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_seed18.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: 18
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=18-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed18.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7051, 0.1815],
        [0.0770, 0.0364]])
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: 0.018 | Train Acc: 87.555 | Val Loss: 0.000 | Val Acc: 92.229
Training:
Accuracies by groups:
0, 0  acc: 107015 / 112561 =  95.073
0, 1  acc:  8135 /  8758 =  92.887
0, 2  acc: 12975 / 14181 =  91.496
0, 3  acc:  6306 /  6877 =  91.697
0, 4  acc:  2065 /  2747 =  75.173
0, 5  acc:   171 /   294 =  58.163
0, 6  acc:   245 /   323 =  75.851
0, 7  acc:   278 /   370 =  75.135
0, 8  acc: 11087 / 11671 =  94.996
0, 9  acc:   685 /   758 =  90.369
0, 10  acc:   732 /   789 =  92.776
0, 11  acc:   474 /   515 =  92.039
0, 12  acc:   365 /   505 =  72.277
0, 13  acc:    28 /    46 =  60.870
0, 14  acc:    62 /    73 =  84.932
0, 15  acc:    24 /    37 =  64.865
0, 16  acc:  4809 /  5877 =  81.827
0, 17  acc:   164 /   200 =  82.000
0, 18  acc:   468 /   552 =  84.783
0, 19  acc:   175 /   207 =  84.541
0, 20  acc:    70 /   118 =  59.322
0, 21  acc:    13 /    17 =  76.471
0, 22  acc:    31 /    44 =  70.455
0, 23  acc:     2 /    12 =  16.667
0, 24  acc:   610 /   759 =  80.369
0, 25  acc:    43 /    49 =  87.755
0, 26  acc:    60 /    70 =  85.714
0, 27  acc:    20 /    27 =  74.074
0, 28  acc:    21 /    30 =  70.000
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     3 /     8 =  37.500
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1970 /  2116 =  93.100
0, 33  acc:    87 /    95 =  91.579
0, 34  acc:    80 /    87 =  91.954
0, 35  acc:     9 /    12 =  75.000
0, 36  acc:    30 /    42 =  71.429
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:     4 /     8 =  50.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   641 /   696 =  92.098
0, 41  acc:    35 /    36 =  97.222
0, 42  acc:    22 /    24 =  91.667
0, 43  acc:    35 /    35 = 100.000
0, 44  acc:    18 /    25 =  72.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     1 /     2 =  50.000
0, 47  acc:     4 /     5 =  80.000
0, 48  acc:   320 /   386 =  82.902
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    14 /    16 =  87.500
0, 51  acc:    22 /    23 =  95.652
0, 52  acc:     6 /     9 =  66.667
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     1 /     2 =  50.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   355 /   403 =  88.089
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    10 /    15 =  66.667
0, 59  acc:    18 /    18 = 100.000
0, 60  acc:     9 /    16 =  56.250
0, 61  acc:     0 /     1 =   0.000
0, 62  acc:     2 /     6 =  33.333
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  1951 /  2594 =  75.212
0, 65  acc:   262 /   370 =  70.811
0, 66  acc:   203 /   259 =  78.378
0, 67  acc:    94 /   114 =  82.456
0, 68  acc:    41 /    63 =  65.079
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    21 /    32 =  65.625
0, 71  acc:     7 /     9 =  77.778
0, 72  acc:    59 /    66 =  89.394
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:    14 /    17 =  82.353
0, 76  acc:     3 /     5 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    39 /    66 =  59.091
0, 81  acc:     2 /     5 =  40.000
0, 82  acc:     8 /    10 =  80.000
0, 83  acc:     3 /     5 =  60.000
0, 84  acc:     5 /    10 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     4 /    13 =  30.769
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     4 /     6 =  66.667
0, 89  acc:     2 /     2 = 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:    54 /    71 =  76.056
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     2 /     3 =  66.667
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    12 /    17 =  70.588
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     5 /     7 =  71.429
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    18 /    29 =  62.069
0, 107  acc:     2 /     3 =  66.667
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     4 /     6 =  66.667
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  4933 /  6115 =  80.670
0, 118  acc:  1163 /  1477 =  78.741
0, 119  acc:   296 /   358 =  82.682
0, 120  acc:   330 /   380 =  86.842
0, 121  acc:    46 /    67 =  68.657
0, 122  acc:    18 /    27 =  66.667
0, 123  acc:     2 /     4 =  50.000
0, 124  acc:    22 /    23 =  95.652
0, 125  acc:   319 /   376 =  84.840
0, 126  acc:    80 /   107 =  74.766
0, 127  acc:    25 /    25 = 100.000
0, 128  acc:    30 /    40 =  75.000
0, 129  acc:     4 /     5 =  80.000
0, 130  acc:     1 /     4 =  25.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   120 /   182 =  65.934
0, 134  acc:    31 /    48 =  64.583
0, 135  acc:    12 /    21 =  57.143
0, 136  acc:    11 /    21 =  52.381
0, 137  acc:     4 /     9 =  44.444
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    37 /    55 =  67.273
0, 142  acc:     7 /    11 =  63.636
0, 143  acc:     1 /     3 =  33.333
0, 144  acc:     1 /     5 =  20.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    81 /    97 =  83.505
0, 149  acc:    13 /    19 =  68.421
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:     6 /    16 =  37.500
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    23 /    28 =  82.143
0, 155  acc:     2 /     4 =  50.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    19 /    26 =  73.077
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     0 /     1 =   0.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    16 =  75.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     0 /     3 =   0.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1106 /  1629 =  67.894
0, 170  acc:   180 /   313 =  57.508
0, 171  acc:    74 /   100 =  74.000
0, 172  acc:   114 /   161 =  70.807
0, 173  acc:    13 /    20 =  65.000
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     4 /     7 =  57.143
0, 176  acc:    14 /    19 =  73.684
0, 177  acc:    70 /    80 =  87.500
0, 178  acc:     9 /    11 =  81.818
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     3 /     4 =  75.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    29 /    52 =  55.769
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:     6 /    11 =  54.545
0, 187  acc:     5 /     9 =  55.556
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     2 /     4 =  50.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    11 /    17 =  64.706
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     3 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    25 /    36 =  69.444
0, 197  acc:     3 /     5 =  60.000
0, 198  acc:     0 /     5 =   0.000
0, 199  acc:     5 /     6 =  83.333
0, 200  acc:     2 /     5 =  40.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    13 /    19 =  68.421
0, 205  acc:     2 /     3 =  66.667
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     6 /     9 =  66.667
0, 210  acc:     2 /     3 =  66.667
0, 211  acc:     0 /     2 =   0.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     1 /     5 =  20.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     5 =  20.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 27185 / 33893 =  80.208
1, 1  acc:  2851 /  3642 =  78.281
1, 2  acc:  4857 /  6335 =  76.669
1, 3  acc:  1917 /  2625 =  73.029
1, 4  acc:  2375 /  3008 =  78.956
1, 5  acc:   463 /   545 =  84.954
1, 6  acc:   289 /   343 =  84.257
1, 7  acc:   259 /   329 =  78.723
1, 8  acc:  2102 /  3037 =  69.213
1, 9  acc:   153 /   206 =  74.272
1, 10  acc:   193 /   281 =  68.683
1, 11  acc:   100 /   151 =  66.225
1, 12  acc:   348 /   432 =  80.556
1, 13  acc:    60 /    75 =  80.000
1, 14  acc:    39 /    60 =  65.000
1, 15  acc:    56 /    79 =  70.886
1, 16  acc:  3526 /  4772 =  73.889
1, 17  acc:   137 /   179 =  76.536
1, 18  acc:   293 /   385 =  76.104
1, 19  acc:   109 /   156 =  69.872
1, 20  acc:   166 /   193 =  86.010
1, 21  acc:    37 /    38 =  97.368
1, 22  acc:    74 /    85 =  87.059
1, 23  acc:    34 /    35 =  97.143
1, 24  acc:   447 /   618 =  72.330
1, 25  acc:    10 /    16 =  62.500
1, 26  acc:    45 /    56 =  80.357
1, 27  acc:     8 /    10 =  80.000
1, 28  acc:    74 /    88 =  84.091
1, 29  acc:    10 /    12 =  83.333
1, 30  acc:    12 /    13 =  92.308
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:   673 /   956 =  70.397
1, 33  acc:    36 /    47 =  76.596
1, 34  acc:    28 /    37 =  75.676
1, 35  acc:     9 /    13 =  69.231
1, 36  acc:    25 /    25 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    21 /    24 =  87.500
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   159 /   226 =  70.354
1, 41  acc:     5 /     6 =  83.333
1, 42  acc:     5 /    11 =  45.455
1, 43  acc:    12 /    16 =  75.000
1, 44  acc:     8 /    10 =  80.000
1, 45  acc:     1 /     6 =  16.667
1, 46  acc:     3 /     4 =  75.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   270 /   345 =  78.261
1, 49  acc:     3 /     5 =  60.000
1, 50  acc:    21 /    29 =  72.414
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:     6 /     7 =  85.714
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    21 =  76.190
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   187 /   266 =  70.301
1, 57  acc:     6 /     7 =  85.714
