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_seed8.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: 8
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=8-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed8.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7273, 0.1593],
        [0.0723, 0.0411]])
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: 0.020 | Train Acc: 86.260 | Val Loss: 0.000 | Val Acc: 89.604
Training:
Accuracies by groups:
0, 0  acc: 99088 / 105008 =  94.362
0, 1  acc:  8563 /  9242 =  92.653
0, 2  acc: 13077 / 14343 =  91.173
0, 3  acc:  6641 /  7276 =  91.273
0, 4  acc:  2184 /  2978 =  73.338
0, 5  acc:   244 /   382 =  63.874
0, 6  acc:   311 /   400 =  77.750
0, 7  acc:   319 /   397 =  80.353
0, 8  acc: 10079 / 10697 =  94.223
0, 9  acc:   705 /   775 =  90.968
0, 10  acc:   663 /   739 =  89.716
0, 11  acc:   484 /   527 =  91.841
0, 12  acc:   435 /   574 =  75.784
0, 13  acc:    29 /    39 =  74.359
0, 14  acc:    75 /    86 =  87.209
0, 15  acc:    32 /    47 =  68.085
0, 16  acc:  5465 /  6546 =  83.486
0, 17  acc:   204 /   244 =  83.607
0, 18  acc:   576 /   644 =  89.441
0, 19  acc:   177 /   202 =  87.624
0, 20  acc:    90 /   149 =  60.403
0, 21  acc:    11 /    18 =  61.111
0, 22  acc:    44 /    59 =  74.576
0, 23  acc:     5 /    14 =  35.714
0, 24  acc:   724 /   868 =  83.410
0, 25  acc:    39 /    47 =  82.979
0, 26  acc:    69 /    80 =  86.250
0, 27  acc:    19 /    23 =  82.609
0, 28  acc:    41 /    51 =  80.392
0, 29  acc:     5 /     8 =  62.500
0, 30  acc:     9 /    14 =  64.286
0, 31  acc:     8 /     9 =  88.889
0, 32  acc:  2035 /  2235 =  91.051
0, 33  acc:    85 /    90 =  94.444
0, 34  acc:    83 /    89 =  93.258
0, 35  acc:    23 /    24 =  95.833
0, 36  acc:    32 /    40 =  80.000
0, 37  acc:     4 /     8 =  50.000
0, 38  acc:    16 /    23 =  69.565
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   585 /   636 =  91.981
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    21 /    22 =  95.455
0, 43  acc:    15 /    15 = 100.000
0, 44  acc:    12 /    17 =  70.588
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     6 /     8 =  75.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   338 /   412 =  82.039
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    10 /    17 =  58.824
0, 51  acc:    24 /    25 =  96.000
0, 52  acc:     8 /     9 =  88.889
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     4 =  50.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   376 /   424 =  88.679
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    11 /    14 =  78.571
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    20 /    25 =  80.000
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     5 /    10 =  50.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2226 /  2889 =  77.051
0, 65  acc:   310 /   432 =  71.759
0, 66  acc:   224 /   304 =  73.684
0, 67  acc:   122 /   142 =  85.915
0, 68  acc:    59 /    75 =  78.667
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    17 /    23 =  73.913
0, 71  acc:    22 /    24 =  91.667
0, 72  acc:    74 /    79 =  93.671
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    12 /    13 =  92.308
0, 76  acc:     3 /     6 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     1 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    55 /    89 =  61.798
0, 81  acc:     8 /    11 =  72.727
0, 82  acc:    11 /    12 =  91.667
0, 83  acc:    11 /    16 =  68.750
0, 84  acc:     5 /    11 =  45.455
0, 85  acc:     1 /     2 =  50.000
0, 86  acc:     7 /     9 =  77.778
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     8 /    11 =  72.727
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     1 =   0.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    62 /    84 =  73.810
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     7 /     8 =  87.500
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    10 /    17 =  58.824
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     8 /    10 =  80.000
0, 102  acc:     4 /     4 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    13 /    18 =  72.222
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     3 /     9 =  33.333
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5992 /  7101 =  84.382
0, 118  acc:  1345 /  1659 =  81.073
0, 119  acc:   364 /   436 =  83.486
0, 120  acc:   333 /   400 =  83.250
0, 121  acc:    60 /    89 =  67.416
0, 122  acc:    25 /    35 =  71.429
0, 123  acc:    13 /    15 =  86.667
0, 124  acc:    22 /    27 =  81.481
0, 125  acc:   377 /   441 =  85.488
0, 126  acc:    90 /   125 =  72.000
0, 127  acc:    26 /    30 =  86.667
0, 128  acc:    24 /    31 =  77.419
0, 129  acc:     5 /     6 =  83.333
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     2 /     5 =  40.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   174 /   248 =  70.161
0, 134  acc:    33 /    59 =  55.932
0, 135  acc:    24 /    26 =  92.308
0, 136  acc:    18 /    26 =  69.231
0, 137  acc:     5 /    10 =  50.000
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    40 /    57 =  70.175
0, 142  acc:     6 /     8 =  75.000
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:    10 /    11 =  90.909
