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_seed25.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: 25
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=25-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed25.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7121, 0.1745],
        [0.0719, 0.0415]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.882 | Val Loss: 0.000 | Val Acc: 91.712
Training:
Accuracies by groups:
0, 0  acc: 104008 / 109581 =  94.914
0, 1  acc:  8619 /  9251 =  93.168
0, 2  acc: 13340 / 14427 =  92.466
0, 3  acc:  6941 /  7512 =  92.399
0, 4  acc:  2268 /  2984 =  76.005
0, 5  acc:   238 /   367 =  64.850
0, 6  acc:   284 /   368 =  77.174
0, 7  acc:   318 /   405 =  78.519
0, 8  acc: 10693 / 11285 =  94.754
0, 9  acc:   680 /   744 =  91.398
0, 10  acc:   716 /   769 =  93.108
0, 11  acc:   486 /   520 =  93.462
0, 12  acc:   421 /   561 =  75.045
0, 13  acc:    56 /    69 =  81.159
0, 14  acc:    77 /    91 =  84.615
0, 15  acc:    38 /    57 =  66.667
0, 16  acc:  5597 /  6630 =  84.419
0, 17  acc:   206 /   236 =  87.288
0, 18  acc:   580 /   676 =  85.799
0, 19  acc:   200 /   228 =  87.719
0, 20  acc:    91 /   137 =  66.423
0, 21  acc:    11 /    13 =  84.615
0, 22  acc:    50 /    66 =  75.758
0, 23  acc:     0 /     8 =   0.000
0, 24  acc:   713 /   853 =  83.587
0, 25  acc:    38 /    42 =  90.476
0, 26  acc:    59 /    62 =  95.161
0, 27  acc:    27 /    33 =  81.818
0, 28  acc:    37 /    49 =  75.510
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     4 /     6 =  66.667
0, 31  acc:     0 /     1 =   0.000
0, 32  acc:  2131 /  2294 =  92.895
0, 33  acc:    89 /    94 =  94.681
0, 34  acc:    81 /    93 =  87.097
0, 35  acc:    32 /    34 =  94.118
0, 36  acc:    33 /    41 =  80.488
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    10 /    15 =  66.667
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   576 /   629 =  91.574
0, 41  acc:    21 /    23 =  91.304
0, 42  acc:    15 /    16 =  93.750
0, 43  acc:    30 /    31 =  96.774
0, 44  acc:    20 /    25 =  80.000
0, 45  acc:     2 /     3 =  66.667
0, 46  acc:     5 /     7 =  71.429
0, 47  acc:     5 /     8 =  62.500
0, 48  acc:   361 /   418 =  86.364
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    27 /    32 =  84.375
0, 51  acc:    23 /    26 =  88.462
0, 52  acc:     7 /    10 =  70.000
0, 53  acc:     1 /     2 =  50.000
0, 54  acc:     2 /     4 =  50.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   343 /   389 =  88.175
0, 57  acc:    16 /    16 = 100.000
0, 58  acc:    12 /    14 =  85.714
0, 59  acc:    24 /    24 = 100.000
0, 60  acc:     7 /    11 =  63.636
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     3 /     7 =  42.857
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2385 /  3021 =  78.947
0, 65  acc:   334 /   453 =  73.731
0, 66  acc:   211 /   271 =  77.860
0, 67  acc:    93 /   107 =  86.916
0, 68  acc:    56 /    74 =  75.676
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    13 /    26 =  50.000
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    87 /    96 =  90.625
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:    18 /    20 =  90.000
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    69 /    93 =  74.194
0, 81  acc:    10 /    15 =  66.667
0, 82  acc:    15 /    18 =  83.333
0, 83  acc:     5 /     9 =  55.556
0, 84  acc:     3 /     6 =  50.000
0, 85  acc:     1 /     3 =  33.333
0, 86  acc:     3 /    10 =  30.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     4 /     4 = 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:    56 /    74 =  75.676
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     2 /     5 =  40.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    22 =  59.091
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    10 /    13 =  76.923
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    14 /    22 =  63.636
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     4 /     9 =  44.444
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5950 /  7010 =  84.879
0, 118  acc:  1445 /  1722 =  83.914
0, 119  acc:   353 /   430 =  82.093
0, 120  acc:   327 /   381 =  85.827
0, 121  acc:    37 /    59 =  62.712
0, 122  acc:    21 /    33 =  63.636
0, 123  acc:     7 /     9 =  77.778
0, 124  acc:    30 /    33 =  90.909
0, 125  acc:   376 /   452 =  83.186
0, 126  acc:    87 /   117 =  74.359
0, 127  acc:    23 /    27 =  85.185
0, 128  acc:    36 /    49 =  73.469
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     7 /     9 =  77.778
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   158 /   209 =  75.598
0, 134  acc:    28 /    52 =  53.846
0, 135  acc:    26 /    28 =  92.857
0, 136  acc:    17 /    28 =  60.714
0, 137  acc:     5 /    11 =  45.455
0, 138  acc:     0 /     1 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    60 =  75.000
0, 142  acc:    11 /    13 =  84.615
0, 143  acc:     1 /     6 =  16.667
0, 144  acc:     4 /     5 =  80.000
0, 145  acc:     1 /     2 =  50.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   111 /   127 =  87.402
0, 149  acc:    11 /    17 =  64.706
0, 150  acc:     5 /     9 =  55.556
0, 151  acc:    16 /    22 =  72.727
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    31 /    42 =  73.810
0, 155  acc:     3 /     6 =  50.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    29 /    38 =  76.316
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     8 /    11 =  72.727
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1326 /  1821 =  72.817
0, 170  acc:   262 /   378 =  69.312
0, 171  acc:    81 /   114 =  71.053
0, 172  acc:   151 /   193 =  78.238
0, 173  acc:    14 /    20 =  70.000
0, 174  acc:     6 /    11 =  54.545
0, 175  acc:     4 /     6 =  66.667
0, 176  acc:    10 /    13 =  76.923
0, 177  acc:    68 /    79 =  86.076
0, 178  acc:    17 /    20 =  85.000
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:     8 /     9 =  88.889
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     4 =  50.000
0, 184  acc:    41 /    59 =  69.492
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     9 /    13 =  69.231
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    20 /    27 =  74.074
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    44 /    61 =  72.131
0, 197  acc:     5 /     6 =  83.333
0, 198  acc:     0 /     2 =   0.000
0, 199  acc:     6 /     8 =  75.000
0, 200  acc:     5 /     6 =  83.333
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     3 =  33.333
0, 204  acc:    21 /    24 =  87.500
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /    10 =  70.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    14 =  71.429
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 26139 / 33370 =  78.331
1, 1  acc:  2774 /  3655 =  75.896
1, 2  acc:  4470 /  6116 =  73.087
1, 3  acc:  1787 /  2550 =  70.078
1, 4  acc:  2111 /  2832 =  74.541
1, 5  acc:   389 /   504 =  77.183
1, 6  acc:   251 /   328 =  76.524
1, 7  acc:   281 /   374 =  75.134
1, 8  acc:  1979 /  2965 =  66.745
1, 9  acc:   132 /   186 =  70.968
1, 10  acc:   171 /   258 =  66.279
1, 11  acc:   101 /   160 =  63.125
1, 12  acc:   327 /   455 =  71.868
1, 13  acc:    39 /    61 =  63.934
1, 14  acc:    43 /    68 =  63.235
1, 15  acc:    44 /    75 =  58.667
1, 16  acc:  3279 /  4715 =  69.544
1, 17  acc:   120 /   160 =  75.000
1, 18  acc:   238 /   334 =  71.257
1, 19  acc:   101 /   160 =  63.125
1, 20  acc:   149 /   185 =  80.541
1, 21  acc:    21 /    22 =  95.455
1, 22  acc:    57 /    74 =  77.027
1, 23  acc:    26 /    29 =  89.655
1, 24  acc:   387 /   589 =  65.705
1, 25  acc:     5 /    12 =  41.667
1, 26  acc:    40 /    60 =  66.667
1, 27  acc:     5 /     7 =  71.429
1, 28  acc:    74 /    93 =  79.570
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    12 /    13 =  92.308
1, 31  acc:     7 /     9 =  77.778
1, 32  acc:   681 /   988 =  68.927
1, 33  acc:    24 /    41 =  58.537
1, 34  acc:    11 /    20 =  55.000
1, 35  acc:    10 /    10 = 100.000
1, 36  acc:    21 /    27 =  77.778
1, 37  acc:     3 /     4 =  75.000
1, 38  acc:    15 /    18 =  83.333
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   157 /   225 =  69.778
1, 41  acc:     6 /     9 =  66.667
1, 42  acc:     2 /     7 =  28.571
1, 43  acc:    14 /    18 =  77.778
1, 44  acc:    12 /    23 =  52.174
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     2 /     5 =  40.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   232 /   331 =  70.091
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:     6 /    14 =  42.857
1, 51  acc:    11 /    14 =  78.571
1, 52  acc:     7 /    10 =  70.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    13 /    20 =  65.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   131 /   212 =  61.792
1, 57  acc:     6 /     7 =  85.714
1, 58  acc:     8 /    11 =  72.727
1, 59  acc:     8 /    11 =  72.727
1, 60  acc:     7 /    15 =  46.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    13 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2316 /  3049 =  75.959
1, 65  acc:   328 /   448 =  73.214
1, 66  acc:   202 /   278 =  72.662
1, 67  acc:    64 /   103 =  62.136
1, 68  acc:   110 /   125 =  88.000
1, 69  acc:    29 /    32 =  90.625
1, 70  acc:    42 /    50 =  84.000
1, 71  acc:     4 /     7 =  57.143
1, 72  acc:    51 /    63 =  80.952
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    12 /    14 =  85.714
