.333
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6372 /  7038 =  90.537
0, 118  acc:  1512 /  1680 =  90.000
0, 119  acc:   419 /   456 =  91.886
0, 120  acc:   412 /   465 =  88.602
0, 121  acc:    65 /    82 =  79.268
0, 122  acc:    34 /    41 =  82.927
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    16 /    21 =  76.190
0, 125  acc:   393 /   420 =  93.571
0, 126  acc:    93 /   105 =  88.571
0, 127  acc:    27 /    27 = 100.000
0, 128  acc:    29 /    32 =  90.625
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     3 /     5 =  60.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   202 /   238 =  84.874
0, 134  acc:    48 /    57 =  84.211
0, 135  acc:    26 /    31 =  83.871
0, 136  acc:    22 /    25 =  88.000
0, 137  acc:     1 /     7 =  14.286
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    46 /    58 =  79.310
0, 142  acc:     9 /    13 =  69.231
0, 143  acc:     4 /     6 =  66.667
0, 144  acc:     8 /    10 =  80.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   129 /   137 =  94.161
0, 149  acc:    12 /    15 =  80.000
0, 150  acc:     5 /     7 =  71.429
0, 151  acc:     6 /    10 =  60.000
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    35 /    37 =  94.595
0, 155  acc:     1 /     2 =  50.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    29 /    34 =  85.294
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    23 =  86.957
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     6 /     7 =  85.714
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1584 /  1874 =  84.525
0, 170  acc:   363 /   433 =  83.834
0, 171  acc:   109 /   129 =  84.496
0, 172  acc:   151 /   176 =  85.795
0, 173  acc:    17 /    22 =  77.273
0, 174  acc:     7 /    10 =  70.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:     7 /    12 =  58.333
0, 177  acc:    63 /    70 =  90.000
0, 178  acc:    12 /    15 =  80.000
0, 179  acc:    13 /    14 =  92.857
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     5 /     6 =  83.333
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    49 /    57 =  85.965
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     3 /     4 =  75.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    19 /    25 =  76.000
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    41 /    51 =  80.392
0, 197  acc:    12 /    13 =  92.308
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     5 /     7 =  71.429
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    35 /    37 =  94.595
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     4 =  50.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     4 =   0.000
0, 214  acc:     0 /     3 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 30090 / 33146 =  90.780
1, 1  acc:  3254 /  3616 =  89.989
1, 2  acc:  5331 /  6057 =  88.014
1, 3  acc:  2164 /  2523 =  85.771
1, 4  acc:  2624 /  2968 =  88.410
1, 5  acc:   451 /   511 =  88.258
1, 6  acc:   262 /   301 =  87.043
1, 7  acc:   343 /   371 =  92.453
1, 8  acc:  2647 /  3061 =  86.475
1, 9  acc:   202 /   232 =  87.069
1, 10  acc:   235 /   278 =  84.532
1, 11  acc:   130 /   154 =  84.416
1, 12  acc:   417 /   469 =  88.913
1, 13  acc:    63 /    74 =  85.135
1, 14  acc:    73 /    89 =  82.022
1, 15  acc:    77 /    90 =  85.556
1, 16  acc:  4036 /  4651 =  86.777
1, 17  acc:   142 /   157 =  90.446
1, 18  acc:   344 /   386 =  89.119
1, 19  acc:   117 /   142 =  82.394
1, 20  acc:   175 /   188 =  93.085
1, 21  acc:    27 /    27 = 100.000
1, 22  acc:    59 /    71 =  83.099
1, 23  acc:    26 /    30 =  86.667
1, 24  acc:   468 /   561 =  83.422
1, 25  acc:     9 /    12 =  75.000
1, 26  acc:    52 /    57 =  91.228
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    94 /   102 =  92.157
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:     9 /    10 =  90.000
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:   740 /   873 =  84.765
1, 33  acc:    46 /    51 =  90.196
1, 34  acc:    24 /    30 =  80.000
1, 35  acc:    12 /    15 =  80.000
1, 36  acc:    27 /    32 =  84.375
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    25 /    25 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   193 /   231 =  83.550
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     6 /    10 =  60.000
1, 43  acc:    13 /    17 =  76.471
1, 44  acc:     9 /    10 =  90.000
1, 45  acc:     2 /     5 =  40.000
1, 46  acc:     9 /    10 =  90.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   269 /   321 =  83.801
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    25 /    31 =  80.645
1, 51  acc:     4 /     4 = 100.000
1, 52  acc:     5 /     5 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    14 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   209 /   241 =  86.722
1, 57  acc:     8 /    10 =  80.000
1, 58  acc:     8 /    10 =  80.000
1, 59  acc:     8 /     9 =  88.889
1, 60  acc:    15 /    16 =  93.750
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     6 /     7 =  85.714
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2804 /  3116 =  89.987
1, 65  acc:   418 /   474 =  88.186
1, 66  acc:   238 /   265 =  89.811
1, 67  acc:    98 /   107 =  91.589
1, 68  acc:   138 /   147 =  93.878
1, 69  acc:    32 /    32 = 100.000
1, 70  acc:    45 /    51 =  88.235
1, 71  acc:    13 /    14 =  92.857
1, 72  acc:    75 /    79 =  94.937
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     5 /     9 =  55.556
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    93 /   103 =  90.291
1, 81  acc:    19 /    22 =  86.364
1, 82  acc:    31 /    37 =  83.784
1, 83  acc:     2 /     4 =  50.000
1, 84  acc:     0 /     0 =     nan
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    20 =  90.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     5 /     5 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    66 /    85 =  77.647
1, 95  acc:     6 /     9 =  66.667
1, 96  acc:     6 /     7 =  85.714
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     6 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    19 =  89.474
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    21 /    22 =  95.455
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    10 =  90.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     1 /     4 =  25.000
1, 112  acc:     4 /     5 =  80.000
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:  4135 /  4918 =  84.079
1, 118  acc:  1050 /  1190 =  88.235
1, 119  acc:   266 /   307 =  86.645
1, 120  acc:   279 /   330 =  84.545
1, 121  acc:    71 /    79 =  89.873
1, 122  acc:    44 /    51 =  86.275
1, 123  acc:    10 /    15 =  66.667
1, 124  acc:    23 /    26 =  88.462
1, 125  acc:   204 /   250 =  81.600
1, 126  acc:    68 /    77 =  88.312
1, 127  acc:     9 /    12 =  75.000
1, 128  acc:    16 /    21 =  76.190