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   119 /   130 =  91.538
0, 149  acc:    16 /    19 =  84.211
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     5 /     8 =  62.500
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    37 /    45 =  82.222
0, 155  acc:     6 /     9 =  66.667
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     0 /     0 =     nan
0, 159  acc:    23 /    30 =  76.667
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /     9 =  88.889
0, 165  acc:     2 /     4 =  50.000
0, 166  acc:     7 /    12 =  58.333
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1286 /  1825 =  70.466
0, 170  acc:   242 /   379 =  63.852
0, 171  acc:    93 /   125 =  74.400
0, 172  acc:   140 /   185 =  75.676
0, 173  acc:    11 /    18 =  61.111
0, 174  acc:     2 /     4 =  50.000
0, 175  acc:     2 /     5 =  40.000
0, 176  acc:    15 /    19 =  78.947
0, 177  acc:    86 /   103 =  83.495
0, 178  acc:     7 /    10 =  70.000
0, 179  acc:     2 /     3 =  66.667
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     4 /     5 =  80.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     6 =  66.667
0, 184  acc:    41 /    55 =  74.545
0, 185  acc:     7 /     9 =  77.778
0, 186  acc:     7 /     9 =  77.778
0, 187  acc:     6 /    11 =  54.545
0, 188  acc:     2 /     5 =  40.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    42 =  71.429
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    26 /    37 =  70.270
0, 197  acc:     8 /     9 =  88.889
0, 198  acc:     1 /     8 =  12.500
0, 199  acc:     6 /    11 =  54.545
0, 200  acc:     4 /     6 =  66.667
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    22 /    26 =  84.615
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 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:     2 /     2 = 100.000
0, 212  acc:     4 /     4 = 100.000
0, 213  acc:     1 /     4 =  25.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     8 =  75.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 28250 / 35727 =  79.072
1, 1  acc:  2844 /  3751 =  75.820
1, 2  acc:  4810 /  6563 =  73.290
1, 3  acc:  1953 /  2799 =  69.775
1, 4  acc:  2459 /  3188 =  77.133
1, 5  acc:   482 /   588 =  81.973
1, 6  acc:   251 /   322 =  77.950
1, 7  acc:   297 /   379 =  78.364
1, 8  acc:  2289 /  3304 =  69.280
1, 9  acc:   175 /   244 =  71.721
1, 10  acc:   202 /   286 =  70.629
1, 11  acc:   107 /   171 =  62.573
1, 12  acc:   375 /   479 =  78.288
1, 13  acc:    54 /    68 =  79.412
1, 14  acc:    51 /    81 =  62.963
1, 15  acc:    35 /    71 =  49.296
1, 16  acc:  3531 /  4941 =  71.463
1, 17  acc:   128 /   176 =  72.727
1, 18  acc:   258 /   385 =  67.013
1, 19  acc:    76 /   130 =  58.462
1, 20  acc:   154 /   187 =  82.353
1, 21  acc:    27 /    30 =  90.000
1, 22  acc:    78 /   100 =  78.000
1, 23  acc:    16 /    23 =  69.565
1, 24  acc:   456 /   655 =  69.618
1, 25  acc:    12 /    15 =  80.000
1, 26  acc:    52 /    65 =  80.000
1, 27  acc:     5 /     8 =  62.500
1, 28  acc:    94 /   106 =  88.679
1, 29  acc:     8 /    10 =  80.000
1, 30  acc:    12 /    14 =  85.714
1, 31  acc:     4 /     7 =  57.143
1, 32  acc:   634 /   948 =  66.878
1, 33  acc:    46 /    61 =  75.410
1, 34  acc:    33 /    41 =  80.488
1, 35  acc:    12 /    18 =  66.667
1, 36  acc:    34 /    41 =  82.927
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    12 /    16 =  75.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   165 /   244 =  67.623
1, 41  acc:     8 /    11 =  72.727
1, 42  acc:     1 /     4 =  25.000
1, 43  acc:    10 /    16 =  62.500
1, 44  acc:    11 /    17 =  64.706
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     1 /     7 =  14.286
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   204 /   317 =  64.353
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    16 /    29 =  55.172
1, 51  acc:    11 /    13 =  84.615
1, 52  acc:     9 /    12 =  75.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    19 =  73.684
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   196 /   278 =  70.504
1, 57  acc:    11 /    13 =  84.615
1, 58  acc:    11 /    12 =  91.667
1, 59  acc:     6 /    12 =  50.000
1, 60  acc:    18 /    23 =  78.261
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    17 =  88.235
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2593 /  3334 =  77.774
1, 65  acc:   370 /   476 =  77.731
1, 66  acc:   215 /   287 =  74.913
1, 67  acc:   100 /   138 =  72.464
1, 68  acc:   129 /   156 =  82.692
1, 69  acc:    30 /    32 =  93.750
1, 70  acc:    44 /    56 =  78.571
1, 71  acc:    12 /    17 =  70.588
1, 72  acc:    52 /    65 =  80.000
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:     8 /     9 =  88.889
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:    92 /   130 =  70.769
1, 81  acc:    14 /    16 =  87.500
1, 82  acc:    24 /    33 =  72.727
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     7 /    11 =  63.636
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     2 /    10 =  20.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    63 /    96 =  65.625
1, 95  acc:     7 /    12 =  58.333
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    11 =  90.909