1, 77  acc:     3 /     5 =  60.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    79 /   116 =  68.103
1, 81  acc:    10 /    14 =  71.429
1, 82  acc:    19 /    29 =  65.517
1, 83  acc:     2 /     3 =  66.667
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:     3 /     9 =  33.333
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:     3 /     3 = 100.000
1, 94  acc:    73 /   106 =  68.868
1, 95  acc:     2 /     7 =  28.571
1, 96  acc:    10 /    11 =  90.909
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    14 =  92.857
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     7 /     8 =  87.500
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    12 /    17 =  70.588
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    13 =  84.615
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:     5 /     7 =  71.429
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:  3422 /  5091 =  67.217
1, 118  acc:   801 /  1147 =  69.834
1, 119  acc:   208 /   268 =  77.612
1, 120  acc:   220 /   327 =  67.278
1, 121  acc:    82 /   104 =  78.846
1, 122  acc:    38 /    50 =  76.000
1, 123  acc:     5 /    14 =  35.714
1, 124  acc:    13 /    18 =  72.222
1, 125  acc:   195 /   299 =  65.217
1, 126  acc:    44 /    65 =  67.692
1, 127  acc:     9 /    13 =  69.231
1, 128  acc:     7 /    16 =  43.750
1, 129  acc:     2 /     5 =  40.000
1, 130  acc:     5 /     8 =  62.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     5 =  20.000
1, 133  acc:   199 /   273 =  72.894
1, 134  acc:    35 /    46 =  76.087
1, 135  acc:    22 /    29 =  75.862
1, 136  acc:    10 /    13 =  76.923
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     0 /     3 =   0.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    44 /    71 =  61.972
1, 142  acc:     8 /     9 =  88.889
1, 143  acc:     1 /     2 =  50.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     4 =  25.000
1, 148  acc:    54 /   115 =  46.957
1, 149  acc:     6 /    11 =  54.545
1, 150  acc:     0 /     1 =   0.000
1, 151  acc:     2 /    12 =  16.667
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:     7 /    20 =  35.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     7 =  42.857
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    23 =  73.913
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     3 =  66.667
1, 164  acc:     7 /    15 =  46.667
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:  1509 /  2065 =  73.075
1, 170  acc:   251 /   334 =  75.150
1, 171  acc:   129 /   163 =  79.141
1, 172  acc:   106 /   142 =  74.648
1, 173  acc:    29 /    36 =  80.556
1, 174  acc:     4 /     7 =  57.143
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    16 /    31 =  51.613
1, 177  acc:    26 /    43 =  60.465
1, 178  acc:     2 /     2 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     4 /     8 =  50.000
1, 184  acc:    46 /    61 =  75.410
1, 185  acc:    16 /    21 =  76.190
1, 186  acc:     5 /     7 =  71.429
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     2 /     4 =  50.000
1, 190  acc:     4 /     6 =  66.667
1, 191  acc:     1 /     3 =  33.333
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    40 /    62 =  64.516
1, 197  acc:     5 /     5 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     4 =  75.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /    12 =  41.667
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:    12 /    14 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     7 /     8 =  87.500
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233746 / 269038 =  86.882
Robust  acc:     0 /     8 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23241 / 25373 =  91.597
0, 1  acc: 28737 / 31282 =  91.864
0, 2  acc:  5647 /  6155 =  91.747
0, 3  acc: 22297 / 24292 =  91.787
0, 4  acc:  9974 / 10829 =  92.105
0, 5  acc:  5063 /  5541 =  91.373
0, 6  acc:  6151 /  6785 =  90.656
0, 7  acc: 11012 / 12016 =  91.644
1, 0  acc:  4101 /  4437 =  92.427
1, 1  acc:  4562 /  4962 =  91.939
1, 2  acc:  2060 /  2265 =  90.949
1, 3  acc:  2258 /  2446 =  92.314
1, 4  acc:  2848 /  3125 =  91.136
1, 5  acc:   908 /  1003 =  90.528
1, 6  acc:  2859 /  3111 =  91.900
1, 7  acc:  4285 /  4682 =  91.521
--------------------------------------
Average acc: 136003 / 148304 =  91.706
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_seed25.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed25.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.923 | Best Acc: 92.678
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10802 / 12092 =  89.332
0, 1  acc: 12865 / 14179 =  90.733
0, 2  acc:  2485 /  3210 =  77.414
0, 3  acc: 11215 / 12101 =  92.678
0, 4  acc:  4418 /  5355 =  82.502
0, 5  acc:  2628 /  2980 =  88.188
0, 6  acc:  2361 /  3335 =  70.795
0, 7  acc:  4434 /  5723 =  77.477
1, 0  acc:  1573 /  2203 =  71.403
1, 1  acc:  1581 /  2270 =  69.648
1, 2  acc:   832 /  1216 =  68.421
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1123 /  1627 =  69.023
1, 5  acc:   348 /   520 =  66.923
1, 6  acc:  1197 /  1537 =  77.879
1, 7  acc:  1627 /  2246 =  72.440
------------------------------------
Average acc: 60339 / 71854 =  83.974
Robust  acc:   348 /   520 =  66.923
------------------------------------
Accuracies by groups:
0, 0  acc: 10802 / 12092 =  89.332
0, 1  acc: 12865 / 14179 =  90.733
0, 2  acc:  2485 /  3210 =  77.414
0, 3  acc: 11215 / 12101 =  92.678
0, 4  acc:  4418 /  5355 =  82.502
0, 5  acc:  2628 /  2980 =  88.188
0, 6  acc:  2361 /  3335 =  70.795
0, 7  acc:  4434 /  5723 =  77.477
1, 0  acc:  1573 /  2203 =  71.403
1, 1  acc:  1581 /  2270 =  69.648
1, 2  acc:   832 /  1216 =  68.421
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1123 /  1627 =  69.023
1, 5  acc:   348 /   520 =  66.923
1, 6  acc:  1197 /  1537 =  77.879
1, 7  acc:  1627 /  2246 =  72.440
------------------------------------
Average acc: 60339 / 71854 =  83.974
Robust  acc:   348 /   520 =  66.923
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10802 / 12092 =  89.332
0, 1  acc: 12865 / 14179 =  90.733
0, 2  acc:  2485 /  3210 =  77.414
0, 3  acc: 11215 / 12101 =  92.678
0, 4  acc:  4418 /  5355 =  82.502
0, 5  acc:  2628 /  2980 =  88.188
0, 6  acc:  2361 /  3335 =  70.795
0, 7  acc:  4434 /  5723 =  77.477
1, 0  acc:  1573 /  2203 =  71.403
1, 1  acc:  1581 /  2270 =  69.648
1, 2  acc:   832 /  1216 =  68.421
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1123 /  1627 =  69.023
1, 5  acc:   348 /   520 =  66.923
1, 6  acc:  1197 /  1537 =  77.879
1, 7  acc:  1627 /  2246 =  72.440
------------------------------------
Average acc: 60339 / 71854 =  83.974
Robust  acc:   348 /   520 =  66.923
------------------------------------

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: 93.340 | Val Loss: 0.000 | Val Acc: 95.499
Training:
Accuracies by groups:
0, 0  acc: 106277 / 109515 =  97.043
0, 1  acc:  9005 /  9359 =  96.218
0, 2  acc: 13829 / 14532 =  95.162
0, 3  acc:  7045 /  7385 =  95.396
0, 4  acc:  2682 /  3072 =  87.305
0, 5  acc:   288 /   362 =  79.558
0, 6  acc:   312 /   358 =  87.151
0, 7  acc:   336 /   405 =  82.963
0, 8  acc: 10921 / 11310 =  96.561
0, 9  acc:   763 /   803 =  95.019
0, 10  acc:   742 /   782 =  94.885
0, 11  acc:   511 /   538 =  94.981
0, 12  acc:   481 /   560 =  85.893
0, 13  acc:    50 /    62 =  80.645
0, 14  acc:    83 /    90 =  92.222
0, 15  acc:    40 /    47 =  85.106
0, 16  acc:  6008 /  6630 =  90.618
0, 17  acc:   234 /   255 =  91.765
0, 18  acc:   613 /   666 =  92.042
0, 19  acc:   178 /   191 =  93.194
0, 20  acc:   101 /   123 =  82.114
0, 21  acc:    11 /    14 =  78.571
0, 22  acc:    56 /    65 =  86.154
0, 23  acc:     3 /     7 =  42.857
0, 24  acc:   800 /   880 =  90.909
0, 25  acc:    40 /    42 =  95.238
0, 26  acc:    67 /    71 =  94.366
0, 27  acc:    30 /    31 =  96.774
0, 28  acc:    34 /    41 =  82.927
0, 29  acc:     1 /     4 =  25.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  2142 /  2232 =  95.968
0, 33  acc:   102 /   105 =  97.143
0, 34  acc:    94 /    96 =  97.917
0, 35  acc:    33 /    34 =  97.059
0, 36  acc:    38 /    42 =  90.476
0, 37  acc:     3 /     4 =  75.000
0, 38  acc:    21 /    23 =  91.304
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   651 /   682 =  95.455
0, 41  acc:    31 /    31 = 100.000
0, 42  acc:    17 /    20 =  85.000
0, 43  acc:    31 /    32 =  96.875
0, 44  acc:    21 /    24 =  87.500
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     9 /    10 =  90.000
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   386 /   418 =  92.344
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    26 /    28 =  92.857
0, 51  acc:    10 /    13 =  76.923
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     8 /     8 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   354 /   391 =  90.537
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    25 /    28 =  89.286
0, 59  acc:    26 /    27 =  96.296
0, 60  acc:    15 /    16 =  93.750
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     4 /     4 = 100.000
0, 63  acc:     4 /     4 = 100.000
0, 64  acc:  2565 /  2968 =  86.422
0, 65  acc:   361 /   416 =  86.779
0, 66  acc:   260 /   298 =  87.248
0, 67  acc:   124 /   142 =  87.324
0, 68  acc:    67 /    81 =  82.716
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    18 /    23 =  78.261
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    81 /    86 =  94.186