1, 58  acc:    12 /    14 =  85.714
1, 59  acc:     8 /    10 =  80.000
1, 60  acc:    17 /    19 =  89.474
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2511 /  3197 =  78.542
1, 65  acc:   333 /   438 =  76.027
1, 66  acc:   191 /   262 =  72.901
1, 67  acc:    77 /   112 =  68.750
1, 68  acc:   122 /   147 =  82.993
1, 69  acc:    28 /    31 =  90.323
1, 70  acc:    43 /    48 =  89.583
1, 71  acc:     8 /    11 =  72.727
1, 72  acc:    60 /    73 =  82.192
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     0 /     3 =   0.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:     4 /     7 =  57.143
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    86 /   110 =  78.182
1, 81  acc:    11 /    13 =  84.615
1, 82  acc:    20 /    31 =  64.516
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    11 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    14 =  78.571
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     1 /     2 =  50.000
1, 94  acc:    78 /   102 =  76.471
1, 95  acc:    10 /    12 =  83.333
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    13 =  84.615
1, 101  acc:     4 /     4 = 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 /    21 =  80.952
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    20 /    21 =  95.238
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     3 =  33.333
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:  3810 /  5203 =  73.227
1, 118  acc:   958 /  1266 =  75.671
1, 119  acc:   259 /   330 =  78.485
1, 120  acc:   246 /   346 =  71.098
1, 121  acc:    89 /   108 =  82.407
1, 122  acc:    38 /    46 =  82.609
1, 123  acc:     6 /    12 =  50.000
1, 124  acc:    29 /    33 =  87.879
1, 125  acc:   244 /   346 =  70.520
1, 126  acc:    56 /    74 =  75.676
1, 127  acc:    12 /    17 =  70.588
1, 128  acc:    13 /    24 =  54.167
1, 129  acc:    10 /    12 =  83.333
1, 130  acc:     2 /     3 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     1 =   0.000
1, 133  acc:   242 /   293 =  82.594
1, 134  acc:    46 /    55 =  83.636
1, 135  acc:    19 /    21 =  90.476
1, 136  acc:    15 /    22 =  68.182
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    52 /    73 =  71.233
1, 142  acc:     5 /     6 =  83.333
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     5 =  40.000
1, 148  acc:    76 /   115 =  66.087
1, 149  acc:    10 /    12 =  83.333
1, 150  acc:     2 /     4 =  50.000
1, 151  acc:     4 /    11 =  36.364
1, 152  acc:     0 /     2 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    17 /    27 =  62.963
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     5 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    20 /    28 =  71.429
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:     7 /    11 =  63.636
1, 165  acc:     2 /     4 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1714 /  2161 =  79.315
1, 170  acc:   339 /   416 =  81.490
1, 171  acc:   124 /   160 =  77.500
1, 172  acc:    96 /   128 =  75.000
1, 173  acc:    30 /    38 =  78.947
1, 174  acc:     2 /     6 =  33.333
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    14 /    33 =  42.424
1, 177  acc:    35 /    47 =  74.468
1, 178  acc:     2 /    10 =  20.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     1 /     1 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     9 /    14 =  64.286
1, 184  acc:    57 /    74 =  77.027
1, 185  acc:    11 /    15 =  73.333
1, 186  acc:     7 /    12 =  58.333
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     3 /     6 =  50.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    37 /    59 =  62.712
1, 197  acc:     9 /    11 =  81.818
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:     6 /    12 =  50.000
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:    13 /    14 =  92.857
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /    10 =  90.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    15 /    16 =  93.750
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 235555 / 269038 =  87.555
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23385 / 25373 =  92.165
0, 1  acc: 28834 / 31282 =  92.174
0, 2  acc:  5656 /  6155 =  91.893
0, 3  acc: 22467 / 24292 =  92.487
0, 4  acc:  9973 / 10829 =  92.095
0, 5  acc:  5102 /  5541 =  92.077
0, 6  acc:  6236 /  6785 =  91.909
0, 7  acc: 11072 / 12016 =  92.144
1, 0  acc:  4100 /  4437 =  92.405
1, 1  acc:  4573 /  4962 =  92.160
1, 2  acc:  2113 /  2265 =  93.289
1, 3  acc:  2237 /  2446 =  91.455
1, 4  acc:  2875 /  3125 =  92.000
1, 5  acc:   908 /  1003 =  90.528
1, 6  acc:  2843 /  3111 =  91.385
1, 7  acc:  4315 /  4682 =  92.161
--------------------------------------
Average acc: 136689 / 148304 =  92.168
Robust  acc:   908 /  1003 =  90.528
--------------------------------------
New max robust acc: 90.5284147557328
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed18.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed18.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: 70.397 | Best Acc: 92.538
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10754 / 12092 =  88.935
0, 1  acc: 12865 / 14179 =  90.733
0, 2  acc:  2420 /  3210 =  75.389
0, 3  acc: 11198 / 12101 =  92.538
0, 4  acc:  4399 /  5355 =  82.148
0, 5  acc:  2615 /  2980 =  87.752
0, 6  acc:  2360 /  3335 =  70.765
0, 7  acc:  4213 /  5723 =  73.615
1, 0  acc:  1611 /  2203 =  73.128
1, 1  acc:  1611 /  2270 =  70.969
1, 2  acc:   893 /  1216 =  73.438
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1181 /  1627 =  72.588
1, 5  acc:   389 /   520 =  74.808
1, 6  acc:  1229 /  1537 =  79.961
1, 7  acc:  1738 /  2246 =  77.382
------------------------------------
Average acc: 60363 / 71854 =  84.008
Robust  acc:   887 /  1260 =  70.397
------------------------------------
Accuracies by groups:
0, 0  acc: 10754 / 12092 =  88.935
0, 1  acc: 12865 / 14179 =  90.733
0, 2  acc:  2420 /  3210 =  75.389
0, 3  acc: 11198 / 12101 =  92.538
0, 4  acc:  4399 /  5355 =  82.148
0, 5  acc:  2615 /  2980 =  87.752
0, 6  acc:  2360 /  3335 =  70.765
0, 7  acc:  4213 /  5723 =  73.615
1, 0  acc:  1611 /  2203 =  73.128
1, 1  acc:  1611 /  2270 =  70.969
1, 2  acc:   893 /  1216 =  73.438
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1181 /  1627 =  72.588
1, 5  acc:   389 /   520 =  74.808
1, 6  acc:  1229 /  1537 =  79.961
1, 7  acc:  1738 /  2246 =  77.382
------------------------------------
Average acc: 60363 / 71854 =  84.008
Robust  acc:   887 /  1260 =  70.397
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10754 / 12092 =  88.935
0, 1  acc: 12865 / 14179 =  90.733
0, 2  acc:  2420 /  3210 =  75.389
0, 3  acc: 11198 / 12101 =  92.538
0, 4  acc:  4399 /  5355 =  82.148
0, 5  acc:  2615 /  2980 =  87.752
0, 6  acc:  2360 /  3335 =  70.765
0, 7  acc:  4213 /  5723 =  73.615
1, 0  acc:  1611 /  2203 =  73.128
1, 1  acc:  1611 /  2270 =  70.969
1, 2  acc:   893 /  1216 =  73.438
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1181 /  1627 =  72.588
1, 5  acc:   389 /   520 =  74.808
1, 6  acc:  1229 /  1537 =  79.961
1, 7  acc:  1738 /  2246 =  77.382
------------------------------------
Average acc: 60363 / 71854 =  84.008
Robust  acc:   887 /  1260 =  70.397
------------------------------------

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: 93.560 | Val Loss: 0.000 | Val Acc: 96.319
Training:
Accuracies by groups:
0, 0  acc: 109070 / 112416 =  97.024
0, 1  acc:  8472 /  8843 =  95.805
0, 2  acc: 13284 / 13961 =  95.151
0, 3  acc:  6507 /  6830 =  95.271
0, 4  acc:  2363 /  2733 =  86.462
0, 5  acc:   273 /   348 =  78.448
0, 6  acc:   286 /   338 =  84.615
0, 7  acc:   339 /   395 =  85.823
0, 8  acc: 11220 / 11642 =  96.375
0, 9  acc:   796 /   829 =  96.019
0, 10  acc:   738 /   768 =  96.094
0, 11  acc:   525 /   549 =  95.628
0, 12  acc:   419 /   502 =  83.466
0, 13  acc:    42 /    47 =  89.362
0, 14  acc:    60 /    70 =  85.714
0, 15  acc:    41 /    49 =  83.673
0, 16  acc:  5369 /  5957 =  90.129
0, 17  acc:   185 /   207 =  89.372
0, 18  acc:   574 /   636 =  90.252
0, 19  acc:   150 /   173 =  86.705
0, 20  acc:    87 /   108 =  80.556
0, 21  acc:     8 /    11 =  72.727
0, 22  acc:    40 /    53 =  75.472
0, 23  acc:     6 /    12 =  50.000
0, 24  acc:   695 /   787 =  88.310
0, 25  acc:    36 /    40 =  90.000
0, 26  acc:    70 /    77 =  90.909
0, 27  acc:    21 /    24 =  87.500
0, 28  acc:    30 /    34 =  88.235
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     2 /     5 =  40.000
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1985 /  2092 =  94.885
0, 33  acc:    90 /    93 =  96.774
0, 34  acc:    81 /    87 =  93.103
0, 35  acc:    38 /    38 = 100.000
0, 36  acc:    28 /    35 =  80.000
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    14 /    17 =  82.353
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   646 /   668 =  96.707
0, 41  acc:    26 /    27 =  96.296
0, 42  acc:    34 /    35 =  97.143
0, 43  acc:    25 /    26 =  96.154
0, 44  acc:    23 /    23 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   320 /   351 =  91.168
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    20 /    22 =  90.909
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:     5 /     8 =  62.500
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     7 /     8 =  87.500