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     3 /     4 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     8 =  87.500
1, 133  acc:   257 /   278 =  92.446
1, 134  acc:    45 /    54 =  83.333
1, 135  acc:    17 /    19 =  89.474
1, 136  acc:    15 /    17 =  88.235
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     7 /     7 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    52 /    68 =  76.471
1, 142  acc:     9 /    12 =  75.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   100 /   119 =  84.034
1, 149  acc:    10 /    12 =  83.333
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:    11 /    16 =  68.750
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     5 /     7 =  71.429
1, 154  acc:    13 /    18 =  72.222
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     6 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    10 /    13 =  76.923
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    17 /    18 =  94.444
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1738 /  2015 =  86.253
1, 170  acc:   340 /   398 =  85.427
1, 171  acc:   144 /   162 =  88.889
1, 172  acc:   123 /   138 =  89.130
1, 173  acc:    30 /    34 =  88.235
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     1 /     1 = 100.000
1, 176  acc:    19 /    31 =  61.290
1, 177  acc:    46 /    53 =  86.792
1, 178  acc:     6 /    11 =  54.545
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     2 /     2 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /    13 =  61.538
1, 184  acc:    62 /    72 =  86.111
1, 185  acc:    23 /    27 =  85.185
1, 186  acc:    12 /    13 =  92.308
1, 187  acc:     2 /     3 =  66.667
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    10 /    11 =  90.909
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    43 /    52 =  82.692
1, 197  acc:     6 /     7 =  85.714
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:     6 /     9 =  66.667
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /     8 =  87.500
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     4 /     5 =  80.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251145 / 269038 =  93.349
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24424 / 25373 =  96.260
0, 1  acc: 30143 / 31282 =  96.359
0, 2  acc:  5959 /  6155 =  96.816
0, 3  acc: 23355 / 24292 =  96.143
0, 4  acc: 10454 / 10829 =  96.537
0, 5  acc:  5315 /  5541 =  95.921
0, 6  acc:  6533 /  6785 =  96.286
0, 7  acc: 11528 / 12016 =  95.939
1, 0  acc:  4273 /  4437 =  96.304
1, 1  acc:  4761 /  4962 =  95.949
1, 2  acc:  2180 /  2265 =  96.247
1, 3  acc:  2355 /  2446 =  96.280
1, 4  acc:  3006 /  3125 =  96.192
1, 5  acc:   962 /  1003 =  95.912
1, 6  acc:  2981 /  3111 =  95.821
1, 7  acc:  4497 /  4682 =  96.049
--------------------------------------
Average acc: 142726 / 148304 =  96.239
Robust  acc:  2981 /  3111 =  95.821
--------------------------------------
New max robust acc: 95.8212793314047
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed19.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed19.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.635 | Best Acc: 93.761
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11005 / 12092 =  91.011
0, 1  acc: 12968 / 14179 =  91.459
0, 2  acc:  2574 /  3210 =  80.187
0, 3  acc: 11346 / 12101 =  93.761
0, 4  acc:  4507 /  5355 =  84.164
0, 5  acc:  2682 /  2980 =  90.000
0, 6  acc:  2577 /  3335 =  77.271
0, 7  acc:  4635 /  5723 =  80.989
1, 0  acc:  1474 /  2203 =  66.909
1, 1  acc:  1490 /  2270 =  65.639
1, 2  acc:   784 /  1216 =  64.474
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1071 /  1627 =  65.827
1, 5  acc:   334 /   520 =  64.231
1, 6  acc:  1101 /  1537 =  71.633
1, 7  acc:  1475 /  2246 =  65.672
------------------------------------
Average acc: 60787 / 71854 =  84.598
Robust  acc:   764 /  1260 =  60.635
------------------------------------
Accuracies by groups:
0, 0  acc: 11005 / 12092 =  91.011
0, 1  acc: 12968 / 14179 =  91.459
0, 2  acc:  2574 /  3210 =  80.187
0, 3  acc: 11346 / 12101 =  93.761
0, 4  acc:  4507 /  5355 =  84.164
0, 5  acc:  2682 /  2980 =  90.000
0, 6  acc:  2577 /  3335 =  77.271
0, 7  acc:  4635 /  5723 =  80.989
1, 0  acc:  1474 /  2203 =  66.909
1, 1  acc:  1490 /  2270 =  65.639
1, 2  acc:   784 /  1216 =  64.474
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1071 /  1627 =  65.827
1, 5  acc:   334 /   520 =  64.231
1, 6  acc:  1101 /  1537 =  71.633
1, 7  acc:  1475 /  2246 =  65.672
------------------------------------
Average acc: 60787 / 71854 =  84.598
Robust  acc:   764 /  1260 =  60.635
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11005 / 12092 =  91.011
0, 1  acc: 12968 / 14179 =  91.459
0, 2  acc:  2574 /  3210 =  80.187
0, 3  acc: 11346 / 12101 =  93.761
0, 4  acc:  4507 /  5355 =  84.164
0, 5  acc:  2682 /  2980 =  90.000
0, 6  acc:  2577 /  3335 =  77.271
0, 7  acc:  4635 /  5723 =  80.989
1, 0  acc:  1474 /  2203 =  66.909
1, 1  acc:  1490 /  2270 =  65.639
1, 2  acc:   784 /  1216 =  64.474
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1071 /  1627 =  65.827
1, 5  acc:   334 /   520 =  64.231
1, 6  acc:  1101 /  1537 =  71.633
1, 7  acc:  1475 /  2246 =  65.672
------------------------------------
Average acc: 60787 / 71854 =  84.598
Robust  acc:   764 /  1260 =  60.635
------------------------------------

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: 96.397 | Val Loss: 0.000 | Val Acc: 98.074
Training:
Accuracies by groups:
0, 0  acc: 107379 / 109374 =  98.176
0, 1  acc:  8987 /  9179 =  97.908
0, 2  acc: 14283 / 14692 =  97.216
0, 3  acc:  7184 /  7365 =  97.542
0, 4  acc:  2757 /  2980 =  92.517
0, 5  acc:   329 /   378 =  87.037
0, 6  acc:   349 /   376 =  92.819
0, 7  acc:   374 /   400 =  93.500
0, 8  acc: 11003 / 11234 =  97.944
0, 9  acc:   713 /   734 =  97.139
0, 10  acc:   783 /   800 =  97.875
0, 11  acc:   540 /   560 =  96.429
0, 12  acc:   517 /   563 =  91.829
0, 13  acc:    71 /    75 =  94.667
0, 14  acc:    74 /    79 =  93.671
0, 15  acc:    39 /    46 =  84.783
0, 16  acc:  6330 /  6677 =  94.803
0, 17  acc:   225 /   234 =  96.154
0, 18  acc:   638 /   672 =  94.940
0, 19  acc:   179 /   191 =  93.717
0, 20  acc:   123 /   138 =  89.130
0, 21  acc:    11 /    12 =  91.667
0, 22  acc:    70 /    76 =  92.105
0, 23  acc:    13 /    15 =  86.667
0, 24  acc:   818 /   876 =  93.379
0, 25  acc:    44 /    45 =  97.778
0, 26  acc:    88 /    90 =  97.778
0, 27  acc:    20 /    22 =  90.909
0, 28  acc:    53 /    58 =  91.379
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     2 /     3 =  66.667
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2262 /  2310 =  97.922
0, 33  acc:    92 /    99 =  92.929
0, 34  acc:   104 /   109 =  95.413
0, 35  acc:    25 /    26 =  96.154
0, 36  acc:    30 /    34 =  88.235
0, 37  acc:    10 /    11 =  90.909
0, 38  acc:    17 /    17 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   651 /   667 =  97.601