0, 73  acc:     5 /     6 =  83.333
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:    11 /    13 =  84.615
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    71 /    85 =  83.529
0, 81  acc:    12 /    12 = 100.000
0, 82  acc:    10 /    12 =  83.333
0, 83  acc:     6 /     8 =  75.000
0, 84  acc:     3 /     5 =  60.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /    11 =  63.636
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    73 /    87 =  83.908
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    16 =  81.250
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    14 /    16 =  87.500
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    10 /    14 =  71.429
0, 107  acc:     0 /     1 =   0.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     5 =  20.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     6 /     6 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6380 /  6992 =  91.247
0, 118  acc:  1485 /  1660 =  89.458
0, 119  acc:   401 /   444 =  90.315
0, 120  acc:   361 /   405 =  89.136
0, 121  acc:    57 /    76 =  75.000
0, 122  acc:    28 /    32 =  87.500
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    21 /    24 =  87.500
0, 125  acc:   370 /   404 =  91.584
0, 126  acc:   103 /   125 =  82.400
0, 127  acc:    22 /    25 =  88.000
0, 128  acc:    39 /    42 =  92.857
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   183 /   231 =  79.221
0, 134  acc:    37 /    53 =  69.811
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    21 /    25 =  84.000
0, 137  acc:     7 /    11 =  63.636
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    74 =  77.027
0, 142  acc:     6 /     9 =  66.667
0, 143  acc:     3 /     6 =  50.000
0, 144  acc:     3 /     6 =  50.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     2 =  50.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   109 /   125 =  87.200
0, 149  acc:    12 /    14 =  85.714
0, 150  acc:     3 /     3 = 100.000
0, 151  acc:     6 /    11 =  54.545
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     3 /     4 =  75.000
0, 154  acc:    28 /    34 =  82.353
0, 155  acc:     7 /    10 =  70.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    27 /    30 =  90.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    15 =  80.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1566 /  1840 =  85.109
0, 170  acc:   335 /   413 =  81.114
0, 171  acc:   121 /   146 =  82.877
0, 172  acc:   162 /   188 =  86.170
0, 173  acc:    22 /    24 =  91.667
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:    14 /    18 =  77.778
0, 177  acc:    65 /    70 =  92.857
0, 178  acc:    18 /    18 = 100.000
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    47 /    55 =  85.455
0, 185  acc:     7 /     8 =  87.500
0, 186  acc:     6 /     8 =  75.000
0, 187  acc:     4 /     5 =  80.000
0, 188  acc:     0 /     3 =   0.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    30 =  70.000
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    42 /    48 =  87.500
0, 197  acc:    11 /    11 = 100.000
0, 198  acc:     3 /     5 =  60.000
0, 199  acc:    10 /    11 =  90.909
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    17 /    20 =  85.000
0, 205  acc:     8 /     8 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /     7 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     6 =  83.333
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     5 /     5 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 30240 / 33288 =  90.844
1, 1  acc:  3178 /  3547 =  89.597
1, 2  acc:  5475 /  6171 =  88.721
1, 3  acc:  2176 /  2524 =  86.212
1, 4  acc:  2489 /  2826 =  88.075
1, 5  acc:   465 /   525 =  88.571
1, 6  acc:   288 /   326 =  88.344
1, 7  acc:   339 /   371 =  91.375
1, 8  acc:  2558 /  2993 =  85.466
1, 9  acc:   183 /   220 =  83.182
1, 10  acc:   231 /   280 =  82.500
1, 11  acc:   122 /   140 =  87.143
1, 12  acc:   400 /   446 =  89.686
1, 13  acc:    59 /    64 =  92.188
1, 14  acc:    53 /    70 =  75.714
1, 15  acc:    62 /    81 =  76.543
1, 16  acc:  4045 /  4653 =  86.933
1, 17  acc:   140 /   161 =  86.957
1, 18  acc:   270 /   327 =  82.569
1, 19  acc:   121 /   145 =  83.448
1, 20  acc:   167 /   176 =  94.886
1, 21  acc:    21 /    21 = 100.000
1, 22  acc:    82 /    94 =  87.234
1, 23  acc:    32 /    37 =  86.486
1, 24  acc:   512 /   604 =  84.768
1, 25  acc:     8 /    11 =  72.727
1, 26  acc:    45 /    53 =  84.906
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    96 /   104 =  92.308
1, 29  acc:     3 /     4 =  75.000
1, 30  acc:    13 /    13 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   793 /   929 =  85.361
1, 33  acc:    35 /    39 =  89.744
1, 34  acc:    27 /    33 =  81.818
1, 35  acc:    18 /    20 =  90.000
1, 36  acc:    29 /    32 =  90.625
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    11 /    15 =  73.333
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   197 /   231 =  85.281
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     7 /    13 =  53.846
1, 43  acc:     6 /     8 =  75.000
1, 44  acc:     9 /    11 =  81.818
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     2 /     3 =  66.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   272 /   328 =  82.927
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    19 /    24 =  79.167
1, 51  acc:    13 /    15 =  86.667
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    25 =  88.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   203 /   238 =  85.294
1, 57  acc:     4 /     4 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     9 /    13 =  69.231
1, 60  acc:    15 /    18 =  83.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /    10 =  90.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2767 /  3107 =  89.057
1, 65  acc:   380 /   441 =  86.168
1, 66  acc:   235 /   270 =  87.037
1, 67  acc:   103 /   118 =  87.288
1, 68  acc:   115 /   134 =  85.821
1, 69  acc:    13 /    13 = 100.000
1, 70  acc:    56 /    59 =  94.915
1, 71  acc:    11 /    15 =  73.333
1, 72  acc:    73 /    80 =  91.250
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     3 /     6 =  50.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:     9 /    11 =  81.818
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    91 /    98 =  92.857
1, 81  acc:     7 /    13 =  53.846
1, 82  acc:    24 /    29 =  82.759
1, 83  acc:     0 /     1 =   0.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    13 =  92.308
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /    12 =  66.667
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:     1 /     1 = 100.000
1, 94  acc:    67 /    86 =  77.907
1, 95  acc:     7 /     8 =  87.500
1, 96  acc:     5 /     6 =  83.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    11 =  90.909
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    12 =  91.667
1, 101  acc:     3 /     4 =  75.000
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:    16 /    16 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    15 =  86.667
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     9 /     9 = 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:  4192 /  4939 =  84.875
1, 118  acc:  1004 /  1152 =  87.153
1, 119  acc:   282 /   321 =  87.850
1, 120  acc:   284 /   327 =  86.850
1, 121  acc:    67 /    74 =  90.541
1, 122  acc:    28 /    35 =  80.000
1, 123  acc:    14 /    17 =  82.353
1, 124  acc:    27 /    29 =  93.103
1, 125  acc:   254 /   309 =  82.201
1, 126  acc:    64 /    77 =  83.117
1, 127  acc:    14 /    15 =  93.333
1, 128  acc:    20 /    28 =  71.429
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     6 =  83.333
1, 133  acc:   285 /   312 =  91.346
1, 134  acc:    47 /    58 =  81.034
1, 135  acc:    20 /    21 =  95.238
1, 136  acc:    20 /    27 =  74.074
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    42 /    52 =  80.769
1, 142  acc:     8 /     9 =  88.889
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:    82 /   114 =  71.930
1, 149  acc:    11 /    12 =  91.667
1, 150  acc:     2 /     3 =  66.667
1, 151  acc:     8 /    11 =  72.727
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    14 /    18 =  77.778
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     6 =  83.333
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    17 =  88.235
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:     9 /    10 =  90.000
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1782 /  2056 =  86.673
1, 170  acc:   330 /   378 =  87.302
1, 171  acc:   137 /   160 =  85.625
1, 172  acc:   117 /   133 =  87.970
1, 173  acc:    34 /    41 =  82.927
1, 174  acc:     3 /     5 =  60.000
1, 175  acc:     3 /     5 =  60.000
1, 176  acc:    18 /    24 =  75.000
1, 177  acc:    42 /    48 =  87.500
1, 178  acc:     3 /     8 =  37.500
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     4 /     8 =  50.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     8 /    11 =  72.727
1, 184  acc:    54 /    66 =  81.818
1, 185  acc:    27 /    28 =  96.429
1, 186  acc:     7 /    10 =  70.000
1, 187  acc:     6 /     8 =  75.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     1 /     2 =  50.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    38 /    57 =  66.667
1, 197  acc:     3 /     4 =  75.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /    13 =  61.538