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   354 /   387 =  91.473
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    20 /    27 =  74.074
0, 59  acc:    27 /    28 =  96.429
0, 60  acc:     9 /    13 =  69.231
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2304 /  2673 =  86.195
0, 65  acc:   328 /   381 =  86.089
0, 66  acc:   237 /   268 =  88.433
0, 67  acc:   101 /   112 =  90.179
0, 68  acc:    60 /    77 =  77.922
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    24 /    28 =  85.714
0, 71  acc:    11 /    13 =  84.615
0, 72  acc:    78 /    83 =  93.976
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     0 /     3 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    59 /    80 =  73.750
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:     7 /     9 =  77.778
0, 83  acc:     9 /    10 =  90.000
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     4 /     5 =  80.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     4 /     6 =  66.667
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:     0 /     2 =   0.000
0, 94  acc:    55 /    64 =  85.938
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     4 /     8 =  50.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    11 /    12 =  91.667
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     4 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    14 /    16 =  87.500
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     6 =  16.667
0, 111  acc:     1 /     2 =  50.000
0, 112  acc:     1 /     3 =  33.333
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  5543 /  6211 =  89.245
0, 118  acc:  1286 /  1442 =  89.182
0, 119  acc:   360 /   397 =  90.680
0, 120  acc:   328 /   362 =  90.608
0, 121  acc:    40 /    52 =  76.923
0, 122  acc:    17 /    20 =  85.000
0, 123  acc:     3 /     6 =  50.000
0, 124  acc:    18 /    23 =  78.261
0, 125  acc:   335 /   376 =  89.096
0, 126  acc:   103 /   118 =  87.288
0, 127  acc:    34 /    34 = 100.000
0, 128  acc:    22 /    26 =  84.615
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     6 /     7 =  85.714
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   143 /   180 =  79.444
0, 134  acc:    30 /    43 =  69.767
0, 135  acc:    23 /    26 =  88.462
0, 136  acc:    17 /    23 =  73.913
0, 137  acc:     2 /     2 = 100.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    40 /    54 =  74.074
0, 142  acc:     9 /    12 =  75.000
0, 143  acc:     0 /     2 =   0.000
0, 144  acc:     1 /     3 =  33.333
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   118 /   124 =  95.161
0, 149  acc:     8 /     9 =  88.889
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:    18 /    22 =  81.818
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    16 /    23 =  69.565
0, 155  acc:     3 /     5 =  60.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    15 /    17 =  88.235
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     0 /     1 =   0.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    13 =  84.615
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1376 /  1676 =  82.100
0, 170  acc:   261 /   337 =  77.448
0, 171  acc:    79 /    98 =  80.612
0, 172  acc:   136 /   156 =  87.179
0, 173  acc:    13 /    19 =  68.421
0, 174  acc:     4 /     8 =  50.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:     9 /    13 =  69.231
0, 177  acc:    68 /    77 =  88.312
0, 178  acc:    10 /    12 =  83.333
0, 179  acc:    10 /    11 =  90.909
0, 180  acc:     7 /     9 =  77.778
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     0 /     1 =   0.000
0, 184  acc:    36 /    42 =  85.714
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     3 /     5 =  60.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    19 /    25 =  76.000
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     3 =  33.333
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    23 /    31 =  74.194
0, 197  acc:     8 /    10 =  80.000
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    19 /    20 =  95.000
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     6 /     7 =  85.714
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     4 /     5 =  80.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     4 =  75.000
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:     3 /     3 = 100.000
1, 0  acc: 30991 / 33946 =  91.295
1, 1  acc:  3353 /  3694 =  90.769
1, 2  acc:  5609 /  6298 =  89.060
1, 3  acc:  2274 /  2618 =  86.860
1, 4  acc:  2620 /  2954 =  88.693
1, 5  acc:   490 /   548 =  89.416
1, 6  acc:   285 /   317 =  89.905
1, 7  acc:   313 /   345 =  90.725
1, 8  acc:  2639 /  3008 =  87.733
1, 9  acc:   195 /   214 =  91.121
1, 10  acc:   242 /   270 =  89.630
1, 11  acc:   108 /   123 =  87.805
1, 12  acc:   419 /   470 =  89.149
1, 13  acc:    64 /    72 =  88.889
1, 14  acc:    61 /    78 =  78.205
1, 15  acc:    71 /    88 =  80.682
1, 16  acc:  4256 /  4786 =  88.926
1, 17  acc:   168 /   188 =  89.362
1, 18  acc:   344 /   387 =  88.889
1, 19  acc:   129 /   145 =  88.966
1, 20  acc:   176 /   181 =  97.238
1, 21  acc:    34 /    35 =  97.143
1, 22  acc:    75 /    81 =  92.593
1, 23  acc:    13 /    15 =  86.667
1, 24  acc:   531 /   596 =  89.094
1, 25  acc:     6 /     9 =  66.667
1, 26  acc:    55 /    56 =  98.214
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:   104 /   108 =  96.296
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   856 /   971 =  88.157
1, 33  acc:    49 /    53 =  92.453
1, 34  acc:    26 /    33 =  78.788
1, 35  acc:    12 /    13 =  92.308
1, 36  acc:    27 /    30 =  90.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    16 /    18 =  88.889
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:   202 /   229 =  88.210
1, 41  acc:    11 /    12 =  91.667
1, 42  acc:     6 /     7 =  85.714
1, 43  acc:     9 /    12 =  75.000
1, 44  acc:     8 /    11 =  72.727
1, 45  acc:     4 /     5 =  80.000
1, 46  acc:     4 /     7 =  57.143
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   277 /   317 =  87.382
1, 49  acc:    10 /    12 =  83.333
1, 50  acc:    19 /    22 =  86.364
1, 51  acc:    13 /    13 = 100.000
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    23 =  86.957
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   209 /   248 =  84.274
1, 57  acc:     8 /    10 =  80.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     3 /     4 =  75.000
1, 60  acc:    15 /    15 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    14 =  85.714
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2850 /  3164 =  90.076
1, 65  acc:   400 /   452 =  88.496
1, 66  acc:   250 /   282 =  88.652
1, 67  acc:   102 /   116 =  87.931
1, 68  acc:   135 /   145 =  93.103
1, 69  acc:    18 /    19 =  94.737
1, 70  acc:    45 /    51 =  88.235
1, 71  acc:    11 /    14 =  78.571
1, 72  acc:    70 /    77 =  90.909
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    12 /    15 =  80.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:    95 /   111 =  85.586
1, 81  acc:    11 /    14 =  78.571
1, 82  acc:    31 /    33 =  93.939
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /    12 =  75.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    15 =  80.000
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:    75 /    92 =  81.522
1, 95  acc:    12 /    14 =  85.714
1, 96  acc:    11 /    12 =  91.667
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     0 /     0 =     nan
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:    12 /    15 =  80.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:     9 /    11 =  81.818
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:  4490 /  5137 =  87.405
1, 118  acc:  1188 /  1327 =  89.525
1, 119  acc:   273 /   311 =  87.781
1, 120  acc:   304 /   346 =  87.861
1, 121  acc:   101 /   106 =  95.283
1, 122  acc:    38 /    44 =  86.364
1, 123  acc:    16 /    18 =  88.889
1, 124  acc:    16 /    17 =  94.118
1, 125  acc:   303 /   337 =  89.911
1, 126  acc:    63 /    70 =  90.000
1, 127  acc:    10 /    13 =  76.923
1, 128  acc:    21 /    25 =  84.000
1, 129  acc:    10 /    12 =  83.333
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     8 =  62.500
1, 133  acc:   266 /   295 =  90.169
1, 134  acc:    48 /    57 =  84.211
1, 135  acc:    16 /    20 =  80.000
1, 136  acc:    19 /    21 =  90.476
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    50 /    64 =  78.125
1, 142  acc:    10 /    12 =  83.333
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:    92 /   118 =  77.966
1, 149  acc:    13 /    13 = 100.000
1, 150  acc:     3 /     5 =  60.000
1, 151  acc:     1 /     9 =  11.111
1, 152  acc:     3 /     4 =  75.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    18 /    23 =  78.261
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     5 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    18 =  83.333
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:    10 /    15 =  66.667
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1923 /  2172 =  88.536
1, 170  acc:   374 /   434 =  86.175
1, 171  acc:   125 /   151 =  82.781
1, 172  acc:   108 /   125 =  86.400
1, 173  acc:    26 /    33 =  78.788
1, 174  acc:     8 /     9 =  88.889
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    23 /    28 =  82.143
1, 177  acc:    37 /    43 =  86.047