0, 41  acc:    30 /    30 = 100.000
0, 42  acc:    23 /    23 = 100.000
0, 43  acc:    28 /    28 = 100.000
0, 44  acc:    17 /    17 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   392 /   410 =  95.610
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    20 /    23 =  86.957
0, 51  acc:    19 /    20 =  95.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     4 /     4 = 100.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   415 /   438 =  94.749
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    20 /    25 =  80.000
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    18 /    21 =  85.714
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     3 /     3 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2658 /  2867 =  92.710
0, 65  acc:   410 /   439 =  93.394
0, 66  acc:   279 /   310 =  90.000
0, 67  acc:   134 /   141 =  95.035
0, 68  acc:    63 /    69 =  91.304
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    21 /    26 =  80.769
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    88 /    89 =  98.876
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     5 /     8 =  62.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    78 /    88 =  88.636
0, 81  acc:     6 /    11 =  54.545
0, 82  acc:    17 /    17 = 100.000
0, 83  acc:     7 /     8 =  87.500
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    11 /    13 =  84.615
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    11 /    12 =  91.667
0, 89  acc:     0 /     0 =     nan
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:    56 /    61 =  91.803
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    14 /    16 =  87.500
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    15 /    17 =  88.235
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    12 /    14 =  85.714
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     1 /     2 =  50.000
0, 112  acc:     4 /     7 =  57.143
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7039 /  7412 =  94.968
0, 118  acc:  1596 /  1685 =  94.718
0, 119  acc:   400 /   419 =  95.465
0, 120  acc:   393 /   417 =  94.245
0, 121  acc:    69 /    81 =  85.185
0, 122  acc:    33 /    35 =  94.286
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    31 /    32 =  96.875
0, 125  acc:   419 /   437 =  95.881
0, 126  acc:   108 /   112 =  96.429
0, 127  acc:    24 /    26 =  92.308
0, 128  acc:    32 /    36 =  88.889
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     8 /     8 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   230 /   248 =  92.742
0, 134  acc:    50 /    58 =  86.207
0, 135  acc:    29 /    30 =  96.667
0, 136  acc:    19 /    24 =  79.167
0, 137  acc:     9 /    11 =  81.818
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    48 /    56 =  85.714
0, 142  acc:     5 /     7 =  71.429
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   124 =  98.387
0, 149  acc:    22 /    23 =  95.652
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    11 /    14 =  78.571
0, 152  acc:     1 /     3 =  33.333
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    42 /    45 =  93.333
0, 155  acc:     9 /    11 =  81.818
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    25 /    31 =  80.645
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    19 =  94.737
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1739 /  1919 =  90.620
0, 170  acc:   359 /   396 =  90.657
0, 171  acc:   125 /   132 =  94.697
0, 172  acc:   151 /   166 =  90.964
0, 173  acc:    18 /    20 =  90.000
0, 174  acc:    12 /    13 =  92.308
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:    18 /    24 =  75.000
0, 177  acc:    83 /    86 =  96.512
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:    11 /    12 =  91.667
0, 180  acc:     7 /     8 =  87.500
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    60 /    62 =  96.774
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     9 /    11 =  81.818
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    33 =  93.939
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     4 /     5 =  80.000
0, 196  acc:    45 /    49 =  91.837
0, 197  acc:     9 /     9 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    20 /    20 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:    10 /    11 =  90.909
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     5 =  40.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     5 =  80.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 31490 / 32999 =  95.427
1, 1  acc:  3421 /  3595 =  95.160
1, 2  acc:  5712 /  6066 =  94.164
1, 3  acc:  2382 /  2556 =  93.192
1, 4  acc:  2818 /  2991 =  94.216
1, 5  acc:   501 /   529 =  94.707
1, 6  acc:   281 /   306 =  91.830
1, 7  acc:   325 /   343 =  94.752
1, 8  acc:  2839 /  3055 =  92.930
1, 9  acc:   205 /   211 =  97.156
1, 10  acc:   251 /   267 =  94.007
1, 11  acc:   140 /   154 =  90.909
1, 12  acc:   408 /   436 =  93.578
1, 13  acc:    60 /    67 =  89.552
1, 14  acc:    72 /    76 =  94.737
1, 15  acc:    73 /    81 =  90.123
1, 16  acc:  4254 /  4580 =  92.882
1, 17  acc:   168 /   178 =  94.382
1, 18  acc:   341 /   361 =  94.460
1, 19  acc:   120 /   135 =  88.889
1, 20  acc:   184 /   191 =  96.335
1, 21  acc:    30 /    30 = 100.000
1, 22  acc:    68 /    78 =  87.179
1, 23  acc:    18 /    18 = 100.000
1, 24  acc:   528 /   579 =  91.192
1, 25  acc:    12 /    14 =  85.714
1, 26  acc:    53 /    57 =  92.982
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    99 /   100 =  99.000
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:     7 /     7 = 100.000
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:   915 /   975 =  93.846
1, 33  acc:    46 /    48 =  95.833
1, 34  acc:    31 /    36 =  86.111
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    36 /    36 = 100.000
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    17 /    18 =  94.444
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   223 /   235 =  94.894
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     0 /     2 =   0.000
1, 43  acc:    18 /    20 =  90.000
1, 44  acc:    15 /    16 =  93.750
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   290 /   308 =  94.156
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    25 /    25 = 100.000
1, 51  acc:    16 /    18 =  88.889
1, 52  acc:     4 /     4 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    19 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   230 /   250 =  92.000
1, 57  acc:    13 /    14 =  92.857
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:     5 /     5 = 100.000
1, 60  acc:    13 /    14 =  92.857
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2971 /  3127 =  95.011
1, 65  acc:   387 /   413 =  93.705
1, 66  acc:   260 /   280 =  92.857
1, 67  acc:    73 /    81 =  90.123