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     5 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     6 =  83.333
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     2 /     3 =  66.667
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251121 / 269038 =  93.340
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24263 / 25373 =  95.625
0, 1  acc: 29860 / 31282 =  95.454
0, 2  acc:  5875 /  6155 =  95.451
0, 3  acc: 23226 / 24292 =  95.612
0, 4  acc: 10391 / 10829 =  95.955
0, 5  acc:  5291 /  5541 =  95.488
0, 6  acc:  6469 /  6785 =  95.343
0, 7  acc: 11484 / 12016 =  95.573
1, 0  acc:  4239 /  4437 =  95.538
1, 1  acc:  4720 /  4962 =  95.123
1, 2  acc:  2158 /  2265 =  95.276
1, 3  acc:  2351 /  2446 =  96.116
1, 4  acc:  2996 /  3125 =  95.872
1, 5  acc:   963 /  1003 =  96.012
1, 6  acc:  2981 /  3111 =  95.821
1, 7  acc:  4487 /  4682 =  95.835
--------------------------------------
Average acc: 141754 / 148304 =  95.583
Robust  acc:  4720 /  4962 =  95.123
--------------------------------------
New max robust acc: 95.1229343006852
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed25.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed25.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: 67.599 | Best Acc: 91.621
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10696 / 12092 =  88.455
0, 1  acc: 12783 / 14179 =  90.154
0, 2  acc:  2570 /  3210 =  80.062
0, 3  acc: 11087 / 12101 =  91.621
0, 4  acc:  4168 /  5355 =  77.834
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2284 /  3335 =  68.486
0, 7  acc:  4124 /  5723 =  72.060
1, 0  acc:  1563 /  2203 =  70.949
1, 1  acc:  1594 /  2270 =  70.220
1, 2  acc:   822 /  1216 =  67.599
1, 3  acc:   872 /  1260 =  69.206
1, 4  acc:  1211 /  1627 =  74.431
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1233 /  1537 =  80.221
1, 7  acc:  1726 /  2246 =  76.848
------------------------------------
Average acc: 59625 / 71854 =  82.981
Robust  acc:   822 /  1216 =  67.599
------------------------------------
Accuracies by groups:
0, 0  acc: 10696 / 12092 =  88.455
0, 1  acc: 12783 / 14179 =  90.154
0, 2  acc:  2570 /  3210 =  80.062
0, 3  acc: 11087 / 12101 =  91.621
0, 4  acc:  4168 /  5355 =  77.834
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2284 /  3335 =  68.486
0, 7  acc:  4124 /  5723 =  72.060
1, 0  acc:  1563 /  2203 =  70.949
1, 1  acc:  1594 /  2270 =  70.220
1, 2  acc:   822 /  1216 =  67.599
1, 3  acc:   872 /  1260 =  69.206
1, 4  acc:  1211 /  1627 =  74.431
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1233 /  1537 =  80.221
1, 7  acc:  1726 /  2246 =  76.848
------------------------------------
Average acc: 59625 / 71854 =  82.981
Robust  acc:   822 /  1216 =  67.599
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10696 / 12092 =  88.455
0, 1  acc: 12783 / 14179 =  90.154
0, 2  acc:  2570 /  3210 =  80.062
0, 3  acc: 11087 / 12101 =  91.621
0, 4  acc:  4168 /  5355 =  77.834
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2284 /  3335 =  68.486
0, 7  acc:  4124 /  5723 =  72.060
1, 0  acc:  1563 /  2203 =  70.949
1, 1  acc:  1594 /  2270 =  70.220
1, 2  acc:   822 /  1216 =  67.599
1, 3  acc:   872 /  1260 =  69.206
1, 4  acc:  1211 /  1627 =  74.431
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1233 /  1537 =  80.221
1, 7  acc:  1726 /  2246 =  76.848
------------------------------------
Average acc: 59625 / 71854 =  82.981
Robust  acc:   822 /  1216 =  67.599
------------------------------------

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: 96.431 | Val Loss: 0.000 | Val Acc: 97.686
Training:
Accuracies by groups:
0, 0  acc: 107241 / 109206 =  98.201
0, 1  acc:  9000 /  9212 =  97.699
0, 2  acc: 14066 / 14473 =  97.188
0, 3  acc:  7186 /  7392 =  97.213
0, 4  acc:  2846 /  3060 =  93.007
0, 5  acc:   334 /   368 =  90.761
0, 6  acc:   355 /   372 =  95.430
0, 7  acc:   334 /   364 =  91.758
0, 8  acc: 11096 / 11359 =  97.685
0, 9  acc:   760 /   780 =  97.436
0, 10  acc:   788 /   816 =  96.569
0, 11  acc:   522 /   536 =  97.388
0, 12  acc:   537 /   576 =  93.229
0, 13  acc:    61 /    68 =  89.706
0, 14  acc:    74 /    75 =  98.667
0, 15  acc:    46 /    51 =  90.196
0, 16  acc:  6417 /  6787 =  94.548
0, 17  acc:   187 /   198 =  94.444
0, 18  acc:   620 /   644 =  96.273
0, 19  acc:   184 /   192 =  95.833
0, 20  acc:   116 /   129 =  89.922
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    68 /    71 =  95.775
0, 23  acc:     5 /     8 =  62.500
0, 24  acc:   835 /   886 =  94.244
0, 25  acc:    38 /    38 = 100.000
0, 26  acc:    81 /    84 =  96.429
0, 27  acc:    29 /    30 =  96.667
0, 28  acc:    49 /    51 =  96.078
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     4 /     6 =  66.667
0, 31  acc:     9 /    10 =  90.000
0, 32  acc:  2169 /  2214 =  97.967
0, 33  acc:   113 /   117 =  96.581
0, 34  acc:    92 /    94 =  97.872
0, 35  acc:    28 /    28 = 100.000
0, 36  acc:    33 /    40 =  82.500
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:    18 /    19 =  94.737
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   605 /   626 =  96.645
0, 41  acc:    23 /    24 =  95.833
0, 42  acc:    35 /    37 =  94.595
0, 43  acc:    29 /    29 = 100.000
0, 44  acc:    29 /    30 =  96.667
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   348 /   373 =  93.298
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    16 /    18 =  88.889
0, 51  acc:    19 /    20 =  95.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     6 /     7 =  85.714
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   411 /   431 =  95.360
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    20 /    23 =  86.957
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    19 =  89.474
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     3 /     4 =  75.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2710 /  2898 =  93.513
0, 65  acc:   403 /   428 =  94.159
0, 66  acc:   272 /   292 =  93.151
0, 67  acc:   107 /   114 =  93.860
0, 68  acc:    68 /    74 =  91.892
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    29 /    33 =  87.879
0, 71  acc:    17 /    17 = 100.000
0, 72  acc:    61 /    61 = 100.000
0, 73  acc:     7 /     8 =  87.500
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    88 /    96 =  91.667
0, 81  acc:     3 /     4 =  75.000
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:     7 /     8 =  87.500
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    13 /    13 = 100.000
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:    14 /    14 = 100.000
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:     2 /     2 = 100.000
0, 94  acc:    63 /    69 =  91.304
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     7 /     8 =  87.500
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    18 /    21 =  85.714
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     3 /     5 =  60.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6687 /  7041 =  94.972
0, 118  acc:  1563 /  1650 =  94.727
0, 119  acc:   410 /   435 =  94.253
0, 120  acc:   382 /   408 =  93.627
0, 121  acc:    60 /    70 =  85.714
0, 122  acc:    31 /    33 =  93.939
0, 123  acc:     9 /    11 =  81.818
0, 124  acc:    27 /    28 =  96.429
0, 125  acc:   373 /   391 =  95.396
0, 126  acc:   110 /   117 =  94.017
0, 127  acc:    26 /    29 =  89.655
0, 128  acc:    39 /    41 =  95.122
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   199 /   214 =  92.991
0, 134  acc:    50 /    55 =  90.909
0, 135  acc:    30 /    30 = 100.000
0, 136  acc:    19 /    20 =  95.000
0, 137  acc:    11 /    12 =  91.667
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    58 /    63 =  92.063
0, 142  acc:     6 /     7 =  85.714
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   109 /   120 =  90.833
0, 149  acc:    18 /    18 = 100.000
0, 150  acc:     7 /     9 =  77.778
0, 151  acc:     7 /    12 =  58.333
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    38 /    44 =  86.364
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    18 /    22 =  81.818
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     6 /     7 =  85.714
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    17 =  88.235
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1695 /  1869 =  90.690
0, 170  acc:   379 /   421 =  90.024
0, 171  acc:   116 /   129 =  89.922
0, 172  acc:   170 /   184 =  92.391
0, 173  acc:    18 /    20 =  90.000
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:     6 /     7 =  85.714
0, 176  acc:    14 /    18 =  77.778
0, 177  acc:    77 /    81 =  95.062
0, 178  acc:    24 /    24 = 100.000
0, 179  acc:    14 /    14 = 100.000
0, 180  acc:     8 /     9 =  88.889
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    53 /    56 =  94.643
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:    17 /    17 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    30 =  90.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    60 /    64 =  93.750
0, 197  acc:    17 /    17 = 100.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     6 /     7 =  85.714
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    21 /    23 =  91.304
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:    10 /    12 =  83.333
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     3 =  33.333
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    10 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 32170 / 33645 =  95.616