1, 178  acc:     7 /     9 =  77.778
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     0 /     1 =   0.000
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:     6 /     9 =  66.667
1, 184  acc:    82 /    89 =  92.135
1, 185  acc:    15 /    20 =  75.000
1, 186  acc:     8 /     9 =  88.889
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    67 /    82 =  81.707
1, 197  acc:     7 /     8 =  87.500
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 /     8 =  75.000
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:    15 /    16 =  93.750
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     1 /     2 =  50.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251712 / 269038 =  93.560
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24424 / 25373 =  96.260
0, 1  acc: 30094 / 31282 =  96.202
0, 2  acc:  5922 /  6155 =  96.214
0, 3  acc: 23388 / 24292 =  96.279
0, 4  acc: 10417 / 10829 =  96.195
0, 5  acc:  5348 /  5541 =  96.517
0, 6  acc:  6535 /  6785 =  96.315
0, 7  acc: 11555 / 12016 =  96.163
1, 0  acc:  4270 /  4437 =  96.236
1, 1  acc:  4765 /  4962 =  96.030
1, 2  acc:  2180 /  2265 =  96.247
1, 3  acc:  2359 /  2446 =  96.443
1, 4  acc:  3009 /  3125 =  96.288
1, 5  acc:   975 /  1003 =  97.208
1, 6  acc:  2977 /  3111 =  95.693
1, 7  acc:  4492 /  4682 =  95.942
--------------------------------------
Average acc: 142710 / 148304 =  96.228
Robust  acc:  2977 /  3111 =  95.693
--------------------------------------
New max robust acc: 95.69270331083253
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed18.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed18.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: 60.115 | Best Acc: 94.430
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11105 / 12092 =  91.838
0, 1  acc: 13142 / 14179 =  92.686
0, 2  acc:  2748 /  3210 =  85.607
0, 3  acc: 11427 / 12101 =  94.430
0, 4  acc:  4696 /  5355 =  87.694
0, 5  acc:  2740 /  2980 =  91.946
0, 6  acc:  2789 /  3335 =  83.628
0, 7  acc:  4845 /  5723 =  84.658
1, 0  acc:  1448 /  2203 =  65.729
1, 1  acc:  1462 /  2270 =  64.405
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   780 /  1260 =  61.905
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   328 /   520 =  63.077
1, 6  acc:   983 /  1537 =  63.956
1, 7  acc:  1418 /  2246 =  63.134
------------------------------------
Average acc: 61637 / 71854 =  85.781
Robust  acc:   731 /  1216 =  60.115
------------------------------------
Accuracies by groups:
0, 0  acc: 11105 / 12092 =  91.838
0, 1  acc: 13142 / 14179 =  92.686
0, 2  acc:  2748 /  3210 =  85.607
0, 3  acc: 11427 / 12101 =  94.430
0, 4  acc:  4696 /  5355 =  87.694
0, 5  acc:  2740 /  2980 =  91.946
0, 6  acc:  2789 /  3335 =  83.628
0, 7  acc:  4845 /  5723 =  84.658
1, 0  acc:  1448 /  2203 =  65.729
1, 1  acc:  1462 /  2270 =  64.405
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   780 /  1260 =  61.905
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   328 /   520 =  63.077
1, 6  acc:   983 /  1537 =  63.956
1, 7  acc:  1418 /  2246 =  63.134
------------------------------------
Average acc: 61637 / 71854 =  85.781
Robust  acc:   731 /  1216 =  60.115
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11105 / 12092 =  91.838
0, 1  acc: 13142 / 14179 =  92.686
0, 2  acc:  2748 /  3210 =  85.607
0, 3  acc: 11427 / 12101 =  94.430
0, 4  acc:  4696 /  5355 =  87.694
0, 5  acc:  2740 /  2980 =  91.946
0, 6  acc:  2789 /  3335 =  83.628
0, 7  acc:  4845 /  5723 =  84.658
1, 0  acc:  1448 /  2203 =  65.729
1, 1  acc:  1462 /  2270 =  64.405
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   780 /  1260 =  61.905
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   328 /   520 =  63.077
1, 6  acc:   983 /  1537 =  63.956
1, 7  acc:  1418 /  2246 =  63.134
------------------------------------
Average acc: 61637 / 71854 =  85.781
Robust  acc:   731 /  1216 =  60.115
------------------------------------

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: 96.435 | Val Loss: 0.000 | Val Acc: 97.974
Training:
Accuracies by groups:
0, 0  acc: 110932 / 112996 =  98.173
0, 1  acc:  8473 /  8687 =  97.537
0, 2  acc: 13662 / 14084 =  97.004
0, 3  acc:  6662 /  6886 =  96.747
0, 4  acc:  2464 /  2698 =  91.327
0, 5  acc:   267 /   295 =  90.508
0, 6  acc:   325 /   352 =  92.330
0, 7  acc:   299 /   329 =  90.881
0, 8  acc: 11638 / 11900 =  97.798
0, 9  acc:   729 /   744 =  97.984
0, 10  acc:   725 /   757 =  95.773
0, 11  acc:   542 /   561 =  96.613
0, 12  acc:   463 /   505 =  91.683
0, 13  acc:    69 /    77 =  89.610
0, 14  acc:    80 /    85 =  94.118
0, 15  acc:    34 /    39 =  87.179
0, 16  acc:  5527 /  5897 =  93.726
0, 17  acc:   189 /   206 =  91.748
0, 18  acc:   549 /   570 =  96.316
0, 19  acc:   164 /   175 =  93.714
0, 20  acc:    81 /    95 =  85.263
0, 21  acc:    13 /    14 =  92.857
0, 22  acc:    41 /    48 =  85.417
0, 23  acc:     1 /     3 =  33.333
0, 24  acc:   748 /   805 =  92.919
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    80 /    82 =  97.561
0, 27  acc:    30 /    30 = 100.000
0, 28  acc:    28 /    33 =  84.848
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     6 /    11 =  54.545
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2093 /  2176 =  96.186
0, 33  acc:    91 /    95 =  95.789
0, 34  acc:    88 /    91 =  96.703
0, 35  acc:    32 /    34 =  94.118
0, 36  acc:    40 /    42 =  95.238
0, 37  acc:     7 /     9 =  77.778
0, 38  acc:    11 /    12 =  91.667
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   623 /   631 =  98.732
0, 41  acc:    33 /    33 = 100.000
0, 42  acc:    21 /    22 =  95.455
0, 43  acc:    29 /    29 = 100.000
0, 44  acc:    21 /    24 =  87.500
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     3 /     4 =  75.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   360 /   387 =  93.023
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    17 /    17 = 100.000
0, 51  acc:    15 /    16 =  93.750
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   348 /   361 =  96.399
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:     9 /    12 =  75.000
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:    13 /    17 =  76.471
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2343 /  2551 =  91.846
0, 65  acc:   317 /   348 =  91.092
0, 66  acc:   222 /   247 =  89.879
0, 67  acc:    93 /   100 =  93.000
0, 68  acc:    44 /    49 =  89.796
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    19 /    22 =  86.364
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    86 /    90 =  95.556
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    86 /    94 =  91.489
0, 81  acc:     4 /     8 =  50.000
0, 82  acc:    10 /    12 =  83.333
0, 83  acc:     5 /     5 = 100.000
0, 84  acc:     3 /     3 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     9 /    10 =  90.000
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    55 /    61 =  90.164
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     7 /     8 =  87.500
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     5 /     6 =  83.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     1 /     1 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     2 /     3 =  66.667
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5822 /  6188 =  94.085
0, 118  acc:  1385 /  1480 =  93.581
0, 119  acc:   322 /   351 =  91.738
0, 120  acc:   355 /   378 =  93.915
0, 121  acc:    60 /    67 =  89.552
0, 122  acc:    16 /    19 =  84.211
0, 123  acc:     5 /     6 =  83.333
0, 124  acc:    16 /    18 =  88.889
0, 125  acc:   383 /   405 =  94.568
0, 126  acc:   104 /   109 =  95.413
0, 127  acc:    29 /    32 =  90.625
0, 128  acc:    28 /    33 =  84.848
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   153 /   169 =  90.533
0, 134  acc:    45 /    55 =  81.818
0, 135  acc:    18 /    19 =  94.737
0, 136  acc:    28 /    32 =  87.500
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    46 =  93.478
0, 142  acc:     9 /    10 =  90.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:     8 /    10 =  80.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   115 /   124 =  92.742
0, 149  acc:    12 /    15 =  80.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     7 /     8 =  87.500
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    30 /    33 =  90.909
0, 155  acc:     2 /     3 =  66.667
0, 156  acc:     4 /     4 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    18 /    20 =  90.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    14 =  92.857
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     2 /     3 =  66.667
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1428 /  1587 =  89.981
0, 170  acc:   302 /   348 =  86.782
0, 171  acc:    96 /   104 =  92.308
0, 172  acc:   150 /   157 =  95.541
0, 173  acc:    15 /    17 =  88.235
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    11 /    14 =  78.571
0, 177  acc:    56 /    57 =  98.246
0, 178  acc:    14 /    16 =  87.500
0, 179  acc:    12 /    12 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    39 /    42 =  92.857
0, 185  acc:     8 /     9 =  88.889
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     6 /     9 =  66.667
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    32 =  93.750