1, 68  acc:   111 /   121 =  91.736
1, 69  acc:    21 /    22 =  95.455
1, 70  acc:    56 /    58 =  96.552
1, 71  acc:    18 /    18 = 100.000
1, 72  acc:    81 /    88 =  92.045
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    11 /    12 =  91.667
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    89 /    97 =  91.753
1, 81  acc:    11 /    13 =  84.615
1, 82  acc:    29 /    31 =  93.548
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    18 =  94.444
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    17 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    80 /    88 =  90.909
1, 95  acc:     9 /     9 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    11 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    18 /    19 =  94.737
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    12 /    13 =  92.308
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     6 /     6 = 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:  4516 /  4882 =  92.503
1, 118  acc:  1075 /  1145 =  93.886
1, 119  acc:   298 /   309 =  96.440
1, 120  acc:   276 /   291 =  94.845
1, 121  acc:    96 /   103 =  93.204
1, 122  acc:    39 /    45 =  86.667
1, 123  acc:    17 /    19 =  89.474
1, 124  acc:    16 /    19 =  84.211
1, 125  acc:   274 /   302 =  90.728
1, 126  acc:    66 /    80 =  82.500
1, 127  acc:    10 /    14 =  71.429
1, 128  acc:    22 /    25 =  88.000
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:   251 /   275 =  91.273
1, 134  acc:    41 /    43 =  95.349
1, 135  acc:    24 /    24 = 100.000
1, 136  acc:    17 /    20 =  85.000
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:    61 /    67 =  91.045
1, 142  acc:    12 /    12 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     4 /     6 =  66.667
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   110 /   120 =  91.667
1, 149  acc:    11 /    12 =  91.667
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:     3 /     6 =  50.000
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    32 /    33 =  96.970
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    27 = 100.000
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:    22 /    23 =  95.652
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:  1880 /  2026 =  92.794
1, 170  acc:   364 /   388 =  93.814
1, 171  acc:   136 /   147 =  92.517
1, 172  acc:   124 /   134 =  92.537
1, 173  acc:    30 /    36 =  83.333
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    22 /    24 =  91.667
1, 177  acc:    47 /    52 =  90.385
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     5 /     6 =  83.333
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    65 /    69 =  94.203
1, 185  acc:    15 /    15 = 100.000
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:     4 /     4 = 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:    49 /    56 =  87.500
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    13 =  84.615
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     4 /     7 =  57.143
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     9 =  88.889
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259344 / 269038 =  96.397
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24904 / 25373 =  98.152
0, 1  acc: 30752 / 31282 =  98.306
0, 2  acc:  6021 /  6155 =  97.823
0, 3  acc: 23844 / 24292 =  98.156
0, 4  acc: 10622 / 10829 =  98.088
0, 5  acc:  5432 /  5541 =  98.033
0, 6  acc:  6648 /  6785 =  97.981
0, 7  acc: 11762 / 12016 =  97.886
1, 0  acc:  4359 /  4437 =  98.242
1, 1  acc:  4872 /  4962 =  98.186
1, 2  acc:  2219 /  2265 =  97.969
1, 3  acc:  2404 /  2446 =  98.283
1, 4  acc:  3076 /  3125 =  98.432
1, 5  acc:   986 /  1003 =  98.305
1, 6  acc:  3062 /  3111 =  98.425
1, 7  acc:  4602 /  4682 =  98.291
--------------------------------------
Average acc: 145565 / 148304 =  98.153
Robust  acc:  6021 /  6155 =  97.823
--------------------------------------
New max robust acc: 97.82290820471161
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed19.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed19.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.609 | Best Acc: 94.133
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11124 / 12092 =  91.995
0, 1  acc: 13123 / 14179 =  92.552
0, 2  acc:  2661 /  3210 =  82.897
0, 3  acc: 11391 / 12101 =  94.133
0, 4  acc:  4634 /  5355 =  86.536
0, 5  acc:  2697 /  2980 =  90.503
0, 6  acc:  2659 /  3335 =  79.730
0, 7  acc:  4719 /  5723 =  82.457
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   737 /  1216 =  60.609
1, 3  acc:   771 /  1260 =  61.190
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1054 /  1537 =  68.575
1, 7  acc:  1459 /  2246 =  64.960
------------------------------------
Average acc: 61257 / 71854 =  85.252
Robust  acc:   737 /  1216 =  60.609
------------------------------------
Accuracies by groups:
0, 0  acc: 11124 / 12092 =  91.995
0, 1  acc: 13123 / 14179 =  92.552
0, 2  acc:  2661 /  3210 =  82.897
0, 3  acc: 11391 / 12101 =  94.133
0, 4  acc:  4634 /  5355 =  86.536
0, 5  acc:  2697 /  2980 =  90.503
0, 6  acc:  2659 /  3335 =  79.730
0, 7  acc:  4719 /  5723 =  82.457
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   737 /  1216 =  60.609
1, 3  acc:   771 /  1260 =  61.190
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1054 /  1537 =  68.575
1, 7  acc:  1459 /  2246 =  64.960
------------------------------------
Average acc: 61257 / 71854 =  85.252
Robust  acc:   737 /  1216 =  60.609
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11124 / 12092 =  91.995
0, 1  acc: 13123 / 14179 =  92.552
0, 2  acc:  2661 /  3210 =  82.897
0, 3  acc: 11391 / 12101 =  94.133
0, 4  acc:  4634 /  5355 =  86.536
0, 5  acc:  2697 /  2980 =  90.503
0, 6  acc:  2659 /  3335 =  79.730
0, 7  acc:  4719 /  5723 =  82.457
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   737 /  1216 =  60.609
1, 3  acc:   771 /  1260 =  61.190
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1054 /  1537 =  68.575
1, 7  acc:  1459 /  2246 =  64.960
------------------------------------
Average acc: 61257 / 71854 =  85.252
Robust  acc:   737 /  1216 =  60.609
------------------------------------

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: 97.867 | Val Loss: 0.000 | Val Acc: 99.070
Training:
Accuracies by groups:
0, 0  acc: 107664 / 108868 =  98.894
0, 1  acc:  9333 /  9476 =  98.491
0, 2  acc: 14441 / 14699 =  98.245
0, 3  acc:  7415 /  7544 =  98.290
0, 4  acc:  2951 /  3064 =  96.312
0, 5  acc:   358 /   378 =  94.709
0, 6  acc:   383 /   395 =  96.962
0, 7  acc:   372 /   394 =  94.416
0, 8  acc: 10940 / 11082 =  98.719
0, 9  acc:   799 /   807 =  99.009
0, 10  acc:   767 /   778 =  98.586
0, 11  acc:   510 /   519 =  98.266
0, 12  acc:   585 /   614 =  95.277
0, 13  acc:    58 /    61 =  95.082
0, 14  acc:    82 /    85 =  96.471