1, 1  acc:  3358 /  3539 =  94.886
1, 2  acc:  5825 /  6190 =  94.103
1, 3  acc:  2409 /  2576 =  93.517
1, 4  acc:  2834 /  2999 =  94.498
1, 5  acc:   497 /   526 =  94.487
1, 6  acc:   322 /   332 =  96.988
1, 7  acc:   350 /   377 =  92.838
1, 8  acc:  2795 /  3024 =  92.427
1, 9  acc:   234 /   250 =  93.600
1, 10  acc:   272 /   291 =  93.471
1, 11  acc:   127 /   139 =  91.367
1, 12  acc:   409 /   442 =  92.534
1, 13  acc:    53 /    56 =  94.643
1, 14  acc:    69 /    78 =  88.462
1, 15  acc:    67 /    75 =  89.333
1, 16  acc:  4254 /  4562 =  93.249
1, 17  acc:   160 /   168 =  95.238
1, 18  acc:   355 /   383 =  92.689
1, 19  acc:   127 /   130 =  97.692
1, 20  acc:   156 /   166 =  93.976
1, 21  acc:    31 /    31 = 100.000
1, 22  acc:    87 /    94 =  92.553
1, 23  acc:    22 /    23 =  95.652
1, 24  acc:   553 /   603 =  91.708
1, 25  acc:    15 /    15 = 100.000
1, 26  acc:    45 /    46 =  97.826
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    83 /    89 =  93.258
1, 29  acc:     5 /     6 =  83.333
1, 30  acc:    17 /    17 = 100.000
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:   935 /   980 =  95.408
1, 33  acc:    41 /    47 =  87.234
1, 34  acc:    38 /    40 =  95.000
1, 35  acc:    10 /    10 = 100.000
1, 36  acc:    46 /    48 =  95.833
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    20 /    20 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   213 /   224 =  95.089
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     6 /     7 =  85.714
1, 43  acc:     2 /     4 =  50.000
1, 44  acc:    19 /    22 =  86.364
1, 45  acc:     0 /     0 =     nan
1, 46  acc:     2 /     3 =  66.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   301 /   319 =  94.357
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    16 /    20 =  80.000
1, 51  acc:    14 /    17 =  82.353
1, 52  acc:     8 /     9 =  88.889
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    25 /    27 =  92.593
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   204 /   229 =  89.083
1, 57  acc:    10 /    12 =  83.333
1, 58  acc:    15 /    15 = 100.000
1, 59  acc:    11 /    12 =  91.667
1, 60  acc:    16 /    18 =  88.889
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    17 =  94.118
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2831 /  3003 =  94.272
1, 65  acc:   425 /   454 =  93.612
1, 66  acc:   291 /   308 =  94.481
1, 67  acc:   109 /   115 =  94.783
1, 68  acc:   125 /   133 =  93.985
1, 69  acc:    14 /    16 =  87.500
1, 70  acc:    55 /    57 =  96.491
1, 71  acc:    12 /    14 =  85.714
1, 72  acc:    65 /    65 = 100.000
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    11 /    13 =  84.615
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    96 /   104 =  92.308
1, 81  acc:     4 /     5 =  80.000
1, 82  acc:    24 /    25 =  96.000
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     1 /     2 =  50.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /     9 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /     6 =  83.333
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     3 /     4 =  75.000
1, 94  acc:    77 /    84 =  91.667
1, 95  acc:    17 /    17 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /    10 =  90.000
1, 101  acc:     4 /     4 = 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:    11 /    13 =  84.615
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:     8 /     8 = 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:  4432 /  4769 =  92.934
1, 118  acc:  1135 /  1216 =  93.339
1, 119  acc:   299 /   320 =  93.438
1, 120  acc:   288 /   309 =  93.204
1, 121  acc:    87 /    91 =  95.604
1, 122  acc:    26 /    29 =  89.655
1, 123  acc:    16 /    18 =  88.889
1, 124  acc:    30 /    32 =  93.750
1, 125  acc:   282 /   303 =  93.069
1, 126  acc:    81 /    84 =  96.429
1, 127  acc:    14 /    16 =  87.500
1, 128  acc:    23 /    27 =  85.185
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     8 =  87.500
1, 133  acc:   263 /   280 =  93.929
1, 134  acc:    62 /    66 =  93.939
1, 135  acc:    25 /    25 = 100.000
1, 136  acc:    22 /    23 =  95.652
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    64 /    69 =  92.754
1, 142  acc:    11 /    14 =  78.571
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 /     1 = 100.000
1, 148  acc:   119 /   129 =  92.248
1, 149  acc:    11 /    11 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     3 /     7 =  42.857
1, 152  acc:     7 /     7 = 100.000
1, 153  acc:     3 /     3 = 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:    32 /    32 = 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:    12 /    13 =  92.308
1, 165  acc:     3 /     4 =  75.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1897 /  2046 =  92.717
1, 170  acc:   361 /   389 =  92.802
1, 171  acc:   142 /   154 =  92.208
1, 172  acc:   125 /   131 =  95.420
1, 173  acc:    28 /    31 =  90.323
1, 174  acc:    10 /    11 =  90.909
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    18 /    23 =  78.261
1, 177  acc:    45 /    51 =  88.235
1, 178  acc:    10 /    12 =  83.333
1, 179  acc:     4 /     8 =  50.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     4 /     5 =  80.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    11 /    12 =  91.667
1, 184  acc:    64 /    68 =  94.118
1, 185  acc:    28 /    28 = 100.000
1, 186  acc:    10 /    10 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    60 /    66 =  90.909
1, 197  acc:    12 /    12 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     5 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     9 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 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:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     0 /     0 =     nan
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259436 / 269038 =  96.431
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24801 / 25373 =  97.746
0, 1  acc: 30571 / 31282 =  97.727
0, 2  acc:  6013 /  6155 =  97.693
0, 3  acc: 23728 / 24292 =  97.678
0, 4  acc: 10589 / 10829 =  97.784
0, 5  acc:  5416 /  5541 =  97.744
0, 6  acc:  6646 /  6785 =  97.951
0, 7  acc: 11766 / 12016 =  97.919
1, 0  acc:  4329 /  4437 =  97.566
1, 1  acc:  4846 /  4962 =  97.662
1, 2  acc:  2212 /  2265 =  97.660
1, 3  acc:  2388 /  2446 =  97.629
1, 4  acc:  3062 /  3125 =  97.984
1, 5  acc:   984 /  1003 =  98.106
1, 6  acc:  3021 /  3111 =  97.107
1, 7  acc:  4575 /  4682 =  97.715
--------------------------------------
Average acc: 144947 / 148304 =  97.736
Robust  acc:  3021 /  3111 =  97.107
--------------------------------------
New max robust acc: 97.10703953712633
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed25.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed25.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.556 | Best Acc: 93.091
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10796 / 12092 =  89.282
0, 1  acc: 12741 / 14179 =  89.858
0, 2  acc:  2394 /  3210 =  74.579
0, 3  acc: 11265 / 12101 =  93.091
0, 4  acc:  4471 /  5355 =  83.492
0, 5  acc:  2621 /  2980 =  87.953
0, 6  acc:  2514 /  3335 =  75.382
0, 7  acc:  4461 /  5723 =  77.949
1, 0  acc:  1546 /  2203 =  70.177
1, 1  acc:  1590 /  2270 =  70.044
1, 2  acc:   883 /  1216 =  72.615
1, 3  acc:   826 /  1260 =  65.556
1, 4  acc:  1097 /  1627 =  67.425
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1116 /  1537 =  72.609
1, 7  acc:  1597 /  2246 =  71.104
------------------------------------
Average acc: 60273 / 71854 =  83.883
Robust  acc:   826 /  1260 =  65.556
------------------------------------
Accuracies by groups:
0, 0  acc: 10796 / 12092 =  89.282
0, 1  acc: 12741 / 14179 =  89.858
0, 2  acc:  2394 /  3210 =  74.579
0, 3  acc: 11265 / 12101 =  93.091
0, 4  acc:  4471 /  5355 =  83.492
0, 5  acc:  2621 /  2980 =  87.953
0, 6  acc:  2514 /  3335 =  75.382
0, 7  acc:  4461 /  5723 =  77.949
1, 0  acc:  1546 /  2203 =  70.177
1, 1  acc:  1590 /  2270 =  70.044
1, 2  acc:   883 /  1216 =  72.615
1, 3  acc:   826 /  1260 =  65.556
1, 4  acc:  1097 /  1627 =  67.425
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1116 /  1537 =  72.609
1, 7  acc:  1597 /  2246 =  71.104
------------------------------------
Average acc: 60273 / 71854 =  83.883
Robust  acc:   826 /  1260 =  65.556
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10796 / 12092 =  89.282
0, 1  acc: 12741 / 14179 =  89.858
0, 2  acc:  2394 /  3210 =  74.579
0, 3  acc: 11265 / 12101 =  93.091
0, 4  acc:  4471 /  5355 =  83.492
0, 5  acc:  2621 /  2980 =  87.953
0, 6  acc:  2514 /  3335 =  75.382
0, 7  acc:  4461 /  5723 =  77.949
1, 0  acc:  1546 /  2203 =  70.177
1, 1  acc:  1590 /  2270 =  70.044
1, 2  acc:   883 /  1216 =  72.615
1, 3  acc:   826 /  1260 =  65.556
1, 4  acc:  1097 /  1627 =  67.425
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1116 /  1537 =  72.609
1, 7  acc:  1597 /  2246 =  71.104
------------------------------------
Average acc: 60273 / 71854 =  83.883
Robust  acc:   826 /  1260 =  65.556
------------------------------------

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: 97.789 | Val Loss: 0.000 | Val Acc: 98.918
Training:
Accuracies by groups:
0, 0  acc: 108114 / 109340 =  98.879
0, 1  acc:  9208 /  9339 =  98.597
0, 2  acc: 14306 / 14589 =  98.060
0, 3  acc:  7327 /  7460 =  98.217
0, 4  acc:  2834 /  2949 =  96.100