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    16 /    20 =  80.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     4 /     4 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     5 /     6 =  83.333
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:  3513 /  5175 =  67.884
1, 118  acc:   867 /  1226 =  70.718
1, 119  acc:   269 /   370 =  72.703
1, 120  acc:   222 /   330 =  67.273
1, 121  acc:    84 /   100 =  84.000
1, 122  acc:    38 /    52 =  73.077
1, 123  acc:     5 /    10 =  50.000
1, 124  acc:    21 /    24 =  87.500
1, 125  acc:   244 /   340 =  71.765
1, 126  acc:    36 /    59 =  61.017
1, 127  acc:     5 /    13 =  38.462
1, 128  acc:    21 /    34 =  61.765
1, 129  acc:     7 /    10 =  70.000
1, 130  acc:     1 /     4 =  25.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /    12 =  66.667
1, 133  acc:   212 /   306 =  69.281
1, 134  acc:    39 /    55 =  70.909
1, 135  acc:    20 /    26 =  76.923
1, 136  acc:    14 /    22 =  63.636
1, 137  acc:     6 /     7 =  85.714
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    41 /    69 =  59.420
1, 142  acc:    13 /    16 =  81.250
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:    82 /   127 =  64.567
1, 149  acc:     7 /    13 =  53.846
1, 150  acc:     2 /     5 =  40.000
1, 151  acc:     2 /     7 =  28.571
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     3 /     5 =  60.000
1, 154  acc:    17 /    34 =  50.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    12 =  83.333
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    18 =  77.778
1, 160  acc:     0 /     3 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:     5 /    13 =  38.462
1, 165  acc:     2 /     5 =  40.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1634 /  2180 =  74.954
1, 170  acc:   321 /   390 =  82.308
1, 171  acc:   121 /   166 =  72.892
1, 172  acc:   118 /   155 =  76.129
1, 173  acc:    30 /    39 =  76.923
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:     0 /     0 =     nan
1, 176  acc:    13 /    25 =  52.000
1, 177  acc:    42 /    55 =  76.364
1, 178  acc:     6 /    11 =  54.545
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     7 /    10 =  70.000
1, 184  acc:    60 /    84 =  71.429
1, 185  acc:    13 /    18 =  72.222
1, 186  acc:     4 /     6 =  66.667
1, 187  acc:     5 /     6 =  83.333
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     5 /     6 =  83.333
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    42 /    70 =  60.000
1, 197  acc:     5 /    10 =  50.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     3 /    10 =  30.000
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:     8 /    12 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     8 /     9 =  88.889
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     5 =  80.000
1, 218  acc:     5 /     6 =  83.333
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 232073 / 269038 =  86.260
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22774 / 25373 =  89.757
0, 1  acc: 27988 / 31282 =  89.470
0, 2  acc:  5575 /  6155 =  90.577
0, 3  acc: 21749 / 24292 =  89.532
0, 4  acc:  9735 / 10829 =  89.897
0, 5  acc:  4988 /  5541 =  90.020
0, 6  acc:  6082 /  6785 =  89.639
0, 7  acc: 10765 / 12016 =  89.589
1, 0  acc:  3993 /  4437 =  89.993
1, 1  acc:  4469 /  4962 =  90.064
1, 2  acc:  2021 /  2265 =  89.227
1, 3  acc:  2211 /  2446 =  90.392
1, 4  acc:  2815 /  3125 =  90.080
1, 5  acc:   894 /  1003 =  89.133
1, 6  acc:  2816 /  3111 =  90.518
1, 7  acc:  4219 /  4682 =  90.111
--------------------------------------
Average acc: 133094 / 148304 =  89.744
Robust  acc:   894 /  1003 =  89.133
--------------------------------------
New max robust acc: 89.13260219341974
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed8.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed8.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: 53.084 | Best Acc: 88.240
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10043 / 12092 =  83.055
0, 1  acc: 11971 / 14179 =  84.428
0, 2  acc:  1704 /  3210 =  53.084
0, 3  acc: 10652 / 12101 =  88.026
0, 4  acc:  3742 /  5355 =  69.879
0, 5  acc:  2487 /  2980 =  83.456
0, 6  acc:  1944 /  3335 =  58.291
0, 7  acc:  3795 /  5723 =  66.311
1, 0  acc:  1794 /  2203 =  81.434
1, 1  acc:  1789 /  2270 =  78.811
1, 2  acc:  1073 /  1216 =  88.240
1, 3  acc:   985 /  1260 =  78.175
1, 4  acc:  1314 /  1627 =  80.762
1, 5  acc:   398 /   520 =  76.538
1, 6  acc:  1331 /  1537 =  86.597
1, 7  acc:  1816 /  2246 =  80.855
------------------------------------
Average acc: 56838 / 71854 =  79.102
Robust  acc:  1704 /  3210 =  53.084
------------------------------------
Accuracies by groups:
0, 0  acc: 10043 / 12092 =  83.055
0, 1  acc: 11971 / 14179 =  84.428
0, 2  acc:  1704 /  3210 =  53.084
0, 3  acc: 10652 / 12101 =  88.026
0, 4  acc:  3742 /  5355 =  69.879
0, 5  acc:  2487 /  2980 =  83.456
0, 6  acc:  1944 /  3335 =  58.291
0, 7  acc:  3795 /  5723 =  66.311
1, 0  acc:  1794 /  2203 =  81.434
1, 1  acc:  1789 /  2270 =  78.811
1, 2  acc:  1073 /  1216 =  88.240
1, 3  acc:   985 /  1260 =  78.175
1, 4  acc:  1314 /  1627 =  80.762
1, 5  acc:   398 /   520 =  76.538
1, 6  acc:  1331 /  1537 =  86.597
1, 7  acc:  1816 /  2246 =  80.855
------------------------------------
Average acc: 56838 / 71854 =  79.102