0, 15  acc:    41 /    45 =  91.111
0, 16  acc:  6543 /  6721 =  97.352
0, 17  acc:   214 /   222 =  96.396
0, 18  acc:   597 /   618 =  96.602
0, 19  acc:   198 /   206 =  96.117
0, 20  acc:   131 /   140 =  93.571
0, 21  acc:     9 /    11 =  81.818
0, 22  acc:    65 /    68 =  95.588
0, 23  acc:     9 /    13 =  69.231
0, 24  acc:   886 /   925 =  95.784
0, 25  acc:    42 /    43 =  97.674
0, 26  acc:    84 /    86 =  97.674
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    53 /    58 =  91.379
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     4 /     7 =  57.143
0, 31  acc:     8 /     9 =  88.889
0, 32  acc:  2279 /  2315 =  98.445
0, 33  acc:   116 /   119 =  97.479
0, 34  acc:   109 /   110 =  99.091
0, 35  acc:    37 /    37 = 100.000
0, 36  acc:    45 /    45 = 100.000
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    19 /    20 =  95.000
0, 39  acc:     4 /     4 = 100.000
0, 40  acc:   627 /   641 =  97.816
0, 41  acc:    30 /    30 = 100.000
0, 42  acc:    25 /    25 = 100.000
0, 43  acc:    29 /    29 = 100.000
0, 44  acc:    18 /    18 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    14 /    14 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   424 /   446 =  95.067
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    21 /    25 =  84.000
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   369 /   384 =  96.094
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    20 /    22 =  90.909
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    30 /    30 = 100.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     4 /     5 =  80.000
0, 63  acc:     4 /     4 = 100.000
0, 64  acc:  2791 /  2903 =  96.142
0, 65  acc:   418 /   437 =  95.652
0, 66  acc:   271 /   280 =  96.786
0, 67  acc:   121 /   126 =  96.032
0, 68  acc:    69 /    76 =  90.789
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    88 /    92 =  95.652
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:     8 /     9 =  88.889
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    96 /   102 =  94.118
0, 81  acc:    14 /    14 = 100.000
0, 82  acc:    13 /    15 =  86.667
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     6 /     7 =  85.714
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    10 /    11 =  90.909
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    82 /    84 =  97.619
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     9 /     9 = 100.000
0, 99  acc:     6 /     6 = 100.000
0, 100  acc:     5 /     5 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    20 /    22 =  90.909
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     6 /     7 =  85.714
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     6 /     6 = 100.000
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:  7132 /  7334 =  97.246
0, 118  acc:  1747 /  1812 =  96.413
0, 119  acc:   401 /   415 =  96.627
0, 120  acc:   428 /   443 =  96.614
0, 121  acc:    66 /    71 =  92.958
0, 122  acc:    35 /    36 =  97.222
0, 123  acc:    14 /    14 = 100.000
0, 124  acc:    21 /    21 = 100.000
0, 125  acc:   484 /   492 =  98.374
0, 126  acc:    97 /   108 =  89.815
0, 127  acc:    23 /    26 =  88.462
0, 128  acc:    49 /    49 = 100.000
0, 129  acc:    11 /    11 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   215 /   224 =  95.982
0, 134  acc:    41 /    47 =  87.234
0, 135  acc:    30 /    30 = 100.000
0, 136  acc:    29 /    30 =  96.667
0, 137  acc:    12 /    13 =  92.308
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    58 /    60 =  96.667
0, 142  acc:    10 /    10 = 100.000
0, 143  acc:     4 /     4 = 100.000
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:   120 /   124 =  96.774
0, 149  acc:    23 /    24 =  95.833
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     7 /     8 =  87.500
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    42 /    43 =  97.674
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    28 /    30 =  93.333
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1793 /  1895 =  94.617
0, 170  acc:   373 /   396 =  94.192
0, 171  acc:   131 /   136 =  96.324
0, 172  acc:   180 /   190 =  94.737
0, 173  acc:    14 /    17 =  82.353
0, 174  acc:     7 /     8 =  87.500
0, 175  acc:    10 /    10 = 100.000
0, 176  acc:    16 /    18 =  88.889
0, 177  acc:    74 /    78 =  94.872
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     8 /     9 =  88.889
0, 184  acc:    56 /    57 =  98.246
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     6 /     6 = 100.000
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    30 = 100.000
0, 192  acc:     3 /     4 =  75.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     4 /     4 = 100.000
0, 196  acc:    43 /    43 = 100.000
0, 197  acc:    11 /    11 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    26 /    28 =  92.857
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     3 /     4 =  75.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 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:     3 /     3 = 100.000
1, 0  acc: 32310 / 33209 =  97.293
1, 1  acc:  3361 /  3473 =  96.775
1, 2  acc:  5921 /  6124 =  96.685
1, 3  acc:  2429 /  2527 =  96.122
1, 4  acc:  2799 /  2891 =  96.818
1, 5  acc:   528 /   545 =  96.881
1, 6  acc:   286 /   294 =  97.279
1, 7  acc:   345 /   358 =  96.369
1, 8  acc:  2951 /  3067 =  96.218
1, 9  acc:   175 /   180 =  97.222
1, 10  acc:   253 /   266 =  95.113
1, 11  acc:   136 /   142 =  95.775
1, 12  acc:   393 /   407 =  96.560
1, 13  acc:    66 /    68 =  97.059
1, 14  acc:    57 /    61 =  93.443
1, 15  acc:    60 /    63 =  95.238
1, 16  acc:  4397 /  4579 =  96.025
1, 17  acc:   151 /   155 =  97.419
1, 18  acc:   328 /   341 =  96.188
1, 19  acc:   114 /   122 =  93.443
1, 20  acc:   150 /   155 =  96.774
1, 21  acc:    28 /    28 = 100.000
1, 22  acc:    80 /    84 =  95.238
1, 23  acc:    14 /    16 =  87.500
1, 24  acc:   559 /   586 =  95.392
1, 25  acc:    14 /    14 = 100.000
1, 26  acc:    51 /    52 =  98.077
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    70 /    73 =  95.890
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:     8 /     8 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   900 /   938 =  95.949
1, 33  acc:    45 /    47 =  95.745
1, 34  acc:    36 /    37 =  97.297
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    23 /    24 =  95.833
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    26 /    26 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   237 /   245 =  96.735
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     5 /     5 = 100.000
1, 43  acc:     6 /     7 =  85.714
1, 44  acc:    27 /    27 = 100.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     4 /     5 =  80.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   325 /   338 =  96.154
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    29 /    30 =  96.667