0, 5  acc:   350 /   372 =  94.086
0, 6  acc:   379 /   391 =  96.931
0, 7  acc:   381 /   396 =  96.212
0, 8  acc: 11116 / 11280 =  98.546
0, 9  acc:   743 /   752 =  98.803
0, 10  acc:   735 /   750 =  98.000
0, 11  acc:   503 /   511 =  98.434
0, 12  acc:   554 /   572 =  96.853
0, 13  acc:    65 /    69 =  94.203
0, 14  acc:    85 /    85 = 100.000
0, 15  acc:    49 /    52 =  94.231
0, 16  acc:  6373 /  6572 =  96.972
0, 17  acc:   237 /   254 =  93.307
0, 18  acc:   666 /   684 =  97.368
0, 19  acc:   174 /   182 =  95.604
0, 20  acc:   112 /   120 =  93.333
0, 21  acc:    15 /    15 = 100.000
0, 22  acc:    62 /    63 =  98.413
0, 23  acc:    11 /    18 =  61.111
0, 24  acc:   826 /   855 =  96.608
0, 25  acc:    49 /    50 =  98.000
0, 26  acc:    75 /    77 =  97.403
0, 27  acc:    36 /    38 =  94.737
0, 28  acc:    51 /    54 =  94.444
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2178 /  2222 =  98.020
0, 33  acc:    89 /    90 =  98.889
0, 34  acc:    67 /    68 =  98.529
0, 35  acc:    27 /    27 = 100.000
0, 36  acc:    45 /    45 = 100.000
0, 37  acc:     9 /    10 =  90.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   626 /   636 =  98.428
0, 41  acc:    36 /    37 =  97.297
0, 42  acc:    19 /    19 = 100.000
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    31 /    31 = 100.000
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   446 /   460 =  96.957
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    19 /    19 = 100.000
0, 51  acc:    17 /    17 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   421 /   436 =  96.560
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    21 /    24 =  87.500
0, 59  acc:    22 /    22 = 100.000
0, 60  acc:    18 /    19 =  94.737
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     9 =  77.778
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2814 /  2946 =  95.519
0, 65  acc:   372 /   389 =  95.630
0, 66  acc:   294 /   316 =  93.038
0, 67  acc:   110 /   117 =  94.017
0, 68  acc:    53 /    56 =  94.643
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    29 /    30 =  96.667
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    72 /    73 =  98.630
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    12 /    13 =  92.308
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     5 /     7 =  71.429
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    78 /    83 =  93.976
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:    16 /    16 = 100.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     3 /     3 = 100.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    13 /    13 = 100.000
0, 89  acc:     1 /     1 = 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:     1 /     1 = 100.000
0, 94  acc:    73 /    75 =  97.333
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     3 /     3 = 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:    25 /    25 = 100.000
0, 107  acc:     3 /     3 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     3 /     3 = 100.000
0, 112  acc:     3 /     3 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6777 /  7056 =  96.046
0, 118  acc:  1668 /  1723 =  96.808
0, 119  acc:   427 /   439 =  97.267
0, 120  acc:   432 /   452 =  95.575
0, 121  acc:    59 /    73 =  80.822
0, 122  acc:    33 /    33 = 100.000
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    23 /    24 =  95.833
0, 125  acc:   452 /   464 =  97.414
0, 126  acc:   115 /   118 =  97.458
0, 127  acc:    37 /    39 =  94.872
0, 128  acc:    40 /    40 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:    11 /    11 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   188 /   203 =  92.611
0, 134  acc:    59 /    66 =  89.394
0, 135  acc:    32 /    32 = 100.000
0, 136  acc:    25 /    27 =  92.593
0, 137  acc:     7 /     8 =  87.500
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    55 /    60 =  91.667
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   121 /   129 =  93.798
0, 149  acc:    22 /    22 = 100.000
0, 150  acc:     7 /     8 =  87.500
0, 151  acc:    11 /    14 =  78.571
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    54 /    54 = 100.000
0, 155  acc:     2 /     3 =  66.667
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    32 /    35 =  91.429
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    11 =  90.909
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1787 /  1866 =  95.766
0, 170  acc:   403 /   423 =  95.272
0, 171  acc:   131 /   136 =  96.324
0, 172  acc:   168 /   173 =  97.110
0, 173  acc:    24 /    25 =  96.000
0, 174  acc:    12 /    12 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    14 /    15 =  93.333
0, 177  acc:    97 /    99 =  97.980
0, 178  acc:    18 /    19 =  94.737
0, 179  acc:     4 /     6 =  66.667
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    48 /    51 =  94.118
0, 185  acc:     7 /     8 =  87.500
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:    12 /    12 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    26 =  96.154
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    46 /    48 =  95.833
0, 197  acc:    13 /    14 =  92.857
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    13 /    17 =  76.471
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     5 /     6 =  83.333
0, 209  acc:     5 /     5 = 100.000
0, 210  acc:     0 /     0 =     nan
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:    10 /    10 = 100.000
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: 32516 / 33488 =  97.097
1, 1  acc:  3459 /  3567 =  96.972
1, 2  acc:  5981 /  6198 =  96.499
1, 3  acc:  2511 /  2595 =  96.763
1, 4  acc:  2877 /  2959 =  97.229
1, 5  acc:   487 /   509 =  95.678
1, 6  acc:   291 /   303 =  96.040
1, 7  acc:   355 /   364 =  97.527
1, 8  acc:  2940 /  3072 =  95.703
1, 9  acc:   213 /   223 =  95.516
1, 10  acc:   303 /   314 =  96.497
1, 11  acc:   144 /   150 =  96.000
1, 12  acc:   449 /   465 =  96.559
1, 13  acc:    53 /    58 =  91.379
1, 14  acc:    60 /    64 =  93.750
1, 15  acc:    69 /    77 =  89.610
1, 16  acc:  4417 /  4593 =  96.168
1, 17  acc:   156 /   164 =  95.122
1, 18  acc:   356 /   369 =  96.477
1, 19  acc:   103 /   109 =  94.495
1, 20  acc:   147 /   151 =  97.351
1, 21  acc:    32 /    32 = 100.000
1, 22  acc:    79 /    83 =  95.181
1, 23  acc:    22 /    27 =  81.481
1, 24  acc:   541 /   574 =  94.251
1, 25  acc:    10 /    10 = 100.000
1, 26  acc:    54 /    56 =  96.429
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    83 /    85 =  97.647
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    16 /    17 =  94.118
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   878 /   915 =  95.956
1, 33  acc:    42 /    43 =  97.674
1, 34  acc:    38 /    41 =  92.683
1, 35  acc:    14 /    15 =  93.333
1, 36  acc:    32 /    32 = 100.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    20 /    21 =  95.238
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   210 /   225 =  93.333
1, 41  acc:    15 /    15 = 100.000
1, 42  acc:     5 /     6 =  83.333
1, 43  acc:    10 /    11 =  90.909
1, 44  acc:     9 /     9 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   279 /   298 =  93.624
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    24 /    24 = 100.000
1, 51  acc:    10 /    10 = 100.000
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    21 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   230 /   243 =  94.650
1, 57  acc:     9 /    10 =  90.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     7 /     8 =  87.500
1, 60  acc:    23 /    25 =  92.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2950 /  3058 =  96.468
1, 65  acc:   406 /   417 =  97.362
1, 66  acc:   242 /   254 =  95.276
1, 67  acc:   113 /   115 =  98.261
1, 68  acc:   143 /   148 =  96.622
1, 69  acc:    27 /    27 = 100.000
1, 70  acc:    54 /    55 =  98.182
1, 71  acc:    16 /    16 = 100.000
1, 72  acc:    49 /    50 =  98.000
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    18 /    18 = 100.000
1, 77  acc:     0 /     2 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   117 /   121 =  96.694
1, 81  acc:    15 /    17 =  88.235
1, 82  acc:    29 /    30 =  96.667
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    12 =  91.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    80 /    84 =  95.238
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     5 /     5 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    13 /    13 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:     7 /     7 = 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:  4659 /  4870 =  95.667
1, 118  acc:  1148 /  1176 =  97.619
1, 119  acc:   298 /   307 =  97.068
1, 120  acc:   306 /   318 =  96.226
1, 121  acc:    87 /    92 =  94.565
1, 122  acc:    38 /    42 =  90.476
1, 123  acc:    17 /    18 =  94.444
1, 124  acc:    17 /    18 =  94.444
1, 125  acc:   272 /   277 =  98.195
1, 126  acc:    75 /    76 =  98.684
1, 127  acc:    17 /    18 =  94.444
1, 128  acc:    27 /    29 =  93.103
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   250 /   255 =  98.039
1, 134  acc:    55 /    57 =  96.491
1, 135  acc:    19 /    20 =  95.000
1, 136  acc:    18 /    20 =  90.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    77 /    77 = 100.000
1, 142  acc:     7 /     7 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   117 /   121 =  96.694