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    48 /    54 =  88.889
0, 197  acc:     9 /    10 =  90.000
0, 198  acc:     4 /     6 =  66.667
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    23 /    27 =  85.185
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     6 /     7 =  85.714
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    13 =  92.308
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 32180 / 33669 =  95.578
1, 1  acc:  3460 /  3611 =  95.818
1, 2  acc:  5919 /  6249 =  94.719
1, 3  acc:  2434 /  2583 =  94.232
1, 4  acc:  2859 /  3032 =  94.294
1, 5  acc:   505 /   530 =  95.283
1, 6  acc:   320 /   333 =  96.096
1, 7  acc:   371 /   387 =  95.866
1, 8  acc:  2848 /  3052 =  93.316
1, 9  acc:   175 /   186 =  94.086
1, 10  acc:   274 /   291 =  94.158
1, 11  acc:   124 /   135 =  91.852
1, 12  acc:   452 /   485 =  93.196
1, 13  acc:    67 /    71 =  94.366
1, 14  acc:    71 /    78 =  91.026
1, 15  acc:    77 /    83 =  92.771
1, 16  acc:  4491 /  4781 =  93.934
1, 17  acc:   164 /   169 =  97.041
1, 18  acc:   346 /   366 =  94.536
1, 19  acc:   111 /   124 =  89.516
1, 20  acc:   188 /   194 =  96.907
1, 21  acc:    25 /    26 =  96.154
1, 22  acc:    90 /    91 =  98.901
1, 23  acc:    19 /    21 =  90.476
1, 24  acc:   598 /   638 =  93.730
1, 25  acc:    13 /    14 =  92.857
1, 26  acc:    53 /    56 =  94.643
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:    78 /    78 = 100.000
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    15 /    15 = 100.000
1, 31  acc:     3 /     3 = 100.000
1, 32  acc:   914 /   978 =  93.456
1, 33  acc:    53 /    54 =  98.148
1, 34  acc:    35 /    38 =  92.105
1, 35  acc:    16 /    16 = 100.000
1, 36  acc:    39 /    40 =  97.500
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    23 /    23 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   195 /   214 =  91.121
1, 41  acc:     5 /     5 = 100.000
1, 42  acc:     4 /     8 =  50.000
1, 43  acc:    18 /    18 = 100.000
1, 44  acc:    13 /    15 =  86.667
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   301 /   320 =  94.062
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    15 /    15 = 100.000
1, 51  acc:    11 /    11 = 100.000
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    20 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   238 /   254 =  93.701
1, 57  acc:     8 /     9 =  88.889
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     3 /     5 =  60.000
1, 60  acc:    13 /    15 =  86.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    17 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2931 /  3075 =  95.317
1, 65  acc:   435 /   463 =  93.952
1, 66  acc:   256 /   271 =  94.465
1, 67  acc:   107 /   113 =  94.690
1, 68  acc:   139 /   148 =  93.919
1, 69  acc:    33 /    35 =  94.286
1, 70  acc:    56 /    56 = 100.000
1, 71  acc:    11 /    11 = 100.000
1, 72  acc:    82 /    86 =  95.349
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    20 /    21 =  95.238
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   118 /   127 =  92.913
1, 81  acc:    16 /    17 =  94.118
1, 82  acc:    26 /    29 =  89.655
1, 83  acc:     0 /     0 =     nan
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /     8 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    75 /    79 =  94.937
1, 95  acc:    13 /    14 =  92.857
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    18 =  94.444
1, 101  acc:     1 /     1 = 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:    14 /    14 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     2 /     3 =  66.667
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:  4880 /  5216 =  93.558
1, 118  acc:  1233 /  1288 =  95.730
1, 119  acc:   307 /   322 =  95.342
1, 120  acc:   262 /   285 =  91.930
1, 121  acc:    69 /    72 =  95.833
1, 122  acc:    39 /    40 =  97.500
1, 123  acc:    21 /    24 =  87.500
1, 124  acc:    27 /    29 =  93.103
1, 125  acc:   307 /   323 =  95.046
1, 126  acc:    73 /    80 =  91.250
1, 127  acc:    16 /    18 =  88.889
1, 128  acc:    16 /    17 =  94.118
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     9 =  88.889
1, 133  acc:   318 /   331 =  96.073
1, 134  acc:    48 /    50 =  96.000
1, 135  acc:    21 /    23 =  91.304
1, 136  acc:    22 /    26 =  84.615
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    65 /    72 =  90.278
1, 142  acc:    10 /    11 =  90.909
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:    97 /   109 =  88.991
1, 149  acc:    13 /    14 =  92.857
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     3 /     8 =  37.500
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    19 /    22 =  86.364
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     2 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    24 /    24 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    14 /    14 = 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:  2065 /  2179 =  94.768
1, 170  acc:   372 /   395 =  94.177
1, 171  acc:   136 /   147 =  92.517
1, 172  acc:   128 /   132 =  96.970
1, 173  acc:    26 /    27 =  96.296
1, 174  acc:     5 /     8 =  62.500
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:    28 /    30 =  93.333
1, 177  acc:    54 /    59 =  91.525
1, 178  acc:    10 /    12 =  83.333
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     4 /     6 =  66.667
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:     5 /     5 = 100.000
1, 184  acc:    86 /    90 =  95.556
1, 185  acc:    19 /    20 =  95.000
1, 186  acc:    14 /    15 =  93.333
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     2 /     3 =  66.667
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     3 /     3 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    66 /    73 =  90.411
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /    11 =  63.636
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:     6 /     7 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259448 / 269038 =  96.435
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24887 / 25373 =  98.085
0, 1  acc: 30646 / 31282 =  97.967
0, 2  acc:  6034 /  6155 =  98.034
0, 3  acc: 23822 / 24292 =  98.065
0, 4  acc: 10627 / 10829 =  98.135
0, 5  acc:  5433 /  5541 =  98.051
0, 6  acc:  6630 /  6785 =  97.716
0, 7  acc: 11766 / 12016 =  97.919
1, 0  acc:  4364 /  4437 =  98.355
1, 1  acc:  4871 /  4962 =  98.166
1, 2  acc:  2231 /  2265 =  98.499
1, 3  acc:  2412 /  2446 =  98.610
1, 4  acc:  3062 /  3125 =  97.984
1, 5  acc:   981 /  1003 =  97.807
1, 6  acc:  3054 /  3111 =  98.168
1, 7  acc:  4594 /  4682 =  98.120
--------------------------------------
Average acc: 145414 / 148304 =  98.051
Robust  acc:  6630 /  6785 =  97.716
--------------------------------------
New max robust acc: 97.71554900515844
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed18.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed18.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 61.984 | Best Acc: 94.100
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10960 / 12092 =  90.638
0, 1  acc: 12967 / 14179 =  91.452
0, 2  acc:  2498 /  3210 =  77.819
0, 3  acc: 11387 / 12101 =  94.100
0, 4  acc:  4621 /  5355 =  86.293
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2690 /  3335 =  80.660
0, 7  acc:  4769 /  5723 =  83.330
1, 0  acc:  1475 /  2203 =  66.954
1, 1  acc:  1504 /  2270 =  66.256
1, 2  acc:   814 /  1216 =  66.941
1, 3  acc:   781 /  1260 =  61.984
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1034 /  1537 =  67.274
1, 7  acc:  1447 /  2246 =  64.426
------------------------------------
Average acc: 60990 / 71854 =  84.880
Robust  acc:   781 /  1260 =  61.984
------------------------------------
Accuracies by groups:
0, 0  acc: 10960 / 12092 =  90.638
0, 1  acc: 12967 / 14179 =  91.452
0, 2  acc:  2498 /  3210 =  77.819
0, 3  acc: 11387 / 12101 =  94.100
0, 4  acc:  4621 /  5355 =  86.293
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2690 /  3335 =  80.660
0, 7  acc:  4769 /  5723 =  83.330
1, 0  acc:  1475 /  2203 =  66.954
1, 1  acc:  1504 /  2270 =  66.256
1, 2  acc:   814 /  1216 =  66.941
1, 3  acc:   781 /  1260 =  61.984
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1034 /  1537 =  67.274
1, 7  acc:  1447 /  2246 =  64.426
------------------------------------
Average acc: 60990 / 71854 =  84.880
Robust  acc:   781 /  1260 =  61.984
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10960 / 12092 =  90.638
0, 1  acc: 12967 / 14179 =  91.452
0, 2  acc:  2498 /  3210 =  77.819
0, 3  acc: 11387 / 12101 =  94.100
0, 4  acc:  4621 /  5355 =  86.293
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2690 /  3335 =  80.660
0, 7  acc:  4769 /  5723 =  83.330
1, 0  acc:  1475 /  2203 =  66.954
1, 1  acc:  1504 /  2270 =  66.256
1, 2  acc:   814 /  1216 =  66.941
1, 3  acc:   781 /  1260 =  61.984
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1034 /  1537 =  67.274
1, 7  acc:  1447 /  2246 =  64.426
------------------------------------
Average acc: 60990 / 71854 =  84.880
Robust  acc:   781 /  1260 =  61.984
------------------------------------

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: 97.814 | Val Loss: 0.000 | Val Acc: 99.070
Training:
Accuracies by groups:
0, 0  acc: 111615 / 112875 =  98.884
0, 1  acc:  8587 /  8711 =  98.577
0, 2  acc: 13567 / 13872 =  97.801