Robust  acc:  1704 /  3210 =  53.084
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10043 / 12092 =  83.055
0, 1  acc: 11971 / 14179 =  84.428
0, 2  acc:  1704 /  3210 =  53.084
0, 3  acc: 10652 / 12101 =  88.026
0, 4  acc:  3742 /  5355 =  69.879
0, 5  acc:  2487 /  2980 =  83.456
0, 6  acc:  1944 /  3335 =  58.291
0, 7  acc:  3795 /  5723 =  66.311
1, 0  acc:  1794 /  2203 =  81.434
1, 1  acc:  1789 /  2270 =  78.811
1, 2  acc:  1073 /  1216 =  88.240
1, 3  acc:   985 /  1260 =  78.175
1, 4  acc:  1314 /  1627 =  80.762
1, 5  acc:   398 /   520 =  76.538
1, 6  acc:  1331 /  1537 =  86.597
1, 7  acc:  1816 /  2246 =  80.855
------------------------------------
Average acc: 56838 / 71854 =  79.102
Robust  acc:  1704 /  3210 =  53.084
------------------------------------

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: 93.309 | Val Loss: 0.000 | Val Acc: 96.630
Training:
Accuracies by groups:
0, 0  acc: 101520 / 104813 =  96.858
0, 1  acc:  8577 /  8935 =  95.993
0, 2  acc: 13811 / 14492 =  95.301
0, 3  acc:  7037 /  7411 =  94.953
0, 4  acc:  2593 /  2992 =  86.664
0, 5  acc:   263 /   340 =  77.353
0, 6  acc:   330 /   381 =  86.614
0, 7  acc:   321 /   367 =  87.466
0, 8  acc: 10293 / 10732 =  95.909
0, 9  acc:   666 /   706 =  94.334
0, 10  acc:   733 /   763 =  96.068
0, 11  acc:   497 /   528 =  94.129
0, 12  acc:   467 /   550 =  84.909
0, 13  acc:    48 /    58 =  82.759
0, 14  acc:    78 /    85 =  91.765
0, 15  acc:    40 /    48 =  83.333
0, 16  acc:  5968 /  6573 =  90.796
0, 17  acc:   183 /   205 =  89.268
0, 18  acc:   654 /   710 =  92.113
0, 19  acc:   177 /   197 =  89.848
0, 20  acc:   106 /   135 =  78.519
0, 21  acc:    14 /    16 =  87.500
0, 22  acc:    54 /    68 =  79.412
0, 23  acc:     5 /     6 =  83.333
0, 24  acc:   855 /   946 =  90.381
0, 25  acc:    39 /    43 =  90.698
0, 26  acc:    86 /    95 =  90.526
0, 27  acc:    23 /    27 =  85.185
0, 28  acc:    35 /    44 =  79.545
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     1 /     4 =  25.000
0, 31  acc:     1 /     2 =  50.000
0, 32  acc:  2156 /  2251 =  95.780
0, 33  acc:    95 /   101 =  94.059
0, 34  acc:    85 /    87 =  97.701
0, 35  acc:    33 /    33 = 100.000
0, 36  acc:    31 /    38 =  81.579
0, 37  acc:     4 /     8 =  50.000
0, 38  acc:    20 /    21 =  95.238
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   578 /   608 =  95.066
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    16 /    19 =  84.211
0, 43  acc:    30 /    33 =  90.909
0, 44  acc:    13 /    15 =  86.667
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     9 =  88.889
0, 47  acc:     6 /     6 = 100.000
0, 48  acc:   361 /   416 =  86.779
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    29 /    29 = 100.000
0, 51  acc:    16 /    18 =  88.889
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     3 =  66.667
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   376 /   406 =  92.611
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    20 /    23 =  86.957
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    15 /    20 =  75.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     3 /     7 =  42.857
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2458 /  2866 =  85.764
0, 65  acc:   335 /   394 =  85.025
0, 66  acc:   237 /   272 =  87.132
0, 67  acc:   119 /   129 =  92.248
0, 68  acc:    64 /    77 =  83.117
0, 69  acc:     4 /     5 =  80.000
0, 70  acc:    20 /    30 =  66.667
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    76 /    80 =  95.000
0, 73  acc:     8 /    10 =  80.000
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:     8 /     9 =  88.889
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    73 /    93 =  78.495
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:    16 /    17 =  94.118
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    11 /    13 =  84.615
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:     8 /     9 =  88.889
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     2 =  50.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    77 /    88 =  87.500
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    12 /    14 =  85.714
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     3 /     4 =  75.000
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    21 =  80.952
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     1 /     7 =  14.286
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     7 =  85.714
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     2 =  50.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6436 /  7075 =  90.968
0, 118  acc:  1588 /  1747 =  90.899
0, 119  acc:   432 /   467 =  92.505
0, 120  acc:   398 /   429 =  92.774
0, 121  acc:    59 /    88 =  67.045
0, 122  acc:    42 /    47 =  89.362
0, 123  acc:     4 /     4 = 100.000
0, 124  acc:    17 /    21 =  80.952
0, 125  acc:   431 /   460 =  93.696
0, 126  acc:   113 /   126 =  89.683
0, 127  acc:    25 /    27 =  92.593
0, 128  acc:    38 /    45 =  84.444
0, 129  acc:    10 /    11 =  90.909
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   169 /   204 =  82.843
0, 134  acc:    45 /    56 =  80.357
0, 135  acc:    21 /    26 =  80.769
0, 136  acc:    18 /    22 =  81.818