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     5 /     7 =  71.429
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    28 /    30 =  93.333
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    20 /    21 =  95.238
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:    15 /    17 =  88.235
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1949 /  2033 =  95.868
1, 170  acc:   343 /   363 =  94.490
1, 171  acc:   156 /   159 =  98.113
1, 172  acc:   113 /   113 = 100.000
1, 173  acc:    26 /    27 =  96.296
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     7 /     8 =  87.500
1, 176  acc:    35 /    37 =  94.595
1, 177  acc:    54 /    55 =  98.182
1, 178  acc:     5 /     5 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     1 /     2 =  50.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    11 /    11 = 100.000
1, 184  acc:    71 /    74 =  95.946
1, 185  acc:    25 /    26 =  96.154
1, 186  acc:     8 /     9 =  88.889
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    58 /    63 =  92.063
1, 197  acc:     4 /     4 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    13 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /     8 =  87.500
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
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:     6 /     6 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263089 / 269038 =  97.789
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25111 / 25373 =  98.967
0, 1  acc: 30984 / 31282 =  99.047
0, 2  acc:  6106 /  6155 =  99.204
0, 3  acc: 24037 / 24292 =  98.950
0, 4  acc: 10726 / 10829 =  99.049
0, 5  acc:  5485 /  5541 =  98.989
0, 6  acc:  6706 /  6785 =  98.836
0, 7  acc: 11878 / 12016 =  98.852
1, 0  acc:  4386 /  4437 =  98.851
1, 1  acc:  4914 /  4962 =  99.033
1, 2  acc:  2251 /  2265 =  99.382
1, 3  acc:  2421 /  2446 =  98.978
1, 4  acc:  3095 /  3125 =  99.040
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3066 /  3111 =  98.554
1, 7  acc:  4640 /  4682 =  99.103
--------------------------------------
Average acc: 146796 / 148304 =  98.983
Robust  acc:  3066 /  3111 =  98.554
--------------------------------------
New max robust acc: 98.55351976856316
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed25.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed25.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: 59.619 | Best Acc: 94.653
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11071 / 12092 =  91.556
0, 1  acc: 13137 / 14179 =  92.651
0, 2  acc:  2670 /  3210 =  83.178
0, 3  acc: 11454 / 12101 =  94.653
0, 4  acc:  4699 /  5355 =  87.750
0, 5  acc:  2690 /  2980 =  90.268
0, 6  acc:  2683 /  3335 =  80.450
0, 7  acc:  4752 /  5723 =  83.033
1, 0  acc:  1423 /  2203 =  64.594
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   758 /  1216 =  62.336
1, 3  acc:   756 /  1260 =  60.000
1, 4  acc:   970 /  1627 =  59.619
1, 5  acc:   335 /   520 =  64.423
1, 6  acc:  1042 /  1537 =  67.794
1, 7  acc:  1496 /  2246 =  66.607
------------------------------------
Average acc: 61385 / 71854 =  85.430
Robust  acc:   970 /  1627 =  59.619
------------------------------------
Accuracies by groups:
0, 0  acc: 11071 / 12092 =  91.556
0, 1  acc: 13137 / 14179 =  92.651
0, 2  acc:  2670 /  3210 =  83.178
0, 3  acc: 11454 / 12101 =  94.653
0, 4  acc:  4699 /  5355 =  87.750
0, 5  acc:  2690 /  2980 =  90.268
0, 6  acc:  2683 /  3335 =  80.450
0, 7  acc:  4752 /  5723 =  83.033
1, 0  acc:  1423 /  2203 =  64.594
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   758 /  1216 =  62.336
1, 3  acc:   756 /  1260 =  60.000
1, 4  acc:   970 /  1627 =  59.619
1, 5  acc:   335 /   520 =  64.423
1, 6  acc:  1042 /  1537 =  67.794
1, 7  acc:  1496 /  2246 =  66.607
------------------------------------
Average acc: 61385 / 71854 =  85.430
Robust  acc:   970 /  1627 =  59.619
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11071 / 12092 =  91.556
0, 1  acc: 13137 / 14179 =  92.651
0, 2  acc:  2670 /  3210 =  83.178
0, 3  acc: 11454 / 12101 =  94.653
0, 4  acc:  4699 /  5355 =  87.750
0, 5  acc:  2690 /  2980 =  90.268
0, 6  acc:  2683 /  3335 =  80.450
0, 7  acc:  4752 /  5723 =  83.033
1, 0  acc:  1423 /  2203 =  64.594
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   758 /  1216 =  62.336
1, 3  acc:   756 /  1260 =  60.000
1, 4  acc:   970 /  1627 =  59.619
1, 5  acc:   335 /   520 =  64.423
1, 6  acc:  1042 /  1537 =  67.794
1, 7  acc:  1496 /  2246 =  66.607
------------------------------------
Average acc: 61385 / 71854 =  85.430
Robust  acc:   970 /  1627 =  59.619
------------------------------------

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: 98.541 | Val Loss: 0.000 | Val Acc: 99.364
Training:
Accuracies by groups:
0, 0  acc: 108644 / 109504 =  99.215
0, 1  acc:  9456 /  9549 =  99.026
0, 2  acc: 14426 / 14589 =  98.883
0, 3  acc:  7338 /  7421 =  98.882
0, 4  acc:  2777 /  2848 =  97.507
0, 5  acc:   305 /   318 =  95.912
0, 6  acc:   382 /   390 =  97.949
0, 7  acc:   395 /   409 =  96.577
0, 8  acc: 11173 / 11276 =  99.087
0, 9  acc:   764 /   770 =  99.221
0, 10  acc:   713 /   720 =  99.028
0, 11  acc:   563 /   569 =  98.946
0, 12  acc:   543 /   558 =  97.312
0, 13  acc:    77 /    78 =  98.718
0, 14  acc:    83 /    84 =  98.810
0, 15  acc:    47 /    47 = 100.000
0, 16  acc:  6450 /  6594 =  97.816
0, 17  acc:   214 /   218 =  98.165
0, 18  acc:   586 /   602 =  97.342
0, 19  acc:   214 /   219 =  97.717
0, 20  acc:   133 /   143 =  93.007
0, 21  acc:    21 /    22 =  95.455
0, 22  acc:    50 /    51 =  98.039
0, 23  acc:     6 /     8 =  75.000
0, 24  acc:   854 /   877 =  97.377
0, 25  acc:    51 /    52 =  98.077
0, 26  acc:    79 /    81 =  97.531
0, 27  acc:    32 /    32 = 100.000
0, 28  acc:    43 /    46 =  93.478
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     3 /     5 =  60.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2233 /  2261 =  98.762
0, 33  acc:    88 /    91 =  96.703
0, 34  acc:    94 /    95 =  98.947
0, 35  acc:    36 /    36 = 100.000
0, 36  acc:    28 /    29 =  96.552
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   662 /   667 =  99.250
0, 41  acc:    37 /    37 = 100.000
0, 42  acc:    24 /    25 =  96.000
0, 43  acc:    41 /    41 = 100.000
0, 44  acc:    30 /    31 =  96.774
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     8 /     8 = 100.000
0, 48  acc:   402 /   407 =  98.771
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    17 /    17 = 100.000
0, 51  acc:    15 /    15 = 100.000
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   372 /   379 =  98.153
0, 57  acc:    14 /    15 =  93.333
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    13 /    15 =  86.667
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     9 /    10 =  90.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2962 /  3053 =  97.019
0, 65  acc:   401 /   414 =  96.860
0, 66  acc:   286 /   295 =  96.949
0, 67  acc:   125 /   125 = 100.000
0, 68  acc:    76 /    81 =  93.827
0, 69  acc:     7 /     7 = 100.000
0, 70  acc:    12 /    12 = 100.000
0, 71  acc:    16 /    16 = 100.000
0, 72  acc:    88 /    90 =  97.778
0, 73  acc:    14 /    14 = 100.000
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     1 /     1 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    91 /    94 =  96.809
0, 81  acc:    11 /    14 =  78.571
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    12 /    14 =  85.714
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    77 /    79 =  97.468
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     5 /     5 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    20 /    22 =  90.909
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /     5 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6858 /  7031 =  97.539
0, 118  acc:  1562 /  1596 =  97.870
0, 119  acc:   432 /   442 =  97.738
0, 120  acc:   386 /   395 =  97.722
0, 121  acc:    78 /    81 =  96.296
0, 122  acc:    32 /    33 =  96.970
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    29 /    29 = 100.000
0, 125  acc:   441 /   450 =  98.000
0, 126  acc:   117 /   120 =  97.500
0, 127  acc:    31 /    33 =  93.939
0, 128  acc:    42 /    43 =  97.674
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     6 /     6 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   204 /   209 =  97.608
0, 134  acc:    64 /    67 =  95.522
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    16 /    18 =  88.889
0, 137  acc:    10 /    11 =  90.909
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    52 /    54 =  96.296
0, 142  acc:    14 /    15 =  93.333
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   141 /   143 =  98.601
0, 149  acc:    19 /    19 = 100.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:     7 /    10 =  70.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    37 /    37 = 100.000
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    19 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1849 /  1902 =  97.213
0, 170  acc:   406 /   417 =  97.362
0, 171  acc:   116 /   122 =  95.082
0, 172  acc:   191 /   197 =  96.954
0, 173  acc:    26 /    27 =  96.296
0, 174  acc:    10 /    10 = 100.000
0, 175  acc:    10 /    11 =  90.909
0, 176  acc:    11 /    13 =  84.615
0, 177  acc:    73 /    77 =  94.805
0, 178  acc:    15 /    15 = 100.000
0, 179  acc:     5 /     7 =  71.429