0, 3  acc:  6844 /  6983 =  98.009
0, 4  acc:  2540 /  2673 =  95.024
0, 5  acc:   309 /   332 =  93.072
0, 6  acc:   321 /   344 =  93.314
0, 7  acc:   355 /   367 =  96.730
0, 8  acc: 11414 / 11560 =  98.737
0, 9  acc:   728 /   742 =  98.113
0, 10  acc:   791 /   800 =  98.875
0, 11  acc:   527 /   529 =  99.622
0, 12  acc:   519 /   542 =  95.756
0, 13  acc:    61 /    64 =  95.312
0, 14  acc:    97 /    98 =  98.980
0, 15  acc:    38 /    44 =  86.364
0, 16  acc:  5668 /  5903 =  96.019
0, 17  acc:   203 /   206 =  98.544
0, 18  acc:   560 /   577 =  97.054
0, 19  acc:   145 /   154 =  94.156
0, 20  acc:    90 /   100 =  90.000
0, 21  acc:     6 /     6 = 100.000
0, 22  acc:    38 /    41 =  92.683
0, 23  acc:    10 /    16 =  62.500
0, 24  acc:   723 /   758 =  95.383
0, 25  acc:    35 /    36 =  97.222
0, 26  acc:    76 /    78 =  97.436
0, 27  acc:    29 /    29 = 100.000
0, 28  acc:    41 /    45 =  91.111
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     1 /     1 = 100.000
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  2111 /  2157 =  97.867
0, 33  acc:    89 /    94 =  94.681
0, 34  acc:   100 /   100 = 100.000
0, 35  acc:    32 /    33 =  96.970
0, 36  acc:    35 /    35 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    16 =  93.750
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   658 /   669 =  98.356
0, 41  acc:    29 /    29 = 100.000
0, 42  acc:    21 /    21 = 100.000
0, 43  acc:    25 /    26 =  96.154
0, 44  acc:    20 /    21 =  95.238
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     5 =  60.000
0, 48  acc:   343 /   362 =  94.751
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    17 /    18 =  94.444
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:    10 /    11 =  90.909
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   419 /   436 =  96.101
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    18 /    21 =  85.714
0, 59  acc:    21 /    21 = 100.000
0, 60  acc:    20 /    23 =  86.957
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    13 /    13 = 100.000
0, 63  acc:     4 /     4 = 100.000
0, 64  acc:  2571 /  2714 =  94.731
0, 65  acc:   382 /   393 =  97.201
0, 66  acc:   251 /   264 =  95.076
0, 67  acc:   117 /   120 =  97.500
0, 68  acc:    50 /    52 =  96.154
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    23 /    25 =  92.000
0, 71  acc:    15 /    15 = 100.000
0, 72  acc:    81 /    83 =  97.590
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:    11 /    12 =  91.667
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    90 /    98 =  91.837
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:    17 /    17 = 100.000
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    10 /    11 =  90.909
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     4 /     4 = 100.000
0, 89  acc:     3 /     3 = 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 /     0 =     nan
0, 94  acc:    59 /    63 =  93.651
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    11 /    12 =  91.667
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    16 /    18 =  88.889
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     3 =  33.333
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     1 =   0.000
0, 117  acc:  5740 /  6000 =  95.667
0, 118  acc:  1404 /  1465 =  95.836
0, 119  acc:   322 /   335 =  96.119
0, 120  acc:   364 /   379 =  96.042
0, 121  acc:    62 /    70 =  88.571
0, 122  acc:    25 /    27 =  92.593
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    24 /    25 =  96.000
0, 125  acc:   331 /   343 =  96.501
0, 126  acc:    94 /    99 =  94.949
0, 127  acc:    35 /    35 = 100.000
0, 128  acc:    24 /    28 =  85.714
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   147 /   157 =  93.631
0, 134  acc:    48 /    53 =  90.566
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    24 /    24 = 100.000
0, 137  acc:    10 /    11 =  90.909
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    53 /    54 =  98.148
0, 142  acc:     9 /     9 = 100.000
0, 143  acc:     1 /     3 =  33.333
0, 144  acc:     6 /     6 = 100.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    98 /   100 =  98.000
0, 149  acc:    12 /    13 =  92.308
0, 150  acc:     8 /     8 = 100.000
0, 151  acc:    16 /    16 = 100.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    33 /    34 =  97.059
0, 155  acc:    12 /    12 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    21 /    23 =  91.304
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     6 /     6 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     4 /     5 =  80.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1509 /  1616 =  93.379
0, 170  acc:   291 /   308 =  94.481
0, 171  acc:   110 /   117 =  94.017
0, 172  acc:   162 /   165 =  98.182
0, 173  acc:    25 /    27 =  92.593
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     2 /     3 =  66.667
0, 176  acc:    13 /    17 =  76.471
0, 177  acc:    77 /    79 =  97.468
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:    12 /    13 =  92.308
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    39 /    41 =  95.122
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     3 /     4 =  75.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    27 =  88.889
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    36 /    38 =  94.737
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    15 /    15 = 100.000
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
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: 33225 / 34095 =  97.448
1, 1  acc:  3545 /  3659 =  96.884
1, 2  acc:  6194 /  6382 =  97.054
1, 3  acc:  2566 /  2672 =  96.033
1, 4  acc:  2893 /  2981 =  97.048
1, 5  acc:   553 /   563 =  98.224
1, 6  acc:   300 /   304 =  98.684
1, 7  acc:   408 /   419 =  97.375
1, 8  acc:  2927 /  3048 =  96.030
1, 9  acc:   190 /   198 =  95.960
1, 10  acc:   260 /   269 =  96.654
1, 11  acc:   113 /   119 =  94.958
1, 12  acc:   470 /   493 =  95.335
1, 13  acc:    64 /    67 =  95.522
1, 14  acc:    70 /    74 =  94.595
1, 15  acc:    63 /    67 =  94.030
1, 16  acc:  4477 /  4653 =  96.217
1, 17  acc:   165 /   170 =  97.059
1, 18  acc:   334 /   348 =  95.977
1, 19  acc:   147 /   151 =  97.351
1, 20  acc:   186 /   191 =  97.382
1, 21  acc:    21 /    21 = 100.000
1, 22  acc:    77 /    81 =  95.062
1, 23  acc:    28 /    28 = 100.000
1, 24  acc:   607 /   627 =  96.810
1, 25  acc:    12 /    14 =  85.714
1, 26  acc:    67 /    67 = 100.000
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    93 /   100 =  93.000
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    10 /    10 = 100.000
1, 31  acc:     9 /    10 =  90.000
1, 32  acc:   878 /   915 =  95.956
1, 33  acc:    50 /    51 =  98.039
1, 34  acc:    40 /    43 =  93.023
1, 35  acc:    12 /    12 = 100.000
1, 36  acc:    25 /    27 =  92.593
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    15 /    15 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   214 /   224 =  95.536
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     6 /     6 = 100.000
1, 43  acc:    12 /    13 =  92.308
1, 44  acc:     8 /     8 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   307 /   315 =  97.460
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    28 /    29 =  96.552
1, 51  acc:    11 /    12 =  91.667
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    21 =  95.238
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   262 /   272 =  96.324
1, 57  acc:    16 /    17 =  94.118
1, 58  acc:    14 /    14 = 100.000
1, 59  acc:    12 /    13 =  92.308
1, 60  acc:    17 /    18 =  94.444
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     7 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3175 /  3263 =  97.303
1, 65  acc:   439 /   457 =  96.061
1, 66  acc:   264 /   270 =  97.778
1, 67  acc:   115 /   120 =  95.833
1, 68  acc:   147 /   152 =  96.711
1, 69  acc:    25 /    26 =  96.154
1, 70  acc:    44 /    45 =  97.778
1, 71  acc:     7 /     7 = 100.000
1, 72  acc:    55 /    55 = 100.000
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    16 /    16 = 100.000
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   119 /   124 =  95.968
1, 81  acc:    11 /    12 =  91.667
1, 82  acc:    39 /    40 =  97.500
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:     7 /     8 =  87.500
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    16 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    87 /    90 =  96.667
1, 95  acc:    14 /    14 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     3 /     3 = 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:    16 /    17 =  94.118
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     3 /     4 =  75.000
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:  4997 /  5190 =  96.281
1, 118  acc:  1109 /  1158 =  95.769
1, 119  acc:   307 /   322 =  95.342
1, 120  acc:   341 /   352 =  96.875
1, 121  acc:    83 /    86 =  96.512
1, 122  acc:    38 /    41 =  92.683
1, 123  acc:    19 /    19 = 100.000
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   303 /   311 =  97.428
1, 126  acc:    74 /    78 =  94.872
1, 127  acc:     9 /    12 =  75.000
1, 128  acc:    20 /    20 = 100.000
1, 129  acc:    20 /    20 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   265 /   273 =  97.070