1, 51  acc:    17 /    18 =  94.444
1, 52  acc:     8 /     9 =  88.889
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    23 /    23 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   222 /   233 =  95.279
1, 57  acc:    10 /    11 =  90.909
1, 58  acc:    14 /    14 = 100.000
1, 59  acc:     6 /     8 =  75.000
1, 60  acc:    16 /    17 =  94.118
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3013 /  3123 =  96.478
1, 65  acc:   423 /   438 =  96.575
1, 66  acc:   258 /   269 =  95.911
1, 67  acc:   117 /   121 =  96.694
1, 68  acc:   133 /   141 =  94.326
1, 69  acc:    26 /    27 =  96.296
1, 70  acc:    45 /    46 =  97.826
1, 71  acc:    15 /    16 =  93.750
1, 72  acc:    54 /    54 = 100.000
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    14 /    14 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   127 /   131 =  96.947
1, 81  acc:    10 /    12 =  83.333
1, 82  acc:    30 /    30 = 100.000
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     3 /     4 =  75.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    21 /    21 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    14 /    14 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    70 /    72 =  97.222
1, 95  acc:     6 /     6 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     6 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    19 =  89.474
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    13 /    14 =  92.857
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:  4612 /  4826 =  95.566
1, 118  acc:  1073 /  1115 =  96.233
1, 119  acc:   280 /   290 =  96.552
1, 120  acc:   333 /   346 =  96.243
1, 121  acc:    85 /    90 =  94.444
1, 122  acc:    47 /    48 =  97.917
1, 123  acc:    17 /    17 = 100.000
1, 124  acc:    26 /    28 =  92.857
1, 125  acc:   308 /   324 =  95.062
1, 126  acc:    85 /    90 =  94.444
1, 127  acc:     8 /     9 =  88.889
1, 128  acc:    25 /    27 =  92.593
1, 129  acc:    18 /    18 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   264 /   270 =  97.778
1, 134  acc:    55 /    59 =  93.220
1, 135  acc:    16 /    16 = 100.000
1, 136  acc:    16 /    18 =  88.889
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    77 /    80 =  96.250
1, 142  acc:     8 /     8 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   110 /   116 =  94.828
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:    10 /    13 =  76.923
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    25 /    27 =  92.593
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    13 /    13 = 100.000
1, 160  acc:     5 /     5 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    21 /    21 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1958 /  2026 =  96.644
1, 170  acc:   399 /   415 =  96.145
1, 171  acc:   150 /   151 =  99.338
1, 172  acc:   132 /   136 =  97.059
1, 173  acc:    22 /    23 =  95.652
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    21 /    24 =  87.500
1, 177  acc:    44 /    44 = 100.000
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     5 /     6 =  83.333
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     7 /     7 = 100.000
1, 184  acc:    85 /    88 =  96.591
1, 185  acc:    21 /    23 =  91.304
1, 186  acc:    13 /    13 = 100.000
1, 187  acc:     2 /     3 =  66.667
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    59 /    64 =  92.188
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     8 =  87.500
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    12 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263300 / 269038 =  97.867
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25116 / 25373 =  98.987
0, 1  acc: 31010 / 31282 =  99.130
0, 2  acc:  6096 /  6155 =  99.041
0, 3  acc: 24069 / 24292 =  99.082
0, 4  acc: 10741 / 10829 =  99.187
0, 5  acc:  5491 /  5541 =  99.098
0, 6  acc:  6733 /  6785 =  99.234
0, 7  acc: 11889 / 12016 =  98.943
1, 0  acc:  4401 /  4437 =  99.189
1, 1  acc:  4917 /  4962 =  99.093
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2425 /  2446 =  99.141
1, 4  acc:  3107 /  3125 =  99.424
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3077 /  3111 =  98.907
1, 7  acc:  4641 /  4682 =  99.124
--------------------------------------
Average acc: 146961 / 148304 =  99.094
Robust  acc:  3077 /  3111 =  98.907
--------------------------------------
New max robust acc: 98.90710382513662
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed19.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed19.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: 55.159 | Best Acc: 95.686
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11305 / 12092 =  93.492
0, 1  acc: 13394 / 14179 =  94.464
0, 2  acc:  2775 /  3210 =  86.449
0, 3  acc: 11579 / 12101 =  95.686
0, 4  acc:  4733 /  5355 =  88.385
0, 5  acc:  2756 /  2980 =  92.483
0, 6  acc:  2752 /  3335 =  82.519
0, 7  acc:  4894 /  5723 =  85.515
1, 0  acc:  1310 /  2203 =  59.464
1, 1  acc:  1321 /  2270 =  58.194
1, 2  acc:   705 /  1216 =  57.977
1, 3  acc:   695 /  1260 =  55.159
1, 4  acc:   953 /  1627 =  58.574
1, 5  acc:   298 /   520 =  57.308
1, 6  acc:  1012 /  1537 =  65.843
1, 7  acc:  1391 /  2246 =  61.932
------------------------------------
Average acc: 61873 / 71854 =  86.109
Robust  acc:   695 /  1260 =  55.159
------------------------------------
Accuracies by groups:
0, 0  acc: 11305 / 12092 =  93.492
0, 1  acc: 13394 / 14179 =  94.464
0, 2  acc:  2775 /  3210 =  86.449
0, 3  acc: 11579 / 12101 =  95.686
0, 4  acc:  4733 /  5355 =  88.385
0, 5  acc:  2756 /  2980 =  92.483
0, 6  acc:  2752 /  3335 =  82.519
0, 7  acc:  4894 /  5723 =  85.515
1, 0  acc:  1310 /  2203 =  59.464
1, 1  acc:  1321 /  2270 =  58.194
1, 2  acc:   705 /  1216 =  57.977
1, 3  acc:   695 /  1260 =  55.159
1, 4  acc:   953 /  1627 =  58.574
1, 5  acc:   298 /   520 =  57.308
1, 6  acc:  1012 /  1537 =  65.843
1, 7  acc:  1391 /  2246 =  61.932
------------------------------------
Average acc: 61873 / 71854 =  86.109
Robust  acc:   695 /  1260 =  55.159
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11305 / 12092 =  93.492
0, 1  acc: 13394 / 14179 =  94.464
0, 2  acc:  2775 /  3210 =  86.449
0, 3  acc: 11579 / 12101 =  95.686
0, 4  acc:  4733 /  5355 =  88.385
0, 5  acc:  2756 /  2980 =  92.483
0, 6  acc:  2752 /  3335 =  82.519
0, 7  acc:  4894 /  5723 =  85.515
1, 0  acc:  1310 /  2203 =  59.464
1, 1  acc:  1321 /  2270 =  58.194
1, 2  acc:   705 /  1216 =  57.977
1, 3  acc:   695 /  1260 =  55.159
1, 4  acc:   953 /  1627 =  58.574
1, 5  acc:   298 /   520 =  57.308
1, 6  acc:  1012 /  1537 =  65.843
1, 7  acc:  1391 /  2246 =  61.932
------------------------------------
Average acc: 61873 / 71854 =  86.109
Robust  acc:   695 /  1260 =  55.159
------------------------------------

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: 98.523 | Val Loss: 0.000 | Val Acc: 99.377