0, 137  acc:     5 /     6 =  83.333
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    53 /    68 =  77.941
0, 142  acc:     4 /     7 =  57.143
0, 143  acc:     6 /     7 =  85.714
0, 144  acc:     3 /     3 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   138 /   153 =  90.196
0, 149  acc:    12 /    16 =  75.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:     6 /    10 =  60.000
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    25 /    30 =  83.333
0, 155  acc:     4 /     5 =  80.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    33 /    36 =  91.667
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    19 =  94.737
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1598 /  1871 =  85.409
0, 170  acc:   333 /   409 =  81.418
0, 171  acc:   120 /   143 =  83.916
0, 172  acc:   150 /   176 =  85.227
0, 173  acc:    26 /    31 =  83.871
0, 174  acc:     8 /    10 =  80.000
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:    14 /    18 =  77.778
0, 177  acc:    69 /    80 =  86.250
0, 178  acc:     7 /    10 =  70.000
0, 179  acc:    10 /    11 =  90.909
0, 180  acc:     5 /     6 =  83.333
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    50 /    59 =  84.746
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     4 /     4 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    34 =  88.235
0, 192  acc:     1 /     4 =  25.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    48 /    58 =  82.759
0, 197  acc:    12 /    14 =  85.714
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     5 /     6 =  83.333
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     3 =  66.667
0, 204  acc:    31 /    31 = 100.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     6 /     9 =  66.667
0, 210  acc:     1 /     3 =  33.333
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     2 =  50.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     3 /     4 =  75.000
1, 0  acc: 32868 / 35883 =  91.598
1, 1  acc:  3291 /  3657 =  89.992
1, 2  acc:  5850 /  6584 =  88.852
1, 3  acc:  2493 /  2842 =  87.720
1, 4  acc:  2833 /  3156 =  89.766
1, 5  acc:   523 /   577 =  90.641
1, 6  acc:   293 /   323 =  90.712
1, 7  acc:   325 /   374 =  86.898
1, 8  acc:  2886 /  3279 =  88.015
1, 9  acc:   216 /   239 =  90.377
1, 10  acc:   263 /   312 =  84.295
1, 11  acc:   123 /   139 =  88.489
1, 12  acc:   446 /   498 =  89.558
1, 13  acc:    56 /    62 =  90.323
1, 14  acc:    59 /    79 =  74.684
1, 15  acc:    60 /    77 =  77.922
1, 16  acc:  4389 /  5033 =  87.204
1, 17  acc:   169 /   187 =  90.374
1, 18  acc:   331 /   374 =  88.503
1, 19  acc:   122 /   143 =  85.315
1, 20  acc:   153 /   168 =  91.071
1, 21  acc:    33 /    36 =  91.667
1, 22  acc:    84 /    92 =  91.304
1, 23  acc:    27 /    29 =  93.103
1, 24  acc:   552 /   641 =  86.115
1, 25  acc:    14 /    15 =  93.333
1, 26  acc:    55 /    59 =  93.220
1, 27  acc:     7 /     8 =  87.500
1, 28  acc:    73 /    83 =  87.952
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    14 /    17 =  82.353
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   883 /   995 =  88.744
1, 33  acc:    48 /    57 =  84.211
1, 34  acc:    27 /    39 =  69.231
1, 35  acc:    20 /    21 =  95.238
1, 36  acc:    25 /    28 =  89.286
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    15 /    19 =  78.947
1, 39  acc:     0 /     0 =     nan
1, 40  acc:   240 /   269 =  89.219
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     5 /     9 =  55.556
1, 43  acc:    13 /    15 =  86.667
1, 44  acc:    12 /    14 =  85.714
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:     6 /     7 =  85.714
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   320 /   360 =  88.889
1, 49  acc:     7 /     9 =  77.778
1, 50  acc:    13 /    18 =  72.222
1, 51  acc:    12 /    14 =  85.714
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    17 /    20 =  85.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   199 /   235 =  84.681
1, 57  acc:     4 /     5 =  80.000
1, 58  acc:     6 /     9 =  66.667
1, 59  acc:     8 /     9 =  88.889
1, 60  acc:    21 /    21 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2973 /  3312 =  89.764
1, 65  acc:   423 /   480 =  88.125
1, 66  acc:   254 /   288 =  88.194
1, 67  acc:    93 /   108 =  86.111
1, 68  acc:   136 /   148 =  91.892
1, 69  acc:    24 /    24 = 100.000
1, 70  acc:    36 /    41 =  87.805
1, 71  acc:    16 /    16 = 100.000
1, 72  acc:    64 /    70 =  91.429
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     8 /    12 =  66.667
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   110 /   124 =  88.710
1, 81  acc:    13 /    15 =  86.667
1, 82  acc:    25 /    29 =  86.207
1, 83  acc:     3 /     5 =  60.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    19 /    19 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    14 =  78.571
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     3 =  66.667
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    82 /    93 =  88.172
1, 95  acc:    18 /    20 =  90.000
1, 96  acc:     3 /     3 = 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 /    15 =  86.667
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    22 /    23 =  95.652