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    54 /    54 = 100.000
0, 185  acc:     2 /     2 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:    11 /    11 = 100.000
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    32 =  96.875
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     4 /     4 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     5 /     5 = 100.000
0, 196  acc:    47 /    47 = 100.000
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    19 /    23 =  82.609
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     5 =  80.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 32653 / 33279 =  98.119
1, 1  acc:  3495 /  3570 =  97.899
1, 2  acc:  6049 /  6177 =  97.928
1, 3  acc:  2435 /  2504 =  97.244
1, 4  acc:  2926 /  2997 =  97.631
1, 5  acc:   549 /   556 =  98.741
1, 6  acc:   314 /   320 =  98.125
1, 7  acc:   387 /   396 =  97.727
1, 8  acc:  2843 /  2902 =  97.967
1, 9  acc:   196 /   204 =  96.078
1, 10  acc:   257 /   264 =  97.348
1, 11  acc:   113 /   122 =  92.623
1, 12  acc:   445 /   453 =  98.234
1, 13  acc:    56 /    56 = 100.000
1, 14  acc:    85 /    86 =  98.837
1, 15  acc:    66 /    68 =  97.059
1, 16  acc:  4582 /  4696 =  97.572
1, 17  acc:   160 /   164 =  97.561
1, 18  acc:   371 /   381 =  97.375
1, 19  acc:   125 /   132 =  94.697
1, 20  acc:   178 /   185 =  96.216
1, 21  acc:    21 /    21 = 100.000
1, 22  acc:    84 /    84 = 100.000
1, 23  acc:    25 /    26 =  96.154
1, 24  acc:   563 /   579 =  97.237
1, 25  acc:    17 /    17 = 100.000
1, 26  acc:    63 /    65 =  96.923
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    91 /    94 =  96.809
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    10 /    11 =  90.909
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:   928 /   952 =  97.479
1, 33  acc:    49 /    50 =  98.000
1, 34  acc:    42 /    43 =  97.674
1, 35  acc:    17 /    17 = 100.000
1, 36  acc:    21 /    23 =  91.304
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    18 /    18 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   236 /   240 =  98.333
1, 41  acc:     8 /     9 =  88.889
1, 42  acc:     2 /     3 =  66.667
1, 43  acc:    15 /    16 =  93.750
1, 44  acc:    22 /    23 =  95.652
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   266 /   272 =  97.794
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    21 /    22 =  95.455
1, 51  acc:    17 /    18 =  94.444
1, 52  acc:     7 /     7 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    12 /    13 =  92.308
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   251 /   264 =  95.076
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:    11 /    12 =  91.667
1, 59  acc:    12 /    12 = 100.000
1, 60  acc:    15 /    17 =  88.235
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    17 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3054 /  3115 =  98.042
1, 65  acc:   435 /   445 =  97.753
1, 66  acc:   261 /   270 =  96.667
1, 67  acc:   104 /   108 =  96.296
1, 68  acc:   140 /   146 =  95.890
1, 69  acc:    26 /    26 = 100.000
1, 70  acc:    45 /    45 = 100.000
1, 71  acc:    16 /    17 =  94.118
1, 72  acc:    65 /    67 =  97.015
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     7 /     7 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:    92 /    93 =  98.925
1, 81  acc:    14 /    16 =  87.500
1, 82  acc:    34 /    35 =  97.143
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    18 =  94.444
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    13 =  92.308
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:     4 /     4 = 100.000
1, 94  acc:    83 /    83 = 100.000
1, 95  acc:    13 /    13 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /     9 = 100.000
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    21 /    21 = 100.000
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:     0 /     0 =     nan
1, 112  acc:     6 /     6 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4731 /  4877 =  97.006
1, 118  acc:  1168 /  1189 =  98.234
1, 119  acc:   284 /   294 =  96.599
1, 120  acc:   288 /   295 =  97.627
1, 121  acc:    82 /    85 =  96.471
1, 122  acc:    66 /    68 =  97.059
1, 123  acc:    12 /    12 = 100.000
1, 124  acc:    31 /    31 = 100.000
1, 125  acc:   299 /   306 =  97.712
1, 126  acc:    88 /    90 =  97.778
1, 127  acc:     9 /    10 =  90.000
1, 128  acc:    25 /    25 = 100.000
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   246 /   256 =  96.094
1, 134  acc:    63 /    64 =  98.438
1, 135  acc:    17 /    17 = 100.000
1, 136  acc:    16 /    17 =  94.118
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    61 /    65 =  93.846
1, 142  acc:    15 /    16 =  93.750
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   129 /   130 =  99.231
1, 149  acc:    12 /    12 = 100.000
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:     4 /     9 =  44.444
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    15 /    17 =  88.235
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    12 /    13 =  92.308
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    21 /    21 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1925 /  1984 =  97.026
1, 170  acc:   352 /   360 =  97.778
1, 171  acc:   149 /   151 =  98.675
1, 172  acc:   121 /   123 =  98.374
1, 173  acc:    38 /    39 =  97.436
1, 174  acc:     5 /     6 =  83.333
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    25 /    27 =  92.593
1, 177  acc:    42 /    43 =  97.674
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     2 /     2 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     3 /     3 = 100.000
1, 184  acc:    82 /    82 = 100.000
1, 185  acc:    22 /    22 = 100.000
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    64 /    68 =  94.118
1, 197  acc:     2 /     2 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    11 =  90.909
1, 205  acc:     2 /     3 =  66.667
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:     2 /     2 = 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:     5 /     6 =  83.333
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265112 / 269038 =  98.541
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25238 / 25373 =  99.468
0, 1  acc: 31093 / 31282 =  99.396
0, 2  acc:  6123 /  6155 =  99.480
0, 3  acc: 24131 / 24292 =  99.337
0, 4  acc: 10769 / 10829 =  99.446
0, 5  acc:  5510 /  5541 =  99.441
0, 6  acc:  6740 /  6785 =  99.337
0, 7  acc: 11934 / 12016 =  99.318
1, 0  acc:  4403 /  4437 =  99.234
1, 1  acc:  4930 /  4962 =  99.355
1, 2  acc:  2252 /  2265 =  99.426
1, 3  acc:  2428 /  2446 =  99.264
1, 4  acc:  3106 /  3125 =  99.392
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3085 /  3111 =  99.164
1, 7  acc:  4650 /  4682 =  99.317
--------------------------------------
Average acc: 147390 / 148304 =  99.384
Robust  acc:  3085 /  3111 =  99.164
--------------------------------------
New max robust acc: 99.16425586628094
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed25.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed25.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: 53.492 | Best Acc: 95.769
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11167 / 12092 =  92.350
0, 1  acc: 13269 / 14179 =  93.582
0, 2  acc:  2775 /  3210 =  86.449
0, 3  acc: 11589 / 12101 =  95.769
0, 4  acc:  4822 /  5355 =  90.047
0, 5  acc:  2766 /  2980 =  92.819
0, 6  acc:  2782 /  3335 =  83.418
0, 7  acc:  4862 /  5723 =  84.955
1, 0  acc:  1377 /  2203 =  62.506
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   687 /  1216 =  56.497
1, 3  acc:   674 /  1260 =  53.492
1, 4  acc:   887 /  1627 =  54.518
1, 5  acc:   295 /   520 =  56.731
1, 6  acc:   978 /  1537 =  63.630
1, 7  acc:  1413 /  2246 =  62.912
------------------------------------
Average acc: 61764 / 71854 =  85.958
Robust  acc:   674 /  1260 =  53.492
------------------------------------
Accuracies by groups:
0, 0  acc: 11167 / 12092 =  92.350
0, 1  acc: 13269 / 14179 =  93.582
0, 2  acc:  2775 /  3210 =  86.449
0, 3  acc: 11589 / 12101 =  95.769
0, 4  acc:  4822 /  5355 =  90.047
0, 5  acc:  2766 /  2980 =  92.819
0, 6  acc:  2782 /  3335 =  83.418
0, 7  acc:  4862 /  5723 =  84.955
1, 0  acc:  1377 /  2203 =  62.506
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   687 /  1216 =  56.497
1, 3  acc:   674 /  1260 =  53.492
1, 4  acc:   887 /  1627 =  54.518
1, 5  acc:   295 /   520 =  56.731
1, 6  acc:   978 /  1537 =  63.630
1, 7  acc:  1413 /  2246 =  62.912
------------------------------------
Average acc: 61764 / 71854 =  85.958
Robust  acc:   674 /  1260 =  53.492
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11167 / 12092 =  92.350
0, 1  acc: 13269 / 14179 =  93.582
0, 2  acc:  2775 /  3210 =  86.449
0, 3  acc: 11589 / 12101 =  95.769
0, 4  acc:  4822 /  5355 =  90.047
0, 5  acc:  2766 /  2980 =  92.819
0, 6  acc:  2782 /  3335 =  83.418
0, 7  acc:  4862 /  5723 =  84.955
1, 0  acc:  1377 /  2203 =  62.506
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   687 /  1216 =  56.497
1, 3  acc:   674 /  1260 =  53.492
1, 4  acc:   887 /  1627 =  54.518
1, 5  acc:   295 /   520 =  56.731
1, 6  acc:   978 /  1537 =  63.630
1, 7  acc:  1413 /  2246 =  62.912
------------------------------------
Average acc: 61764 / 71854 =  85.958
Robust  acc:   674 /  1260 =  53.492
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed25.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed25.pt