Training:
Accuracies by groups:
0, 0  acc: 107760 / 108595 =  99.231
0, 1  acc:  9246 /  9348 =  98.909
0, 2  acc: 14794 / 14979 =  98.765
0, 3  acc:  7376 /  7474 =  98.689
0, 4  acc:  2889 /  2974 =  97.142
0, 5  acc:   400 /   411 =  97.324
0, 6  acc:   374 /   379 =  98.681
0, 7  acc:   416 /   429 =  96.970
0, 8  acc: 11019 / 11123 =  99.065
0, 9  acc:   738 /   746 =  98.928
0, 10  acc:   806 /   819 =  98.413
0, 11  acc:   563 /   568 =  99.120
0, 12  acc:   592 /   606 =  97.690
0, 13  acc:    67 /    69 =  97.101
0, 14  acc:    81 /    82 =  98.780
0, 15  acc:    47 /    54 =  87.037
0, 16  acc:  6472 /  6627 =  97.661
0, 17  acc:   226 /   232 =  97.414
0, 18  acc:   666 /   677 =  98.375
0, 19  acc:   183 /   185 =  98.919
0, 20  acc:   126 /   133 =  94.737
0, 21  acc:    19 /    20 =  95.000
0, 22  acc:    63 /    64 =  98.438
0, 23  acc:     9 /    13 =  69.231
0, 24  acc:   866 /   896 =  96.652
0, 25  acc:    44 /    44 = 100.000
0, 26  acc:    85 /    85 = 100.000
0, 27  acc:    23 /    24 =  95.833
0, 28  acc:    33 /    35 =  94.286
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     3 /     4 =  75.000
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  2284 /  2305 =  99.089
0, 33  acc:    84 /    87 =  96.552
0, 34  acc:    81 /    81 = 100.000
0, 35  acc:    23 /    23 = 100.000
0, 36  acc:    57 /    58 =  98.276
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    22 /    23 =  95.652
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   659 /   664 =  99.247
0, 41  acc:    28 /    28 = 100.000
0, 42  acc:    23 /    25 =  92.000
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    28 /    28 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     4 /     5 =  80.000
0, 48  acc:   434 /   442 =  98.190
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    23 /    25 =  92.000
0, 51  acc:    35 /    35 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   397 /   410 =  96.829
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    33 /    34 =  97.059
0, 59  acc:    18 /    18 = 100.000
0, 60  acc:    16 /    18 =  88.889
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     8 /    10 =  80.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2857 /  2965 =  96.358
0, 65  acc:   429 /   439 =  97.722
0, 66  acc:   309 /   318 =  97.170
0, 67  acc:   131 /   134 =  97.761
0, 68  acc:    64 /    69 =  92.754
0, 69  acc:     7 /     7 = 100.000
0, 70  acc:    26 /    29 =  89.655
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    81 /    81 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /    93 =  97.849
0, 81  acc:     5 /     6 =  83.333
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     5 /     5 = 100.000
0, 84  acc:     8 /     8 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    82 /    83 =  98.795
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     3 /     4 =  75.000
0, 101  acc:     6 /     6 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    21 /    22 =  95.455
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     3 =  33.333
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7251 /  7385 =  98.186
0, 118  acc:  1638 /  1667 =  98.260
0, 119  acc:   425 /   435 =  97.701
0, 120  acc:   414 /   425 =  97.412
0, 121  acc:    74 /    78 =  94.872
0, 122  acc:    31 /    33 =  93.939
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    31 /    32 =  96.875
0, 125  acc:   416 /   431 =  96.520
0, 126  acc:   106 /   107 =  99.065
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    48 /    48 = 100.000
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     8 /     8 = 100.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   193 /   197 =  97.970
0, 134  acc:    67 /    69 =  97.101
0, 135  acc:    37 /    37 = 100.000
0, 136  acc:    27 /    27 = 100.000
0, 137  acc:    11 /    11 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    51 /    56 =  91.071
0, 142  acc:     8 /     9 =  88.889
0, 143  acc:     8 /     8 = 100.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   127 =  96.063
0, 149  acc:    16 /    16 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:    12 /    18 =  66.667
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    53 /    54 =  98.148
0, 155  acc:     7 /     8 =  87.500
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    14 =  92.857
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     2 /     2 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1752 /  1809 =  96.849
0, 170  acc:   423 /   439 =  96.355
0, 171  acc:   136 /   139 =  97.842
0, 172  acc:   211 /   217 =  97.235
0, 173  acc:    26 /    26 = 100.000
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    12 /    13 =  92.308
0, 177  acc:    64 /    65 =  98.462
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    56 /    57 =  98.246
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    22 /    22 = 100.000
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     6 /     6 = 100.000
0, 196  acc:    54 /    56 =  96.429
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    23 /    24 =  95.833
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 32620 / 33221 =  98.191
1, 1  acc:  3366 /  3441 =  97.820
1, 2  acc:  5952 /  6079 =  97.911
1, 3  acc:  2524 /  2599 =  97.114
1, 4  acc:  2833 /  2898 =  97.757
1, 5  acc:   488 /   496 =  98.387
1, 6  acc:   284 /   289 =  98.270
1, 7  acc:   338 /   348 =  97.126
1, 8  acc:  2848 /  2928 =  97.268
1, 9  acc:   222 /   229 =  96.943
1, 10  acc:   287 /   292 =  98.288
1, 11  acc:   153 /   157 =  97.452
1, 12  acc:   429 /   449 =  95.546
1, 13  acc:    64 /    66 =  96.970
1, 14  acc:    75 /    79 =  94.937
1, 15  acc:    84 /    87 =  96.552
1, 16  acc:  4555 /  4670 =  97.537
1, 17  acc:   170 /   176 =  96.591
1, 18  acc:   345 /   355 =  97.183
1, 19  acc:   128 /   133 =  96.241
1, 20  acc:   175 /   180 =  97.222
1, 21  acc:    25 /    26 =  96.154
1, 22  acc:    89 /    90 =  98.889
1, 23  acc:    24 /    26 =  92.308
1, 24  acc:   570 /   584 =  97.603
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    58 /    60 =  96.667
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:    89 /    92 =  96.739
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    11 /    12 =  91.667
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   940 /   965 =  97.409
1, 33  acc:    50 /    52 =  96.154
1, 34  acc:    52 /    53 =  98.113
1, 35  acc:    13 /    13 = 100.000
1, 36  acc:    24 /    25 =  96.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    20 /    20 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   195 /   201 =  97.015
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:     7 /     8 =  87.500
1, 43  acc:    12 /    12 = 100.000
1, 44  acc:    10 /    10 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   292 /   301 =  97.010