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    13 =  84.615
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:    11 /    12 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4529 /  5272 =  85.907
1, 118  acc:  1063 /  1215 =  87.490
1, 119  acc:   292 /   329 =  88.754
1, 120  acc:   271 /   320 =  84.688
1, 121  acc:    84 /    93 =  90.323
1, 122  acc:    45 /    52 =  86.538
1, 123  acc:    17 /    22 =  77.273
1, 124  acc:    12 /    18 =  66.667
1, 125  acc:   275 /   327 =  84.098
1, 126  acc:    74 /    89 =  83.146
1, 127  acc:    10 /    13 =  76.923
1, 128  acc:    17 /    20 =  85.000
1, 129  acc:     5 /     7 =  71.429
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   260 /   289 =  89.965
1, 134  acc:    37 /    46 =  80.435
1, 135  acc:    19 /    20 =  95.000
1, 136  acc:    19 /    22 =  86.364
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     1 /     5 =  20.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    57 /    76 =  75.000
1, 142  acc:    11 /    12 =  91.667
1, 143  acc:     1 /     2 =  50.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   105 /   131 =  80.153
1, 149  acc:     7 /    10 =  70.000
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:    11 /    16 =  68.750
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    20 /    22 =  90.909
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    10 /    12 =  83.333
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:    17 /    19 =  89.474
1, 165  acc:     0 /     0 =     nan
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1883 /  2178 =  86.455
1, 170  acc:   361 /   423 =  85.343
1, 171  acc:   145 /   173 =  83.815
1, 172  acc:   112 /   124 =  90.323
1, 173  acc:    34 /    42 =  80.952
1, 174  acc:     2 /     5 =  40.000
1, 175  acc:     1 /     1 = 100.000
1, 176  acc:    17 /    22 =  77.273
1, 177  acc:    66 /    71 =  92.958
1, 178  acc:     3 /     5 =  60.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     1 /     2 =  50.000
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:     8 /     9 =  88.889
1, 184  acc:    73 /    82 =  89.024
1, 185  acc:    20 /    25 =  80.000
1, 186  acc:    15 /    18 =  83.333
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     4 /     4 = 100.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     2 /     2 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    65 /    77 =  84.416
1, 197  acc:     5 /     8 =  62.500
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /    10 =  50.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    13 =  84.615
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     4 /     5 =  80.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251037 / 269038 =  93.309
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24493 / 25373 =  96.532
0, 1  acc: 30181 / 31282 =  96.480
0, 2  acc:  5933 /  6155 =  96.393
0, 3  acc: 23465 / 24292 =  96.596
0, 4  acc: 10464 / 10829 =  96.629
0, 5  acc:  5333 /  5541 =  96.246
0, 6  acc:  6556 /  6785 =  96.625
0, 7  acc: 11605 / 12016 =  96.580
1, 0  acc:  4263 /  4437 =  96.078
1, 1  acc:  4755 /  4962 =  95.828
1, 2  acc:  2186 /  2265 =  96.512
1, 3  acc:  2384 /  2446 =  97.465
1, 4  acc:  3028 /  3125 =  96.896
1, 5  acc:   966 /  1003 =  96.311
1, 6  acc:  3010 /  3111 =  96.753
1, 7  acc:  4533 /  4682 =  96.818
--------------------------------------
Average acc: 143155 / 148304 =  96.528
Robust  acc:  4755 /  4962 =  95.828
--------------------------------------
New max robust acc: 95.82829504232164
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed8.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed8.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.635 | Best Acc: 94.108
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11083 / 12092 =  91.656
0, 1  acc: 13070 / 14179 =  92.179
0, 2  acc:  2563 /  3210 =  79.844
0, 3  acc: 11388 / 12101 =  94.108
0, 4  acc:  4506 /  5355 =  84.146
0, 5  acc:  2649 /  2980 =  88.893
0, 6  acc:  2574 /  3335 =  77.181
0, 7  acc:  4660 /  5723 =  81.426
1, 0  acc:  1414 /  2203 =  64.185
1, 1  acc:  1460 /  2270 =  64.317
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1497 /  2246 =  66.652
------------------------------------
Average acc: 60967 / 71854 =  84.848
Robust  acc:   764 /  1260 =  60.635
------------------------------------
Accuracies by groups:
0, 0  acc: 11083 / 12092 =  91.656
0, 1  acc: 13070 / 14179 =  92.179
0, 2  acc:  2563 /  3210 =  79.844
0, 3  acc: 11388 / 12101 =  94.108
0, 4  acc:  4506 /  5355 =  84.146
0, 5  acc:  2649 /  2980 =  88.893
0, 6  acc:  2574 /  3335 =  77.181
0, 7  acc:  4660 /  5723 =  81.426
1, 0  acc:  1414 /  2203 =  64.185
1, 1  acc:  1460 /  2270 =  64.317
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1497 /  2246 =  66.652
------------------------------------
Average acc: 60967 / 71854 =  84.848
Robust  acc:   764 /  1260 =  60.635
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11083 / 12092 =  91.656
0, 1  acc: 13070 / 14179 =  92.179
0, 2  acc:  2563 /  3210 =  79.844
0, 3  acc: 11388 / 12101 =  94.108
0, 4  acc:  4506 /  5355 =  84.146
0, 5  acc:  2649 /  2980 =  88.893
0, 6  acc:  2574 /  3335 =  77.181
0, 7  acc:  4660 /  5723 =  81.426
1, 0  acc:  1414 /  2203 =  64.185
1, 1  acc:  1460 /  2270 =  64.317