1, 134  acc:    47 /    48 =  97.917
1, 135  acc:    17 /    18 =  94.444
1, 136  acc:     8 /    10 =  80.000
1, 137  acc:     5 /     5 = 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:    57 /    61 =  93.443
1, 142  acc:    10 /    10 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   113 /   120 =  94.167
1, 149  acc:    18 /    19 =  94.737
1, 150  acc:     7 /     8 =  87.500
1, 151  acc:     2 /     5 =  40.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    26 /    28 =  92.857
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /    10 =  90.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    12 /    12 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    19 /    19 = 100.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2088 /  2159 =  96.711
1, 170  acc:   384 /   393 =  97.710
1, 171  acc:   127 /   130 =  97.692
1, 172  acc:   146 /   152 =  96.053
1, 173  acc:    31 /    31 = 100.000
1, 174  acc:    12 /    13 =  92.308
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    30 /    31 =  96.774
1, 177  acc:    41 /    43 =  95.349
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     1 /     3 =  33.333
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     9 /    10 =  90.000
1, 184  acc:    69 /    70 =  98.571
1, 185  acc:    27 /    28 =  96.429
1, 186  acc:    15 /    16 =  93.750
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    59 /    62 =  95.161
1, 197  acc:    11 /    11 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    15 =  86.667
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:    13 /    14 =  92.857
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263158 / 269038 =  97.814
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25133 / 25373 =  99.054
0, 1  acc: 30985 / 31282 =  99.051
0, 2  acc:  6101 /  6155 =  99.123
0, 3  acc: 24053 / 24292 =  99.016
0, 4  acc: 10719 / 10829 =  98.984
0, 5  acc:  5485 /  5541 =  98.989
0, 6  acc:  6729 /  6785 =  99.175
0, 7  acc: 11899 / 12016 =  99.026
1, 0  acc:  4401 /  4437 =  99.189
1, 1  acc:  4908 /  4962 =  98.912
1, 2  acc:  2248 /  2265 =  99.249
1, 3  acc:  2420 /  2446 =  98.937
1, 4  acc:  3098 /  3125 =  99.136
1, 5  acc:   988 /  1003 =  98.504
1, 6  acc:  3086 /  3111 =  99.196
1, 7  acc:  4644 /  4682 =  99.188
--------------------------------------
Average acc: 146897 / 148304 =  99.051
Robust  acc:   988 /  1003 =  98.504
--------------------------------------
New max robust acc: 98.50448654037886
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed18.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed18.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: 53.571 | Best Acc: 96.017
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11286 / 12092 =  93.334
0, 1  acc: 13437 / 14179 =  94.767
0, 2  acc:  2666 /  3210 =  83.053
0, 3  acc: 11619 / 12101 =  96.017
0, 4  acc:  4813 /  5355 =  89.879
0, 5  acc:  2786 /  2980 =  93.490
0, 6  acc:  2714 /  3335 =  81.379
0, 7  acc:  4924 /  5723 =  86.039
1, 0  acc:  1331 /  2203 =  60.418
1, 1  acc:  1308 /  2270 =  57.621
1, 2  acc:   768 /  1216 =  63.158
1, 3  acc:   675 /  1260 =  53.571
1, 4  acc:   906 /  1627 =  55.685
1, 5  acc:   293 /   520 =  56.346
1, 6  acc:  1019 /  1537 =  66.298
1, 7  acc:  1329 /  2246 =  59.172
------------------------------------
Average acc: 61874 / 71854 =  86.111
Robust  acc:   675 /  1260 =  53.571
------------------------------------
Accuracies by groups:
0, 0  acc: 11286 / 12092 =  93.334
0, 1  acc: 13437 / 14179 =  94.767
0, 2  acc:  2666 /  3210 =  83.053
0, 3  acc: 11619 / 12101 =  96.017
0, 4  acc:  4813 /  5355 =  89.879
0, 5  acc:  2786 /  2980 =  93.490
0, 6  acc:  2714 /  3335 =  81.379
0, 7  acc:  4924 /  5723 =  86.039
1, 0  acc:  1331 /  2203 =  60.418
1, 1  acc:  1308 /  2270 =  57.621
1, 2  acc:   768 /  1216 =  63.158
1, 3  acc:   675 /  1260 =  53.571
1, 4  acc:   906 /  1627 =  55.685
1, 5  acc:   293 /   520 =  56.346
1, 6  acc:  1019 /  1537 =  66.298
1, 7  acc:  1329 /  2246 =  59.172
------------------------------------
Average acc: 61874 / 71854 =  86.111
Robust  acc:   675 /  1260 =  53.571
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11286 / 12092 =  93.334
0, 1  acc: 13437 / 14179 =  94.767
0, 2  acc:  2666 /  3210 =  83.053
0, 3  acc: 11619 / 12101 =  96.017
0, 4  acc:  4813 /  5355 =  89.879
0, 5  acc:  2786 /  2980 =  93.490
0, 6  acc:  2714 /  3335 =  81.379
0, 7  acc:  4924 /  5723 =  86.039
1, 0  acc:  1331 /  2203 =  60.418
1, 1  acc:  1308 /  2270 =  57.621
1, 2  acc:   768 /  1216 =  63.158
1, 3  acc:   675 /  1260 =  53.571
1, 4  acc:   906 /  1627 =  55.685
1, 5  acc:   293 /   520 =  56.346
1, 6  acc:  1019 /  1537 =  66.298
1, 7  acc:  1329 /  2246 =  59.172
------------------------------------
Average acc: 61874 / 71854 =  86.111
Robust  acc:   675 /  1260 =  53.571
------------------------------------

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: 98.490 | Val Loss: 0.000 | Val Acc: 99.178
Training:
Accuracies by groups:
0, 0  acc: 111631 / 112504 =  99.224
0, 1  acc:  8729 /  8828 =  98.879
0, 2  acc: 13832 / 14005 =  98.765
0, 3  acc:  6868 /  6959 =  98.692
0, 4  acc:  2644 /  2735 =  96.673
0, 5  acc:   319 /   333 =  95.796
0, 6  acc:   296 /   305 =  97.049
0, 7  acc:   348 /   359 =  96.936
0, 8  acc: 11524 / 11636 =  99.037
0, 9  acc:   801 /   816 =  98.162
0, 10  acc:   774 /   790 =  97.975
0, 11  acc:   523 /   529 =  98.866
0, 12  acc:   524 /   541 =  96.858
0, 13  acc:    58 /    63 =  92.063
0, 14  acc:    86 /    86 = 100.000
0, 15  acc:    49 /    50 =  98.000
0, 16  acc:  5842 /  5992 =  97.497
0, 17  acc:   203 /   206 =  98.544
0, 18  acc:   564 /   577 =  97.747
0, 19  acc:   185 /   190 =  97.368
0, 20  acc:    81 /    90 =  90.000
0, 21  acc:    17 /    19 =  89.474
0, 22  acc:    47 /    47 = 100.000
0, 23  acc:     5 /     7 =  71.429
0, 24  acc:   788 /   808 =  97.525
0, 25  acc:    41 /    41 = 100.000
0, 26  acc:    71 /    72 =  98.611
0, 27  acc:    35 /    36 =  97.222
0, 28  acc:    34 /    35 =  97.143
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  2167 /  2194 =  98.769
0, 33  acc:    88 /    90 =  97.778
0, 34  acc:    95 /    96 =  98.958
0, 35  acc:    38 /    39 =  97.436
0, 36  acc:    37 /    37 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    21 /    22 =  95.455
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   641 /   655 =  97.863
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    33 /    35 =  94.286
0, 43  acc:    46 /    46 = 100.000
0, 44  acc:    18 /    18 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   352 /   360 =  97.778
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     9 /     9 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   386 /   392 =  98.469
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    17 /    18 =  94.444
0, 59  acc:    16 /    17 =  94.118
0, 60  acc:    16 /    18 =  88.889
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     4 /     4 = 100.000
0, 63  acc:     5 /     5 = 100.000
0, 64  acc:  2544 /  2635 =  96.546
0, 65  acc:   361 /   377 =  95.756
0, 66  acc:   266 /   275 =  96.727
0, 67  acc:   112 /   115 =  97.391
0, 68  acc:    44 /    46 =  95.652
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    19 /    20 =  95.000
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    72 /    72 = 100.000
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     6 /     6 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    87 /    92 =  94.565
0, 81  acc:     6 /     6 = 100.000
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     4 /     4 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    66 /    67 =  98.507
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5904 /  6075 =  97.185
0, 118  acc:  1339 /  1369 =  97.809
0, 119  acc:   373 /   385 =  96.883
0, 120  acc:   374 /   390 =  95.897
0, 121  acc:    56 /    58 =  96.552
0, 122  acc:    17 /    18 =  94.444
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    19 /    19 = 100.000
0, 125  acc:   413 /   422 =  97.867
0, 126  acc:   114 /   116 =  98.276
0, 127  acc:    26 /    27 =  96.296
0, 128  acc:    36 /    36 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   185 /   193 =  95.855
0, 134  acc:    41 /    47 =  87.234
0, 135  acc:    19 /    19 = 100.000
0, 136  acc:    19 /    19 = 100.000
0, 137  acc:     7 /     7 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    63 /    65 =  96.923
0, 142  acc:    10 /    10 = 100.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:     8 /     8 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     7 /     7 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    94 /    96 =  97.917
0, 149  acc:    12 /    12 = 100.000
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     8 /    12 =  66.667
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    38 /    39 =  97.436
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    24 /    25 =  96.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    10 =  90.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1572 /  1641 =  95.795
0, 170  acc:   314 /   331 =  94.864
0, 171  acc:   117 /   120 =  97.500
0, 172  acc:   154 /   157 =  98.089
0, 173  acc:    26 /    28 =  92.857
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    13 /    15 =  86.667