1, 49  acc:     3 /     3 = 100.000
1, 50  acc:    26 /    27 =  96.296
1, 51  acc:    17 /    17 = 100.000
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    22 =  95.455
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   225 /   233 =  96.567
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:    10 /    11 =  90.909
1, 60  acc:    15 /    17 =  88.235
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    15 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3025 /  3091 =  97.865
1, 65  acc:   442 /   452 =  97.788
1, 66  acc:   264 /   274 =  96.350
1, 67  acc:   130 /   134 =  97.015
1, 68  acc:   160 /   162 =  98.765
1, 69  acc:    31 /    31 = 100.000
1, 70  acc:    33 /    33 = 100.000
1, 71  acc:    24 /    24 = 100.000
1, 72  acc:    56 /    57 =  98.246
1, 73  acc:     0 /     0 =     nan
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     7 /     7 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   100 /   101 =  99.010
1, 81  acc:     9 /     9 = 100.000
1, 82  acc:    41 /    43 =  95.349
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    19 /    19 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   111 /   112 =  99.107
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     5 /     5 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    18 =  94.444
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    15 /    15 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4727 /  4885 =  96.766
1, 118  acc:  1175 /  1198 =  98.080
1, 119  acc:   288 /   299 =  96.321
1, 120  acc:   320 /   329 =  97.264
1, 121  acc:    88 /    89 =  98.876
1, 122  acc:    47 /    51 =  92.157
1, 123  acc:    18 /    18 = 100.000
1, 124  acc:    24 /    24 = 100.000
1, 125  acc:   292 /   301 =  97.010
1, 126  acc:    86 /    86 = 100.000
1, 127  acc:    18 /    19 =  94.737
1, 128  acc:    23 /    24 =  95.833
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     4 = 100.000
1, 133  acc:   267 /   277 =  96.390
1, 134  acc:    47 /    48 =  97.917
1, 135  acc:    26 /    26 = 100.000
1, 136  acc:    21 /    21 = 100.000
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    65 /    67 =  97.015
1, 142  acc:    15 /    16 =  93.750
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   126 /   131 =  96.183
1, 149  acc:    12 /    13 =  92.308
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     8 /    11 =  72.727
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    25 /    28 =  89.286
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    27 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    22 /    22 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2003 /  2051 =  97.660
1, 170  acc:   397 /   403 =  98.511
1, 171  acc:   168 /   171 =  98.246
1, 172  acc:   132 /   132 = 100.000
1, 173  acc:    30 /    30 = 100.000
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    19 /    20 =  95.000
1, 177  acc:    41 /    42 =  97.619
1, 178  acc:     5 /     6 =  83.333
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:     6 /     6 = 100.000
1, 184  acc:    78 /    78 = 100.000
1, 185  acc:    28 /    29 =  96.552
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:    10 /    10 = 100.000
1, 192  acc:     3 /     3 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    60 /    64 =  93.750
1, 197  acc:     4 /     4 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /     9 =  88.889
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /     7 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265064 / 269038 =  98.523
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25211 / 25373 =  99.362
0, 1  acc: 31084 / 31282 =  99.367
0, 2  acc:  6115 /  6155 =  99.350
0, 3  acc: 24149 / 24292 =  99.411
0, 4  acc: 10755 / 10829 =  99.317
0, 5  acc:  5485 /  5541 =  98.989
0, 6  acc:  6751 /  6785 =  99.499
0, 7  acc: 11939 / 12016 =  99.359
1, 0  acc:  4412 /  4437 =  99.437
1, 1  acc:  4929 /  4962 =  99.335
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2432 /  2446 =  99.428
1, 4  acc:  3106 /  3125 =  99.392
1, 5  acc:   999 /  1003 =  99.601
1, 6  acc:  3087 /  3111 =  99.229
1, 7  acc:  4661 /  4682 =  99.551
--------------------------------------
Average acc: 147368 / 148304 =  99.369
Robust  acc:  5485 /  5541 =  98.989
--------------------------------------
New max robust acc: 98.98935210250858
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed19.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed19.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: 53.730 | Best Acc: 95.959
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11232 / 12092 =  92.888
0, 1  acc: 13325 / 14179 =  93.977
0, 2  acc:  2825 /  3210 =  88.006
0, 3  acc: 11612 / 12101 =  95.959
0, 4  acc:  4800 /  5355 =  89.636
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2680 /  3335 =  80.360
0, 7  acc:  4835 /  5723 =  84.484
1, 0  acc:  1337 /  2203 =  60.690
1, 1  acc:  1346 /  2270 =  59.295
1, 2  acc:   673 /  1216 =  55.345
1, 3  acc:   677 /  1260 =  53.730
1, 4  acc:   920 /  1627 =  56.546
1, 5  acc:   295 /   520 =  56.731
1, 6  acc:  1018 /  1537 =  66.233
1, 7  acc:  1383 /  2246 =  61.576
------------------------------------
Average acc: 61726 / 71854 =  85.905
Robust  acc:   677 /  1260 =  53.730
------------------------------------
Accuracies by groups:
0, 0  acc: 11232 / 12092 =  92.888
0, 1  acc: 13325 / 14179 =  93.977
0, 2  acc:  2825 /  3210 =  88.006
0, 3  acc: 11612 / 12101 =  95.959
0, 4  acc:  4800 /  5355 =  89.636
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2680 /  3335 =  80.360
0, 7  acc:  4835 /  5723 =  84.484
1, 0  acc:  1337 /  2203 =  60.690
1, 1  acc:  1346 /  2270 =  59.295
1, 2  acc:   673 /  1216 =  55.345
1, 3  acc:   677 /  1260 =  53.730
1, 4  acc:   920 /  1627 =  56.546
1, 5  acc:   295 /   520 =  56.731
1, 6  acc:  1018 /  1537 =  66.233
1, 7  acc:  1383 /  2246 =  61.576
------------------------------------
Average acc: 61726 / 71854 =  85.905
Robust  acc:   677 /  1260 =  53.730
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11232 / 12092 =  92.888
0, 1  acc: 13325 / 14179 =  93.977
0, 2  acc:  2825 /  3210 =  88.006
0, 3  acc: 11612 / 12101 =  95.959
0, 4  acc:  4800 /  5355 =  89.636
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2680 /  3335 =  80.360
0, 7  acc:  4835 /  5723 =  84.484
1, 0  acc:  1337 /  2203 =  60.690
1, 1  acc:  1346 /  2270 =  59.295
1, 2  acc:   673 /  1216 =  55.345
1, 3  acc:   677 /  1260 =  53.730
1, 4  acc:   920 /  1627 =  56.546
1, 5  acc:   295 /   520 =  56.731
1, 6  acc:  1018 /  1537 =  66.233
1, 7  acc:  1383 /  2246 =  61.576
------------------------------------
Average acc: 61726 / 71854 =  85.905
Robust  acc:   677 /  1260 =  53.730
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed19.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed19.pt