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1497 /  2246 =  66.652
------------------------------------
Average acc: 60967 / 71854 =  84.848
Robust  acc:   764 /  1260 =  60.635
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.456 | Val Loss: 0.000 | Val Acc: 97.961
Training:
Accuracies by groups:
0, 0  acc: 102846 / 104815 =  98.121
0, 1  acc:  9014 /  9219 =  97.776
0, 2  acc: 13876 / 14280 =  97.171
0, 3  acc:  7006 /  7195 =  97.373
0, 4  acc:  2684 /  2907 =  92.329
0, 5  acc:   344 /   381 =  90.289
0, 6  acc:   360 /   384 =  93.750
0, 7  acc:   355 /   379 =  93.668
0, 8  acc: 10444 / 10716 =  97.462
0, 9  acc:   725 /   748 =  96.925
0, 10  acc:   704 /   724 =  97.238
0, 11  acc:   470 /   489 =  96.115
0, 12  acc:   521 /   559 =  93.202
0, 13  acc:    61 /    71 =  85.915
0, 14  acc:    87 /    92 =  94.565
0, 15  acc:    49 /    55 =  89.091
0, 16  acc:  6187 /  6535 =  94.675
0, 17  acc:   204 /   217 =  94.009
0, 18  acc:   607 /   632 =  96.044
0, 19  acc:   197 /   208 =  94.712
0, 20  acc:   128 /   146 =  87.671
0, 21  acc:    14 /    16 =  87.500
0, 22  acc:    55 /    60 =  91.667
0, 23  acc:     8 /    13 =  61.538
0, 24  acc:   797 /   852 =  93.545
0, 25  acc:    39 /    42 =  92.857
0, 26  acc:    72 /    76 =  94.737
0, 27  acc:    34 /    36 =  94.444
0, 28  acc:    36 /    43 =  83.721
0, 29  acc:     3 /     5 =  60.000
0, 30  acc:     4 /     7 =  57.143
0, 31  acc:     9 /     9 = 100.000
0, 32  acc:  2168 /  2231 =  97.176
0, 33  acc:   110 /   114 =  96.491
0, 34  acc:    99 /   102 =  97.059
0, 35  acc:    26 /    26 = 100.000
0, 36  acc:    62 /    62 = 100.000
0, 37  acc:     8 /     9 =  88.889
0, 38  acc:    16 /    16 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   588 /   606 =  97.030
0, 41  acc:    27 /    28 =  96.429
0, 42  acc:    20 /    20 = 100.000
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    20 /    21 =  95.238
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   396 /   424 =  93.396
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    16 /    18 =  88.889
0, 51  acc:    11 /    11 = 100.000
0, 52  acc:     4 /     5 =  80.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   407 /   429 =  94.872
0, 57  acc:     8 /     9 =  88.889
0, 58  acc:    25 /    27 =  92.593
0, 59  acc:    17 /    18 =  94.444
0, 60  acc:    21 /    24 =  87.500
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     8 /     9 =  88.889
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2645 /  2863 =  92.386
0, 65  acc:   382 /   409 =  93.399
0, 66  acc:   271 /   294 =  92.177
0, 67  acc:   127 /   137 =  92.701
0, 68  acc:    40 /    49 =  81.633
0, 69  acc:     7 /     7 = 100.000
0, 70  acc:    18 /    20 =  90.000
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    84 /    88 =  95.455
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:    11 /    12 =  91.667
0, 76  acc:     2 /     4 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    83 /    96 =  86.458
0, 81  acc:     5 /     8 =  62.500
0, 82  acc:    16 /    17 =  94.118
0, 83  acc:     8 /     8 = 100.000
0, 84  acc:     7 /     8 =  87.500
0, 85  acc:     3 /     3 = 100.000
0, 86  acc:    11 /    12 =  91.667
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    73 /    74 =  98.649
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    11 /    12 =  91.667
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    20 /    22 =  90.909
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     6 /     7 =  85.714
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     3 /     3 = 100.000
0, 117  acc:  6771 /  7164 =  94.514
0, 118  acc:  1585 /  1677 =  94.514
0, 119  acc:   411 /   437 =  94.050
0, 120  acc:   421 /   447 =  94.183
0, 121  acc:    48 /    54 =  88.889
0, 122  acc:    26 /    29 =  89.655
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    15 /    20 =  75.000
0, 125  acc:   403 /   417 =  96.643
0, 126  acc:   108 /   116 =  93.103
0, 127  acc:    27 /    27 = 100.000
0, 128  acc:    30 /    30 = 100.000
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   220 /   247 =  89.069
0, 134  acc:    54 /    61 =  88.525
0, 135  acc:    25 /    27 =  92.593
0, 136  acc:    21 /    23 =  91.304
0, 137  acc:     4 /     6 =  66.667
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    53 =  94.340
0, 142  acc:    10 /    12 =  83.333
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:     4 /     4 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   113 =  95.575
0, 149  acc:    21 /    22 =  95.455
0, 150  acc:     6 /     8 =  75.000
0, 151  acc:     9 /    23 =  39.130
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    45 /    45 = 100.000
0, 155  acc:     3 /     4 =  75.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    31 /    34 =  91.176
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     6 /     6 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    12 =  91.667
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1696 /  1865 =  90.938
0, 170  acc:   349 /   390 =  89.487
0, 171  acc:   153 /   160 =  95.625
0, 172  acc:   210 /   228 =  92.105
0, 173  acc:    22 /    22 = 100.000
0, 174  acc:     2 /     2 = 100.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:    22 /    27 =  81.481