0, 177  acc:    94 /    95 =  98.947
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    38 /    39 =  97.436
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     5 /     5 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    27 =  96.296
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     4 =  75.000
0, 196  acc:    38 /    40 =  95.000
0, 197  acc:     8 /     9 =  88.889
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     6 =  83.333
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    18 /    20 =  90.000
0, 205  acc:     7 /     7 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     4 /     4 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 33219 / 33846 =  98.147
1, 1  acc:  3693 /  3784 =  97.595
1, 2  acc:  6249 /  6397 =  97.686
1, 3  acc:  2554 /  2610 =  97.854
1, 4  acc:  2943 /  3002 =  98.035
1, 5  acc:   534 /   543 =  98.343
1, 6  acc:   315 /   320 =  98.438
1, 7  acc:   373 /   383 =  97.389
1, 8  acc:  2959 /  3044 =  97.208
1, 9  acc:   216 /   222 =  97.297
1, 10  acc:   290 /   297 =  97.643
1, 11  acc:   140 /   144 =  97.222
1, 12  acc:   420 /   428 =  98.131
1, 13  acc:    48 /    49 =  97.959
1, 14  acc:    79 /    79 = 100.000
1, 15  acc:    97 /    97 = 100.000
1, 16  acc:  4551 /  4681 =  97.223
1, 17  acc:   182 /   187 =  97.326
1, 18  acc:   366 /   376 =  97.340
1, 19  acc:   153 /   157 =  97.452
1, 20  acc:   177 /   183 =  96.721
1, 21  acc:    24 /    24 = 100.000
1, 22  acc:    92 /    95 =  96.842
1, 23  acc:    17 /    18 =  94.444
1, 24  acc:   601 /   618 =  97.249
1, 25  acc:    12 /    12 = 100.000
1, 26  acc:    49 /    50 =  98.000
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    91 /    93 =  97.849
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    21 /    21 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   902 /   924 =  97.619
1, 33  acc:    52 /    53 =  98.113
1, 34  acc:    42 /    42 = 100.000
1, 35  acc:    18 /    18 = 100.000
1, 36  acc:    30 /    31 =  96.774
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    25 /    25 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   245 /   251 =  97.610
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:     6 /     6 = 100.000
1, 43  acc:    13 /    14 =  92.857
1, 44  acc:    16 /    16 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   299 /   304 =  98.355
1, 49  acc:    14 /    14 = 100.000
1, 50  acc:    20 /    21 =  95.238
1, 51  acc:     7 /     7 = 100.000
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    18 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   253 /   258 =  98.062
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:     6 /     6 = 100.000
1, 60  acc:    17 /    17 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /     9 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3111 /  3180 =  97.830
1, 65  acc:   469 /   476 =  98.529
1, 66  acc:   255 /   262 =  97.328
1, 67  acc:   118 /   121 =  97.521
1, 68  acc:   160 /   163 =  98.160
1, 69  acc:    25 /    25 = 100.000
1, 70  acc:    51 /    54 =  94.444
1, 71  acc:    18 /    18 = 100.000
1, 72  acc:    61 /    61 = 100.000
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   103 /   104 =  99.038
1, 81  acc:    12 /    13 =  92.308
1, 82  acc:    27 /    27 = 100.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    16 =  93.750
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:     5 /     6 =  83.333
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    75 /    78 =  96.154
1, 95  acc:    12 /    12 = 100.000
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    10 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    18 =  94.444
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     5 /     5 = 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:  4972 /  5112 =  97.261
1, 118  acc:  1184 /  1211 =  97.770
1, 119  acc:   302 /   313 =  96.486
1, 120  acc:   300 /   307 =  97.720
1, 121  acc:    97 /    98 =  98.980
1, 122  acc:    48 /    51 =  94.118
1, 123  acc:    13 /    13 = 100.000
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   308 /   319 =  96.552
1, 126  acc:    85 /    87 =  97.701
1, 127  acc:    11 /    12 =  91.667
1, 128  acc:    19 /    20 =  95.000
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     4 /     5 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /    10 =  90.000
1, 133  acc:   249 /   261 =  95.402
1, 134  acc:    49 /    50 =  98.000
1, 135  acc:    19 /    19 = 100.000
1, 136  acc:    18 /    18 = 100.000
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    60 /    62 =  96.774
1, 142  acc:     7 /     7 = 100.000
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   125 /   128 =  97.656
1, 149  acc:    10 /    10 = 100.000
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     3 /     6 =  50.000
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    17 /    19 =  89.474
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    21 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    15 /    15 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2045 /  2087 =  97.988
1, 170  acc:   419 /   430 =  97.442
1, 171  acc:   153 /   157 =  97.452
1, 172  acc:   140 /   141 =  99.291
1, 173  acc:    38 /    38 = 100.000
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    23 /    23 = 100.000
1, 177  acc:    45 /    45 = 100.000
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    77 /    79 =  97.468
1, 185  acc:    32 /    34 =  94.118
1, 186  acc:    13 /    13 = 100.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     1 /     2 =  50.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    63 /    66 =  95.455
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    14 /    14 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    16 =  81.250
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     4 =  75.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     1 /     1 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264975 / 269038 =  98.490
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25172 / 25373 =  99.208
0, 1  acc: 31025 / 31282 =  99.178
0, 2  acc:  6099 /  6155 =  99.090
0, 3  acc: 24111 / 24292 =  99.255
0, 4  acc: 10752 / 10829 =  99.289
0, 5  acc:  5511 /  5541 =  99.459
0, 6  acc:  6734 /  6785 =  99.248
0, 7  acc: 11914 / 12016 =  99.151
1, 0  acc:  4411 /  4437 =  99.414
1, 1  acc:  4917 /  4962 =  99.093
1, 2  acc:  2245 /  2265 =  99.117
1, 3  acc:  2425 /  2446 =  99.141
1, 4  acc:  3104 /  3125 =  99.328
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3084 /  3111 =  99.132
1, 7  acc:  4641 /  4682 =  99.124
--------------------------------------
Average acc: 147140 / 148304 =  99.215
Robust  acc:  6099 /  6155 =  99.090
--------------------------------------
New max robust acc: 99.09017059301381
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed18.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed18.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: 54.286 | Best Acc: 95.257
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11159 / 12092 =  92.284
0, 1  acc: 13215 / 14179 =  93.201
0, 2  acc:  2760 /  3210 =  85.981
0, 3  acc: 11527 / 12101 =  95.257
0, 4  acc:  4774 /  5355 =  89.150
0, 5  acc:  2769 /  2980 =  92.919
0, 6  acc:  2671 /  3335 =  80.090
0, 7  acc:  4783 /  5723 =  83.575
1, 0  acc:  1416 /  2203 =  64.276
1, 1  acc:  1430 /  2270 =  62.996
1, 2  acc:   701 /  1216 =  57.648
1, 3  acc:   684 /  1260 =  54.286
1, 4  acc:   888 /  1627 =  54.579
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:  1037 /  1537 =  67.469
1, 7  acc:  1438 /  2246 =  64.025
------------------------------------
Average acc: 61544 / 71854 =  85.651
Robust  acc:   684 /  1260 =  54.286
------------------------------------
Accuracies by groups:
0, 0  acc: 11159 / 12092 =  92.284
0, 1  acc: 13215 / 14179 =  93.201
0, 2  acc:  2760 /  3210 =  85.981
0, 3  acc: 11527 / 12101 =  95.257
0, 4  acc:  4774 /  5355 =  89.150
0, 5  acc:  2769 /  2980 =  92.919
0, 6  acc:  2671 /  3335 =  80.090
0, 7  acc:  4783 /  5723 =  83.575
1, 0  acc:  1416 /  2203 =  64.276
1, 1  acc:  1430 /  2270 =  62.996
1, 2  acc:   701 /  1216 =  57.648
1, 3  acc:   684 /  1260 =  54.286
1, 4  acc:   888 /  1627 =  54.579
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:  1037 /  1537 =  67.469
1, 7  acc:  1438 /  2246 =  64.025
------------------------------------
Average acc: 61544 / 71854 =  85.651
Robust  acc:   684 /  1260 =  54.286
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11159 / 12092 =  92.284
0, 1  acc: 13215 / 14179 =  93.201
0, 2  acc:  2760 /  3210 =  85.981
0, 3  acc: 11527 / 12101 =  95.257
0, 4  acc:  4774 /  5355 =  89.150
0, 5  acc:  2769 /  2980 =  92.919
0, 6  acc:  2671 /  3335 =  80.090
0, 7  acc:  4783 /  5723 =  83.575
1, 0  acc:  1416 /  2203 =  64.276
1, 1  acc:  1430 /  2270 =  62.996
1, 2  acc:   701 /  1216 =  57.648
1, 3  acc:   684 /  1260 =  54.286
1, 4  acc:   888 /  1627 =  54.579
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:  1037 /  1537 =  67.469
1, 7  acc:  1438 /  2246 =  64.025
------------------------------------
Average acc: 61544 / 71854 =  85.651
Robust  acc:   684 /  1260 =  54.286
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed18.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed18.pt