0, 177  acc:    55 /    58 =  94.828
0, 178  acc:     9 /    11 =  81.818
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    48 /    50 =  96.000
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     9 /    11 =  81.818
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    32 =  90.625
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    55 /    63 =  87.302
0, 197  acc:    11 /    12 =  91.667
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    16 /    20 =  80.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:    13 /    15 =  86.667
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     6 =  83.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 34284 / 35698 =  96.039
1, 1  acc:  3645 /  3827 =  95.244
1, 2  acc:  6463 /  6806 =  94.960
1, 3  acc:  2649 /  2800 =  94.607
1, 4  acc:  3006 /  3159 =  95.157
1, 5  acc:   547 /   570 =  95.965
1, 6  acc:   293 /   304 =  96.382
1, 7  acc:   381 /   397 =  95.970
1, 8  acc:  3087 /  3308 =  93.319
1, 9  acc:   215 /   235 =  91.489
1, 10  acc:   291 /   310 =  93.871
1, 11  acc:   146 /   160 =  91.250
1, 12  acc:   465 /   493 =  94.320
1, 13  acc:    71 /    77 =  92.208
1, 14  acc:    73 /    78 =  93.590
1, 15  acc:    85 /    88 =  96.591
1, 16  acc:  4824 /  5097 =  94.644
1, 17  acc:   177 /   185 =  95.676
1, 18  acc:   332 /   362 =  91.713
1, 19  acc:   148 /   160 =  92.500
1, 20  acc:   164 /   171 =  95.906
1, 21  acc:    23 /    24 =  95.833
1, 22  acc:    93 /    99 =  93.939
1, 23  acc:    23 /    24 =  95.833
1, 24  acc:   582 /   622 =  93.569
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    63 /    65 =  96.923
1, 27  acc:     6 /     6 = 100.000
1, 28  acc:    93 /    94 =  98.936
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   910 /   963 =  94.496
1, 33  acc:    46 /    46 = 100.000
1, 34  acc:    22 /    26 =  84.615
1, 35  acc:    11 /    12 =  91.667
1, 36  acc:    42 /    42 = 100.000
1, 37  acc:     5 /     6 =  83.333
1, 38  acc:    23 /    23 = 100.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:   251 /   262 =  95.802
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     6 /     9 =  66.667
1, 43  acc:    15 /    16 =  93.750
1, 44  acc:    17 /    18 =  94.444
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     4 /     4 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   316 /   340 =  92.941
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    22 /    23 =  95.652
1, 51  acc:    13 /    16 =  81.250
1, 52  acc:    17 /    17 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    26 /    27 =  96.296
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   224 /   239 =  93.724
1, 57  acc:    15 /    16 =  93.750
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     8 /    10 =  80.000
1, 60  acc:    11 /    16 =  68.750
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    17 =  94.118
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3154 /  3330 =  94.715
1, 65  acc:   436 /   467 =  93.362
1, 66  acc:   282 /   296 =  95.270
1, 67  acc:   132 /   147 =  89.796
1, 68  acc:   126 /   134 =  94.030
1, 69  acc:    27 /    28 =  96.429
1, 70  acc:    39 /    41 =  95.122
1, 71  acc:     9 /    13 =  69.231
1, 72  acc:    68 /    74 =  91.892
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     9 /     9 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   113 /   123 =  91.870
1, 81  acc:    10 /    12 =  83.333
1, 82  acc:    32 /    34 =  94.118
1, 83  acc:     0 /     0 =     nan
1, 84  acc:     2 /     2 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    14 =  92.857
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    11 =  90.909
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:     0 /     0 =     nan
1, 94  acc:    90 /    95 =  94.737
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     6 /     7 =  85.714
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:    26 /    27 =  96.296
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    12 /    12 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    12 /    13 =  92.308
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:  4890 /  5230 =  93.499
1, 118  acc:  1175 /  1258 =  93.402
1, 119  acc:   290 /   309 =  93.851
1, 120  acc:   318 /   341 =  93.255
1, 121  acc:    71 /    75 =  94.667
1, 122  acc:    52 /    57 =  91.228
1, 123  acc:    14 /    16 =  87.500
1, 124  acc:    30 /    33 =  90.909
1, 125  acc:   326 /   341 =  95.601
1, 126  acc:    81 /    89 =  91.011
1, 127  acc:    21 /    24 =  87.500
1, 128  acc:    17 /    19 =  89.474
1, 129  acc:     9 /    10 =  90.000
1, 130  acc:     3 /     4 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   270 /   285 =  94.737
1, 134  acc:    56 /    60 =  93.333
1, 135  acc:    26 /    28 =  92.857
1, 136  acc:    16 /    22 =  72.727
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    64 /    68 =  94.118
1, 142  acc:    11 /    11 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:    89 /   101 =  88.119
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:    10 /    14 =  71.429
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    28 /    31 =  90.323
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:    21 /    22 =  95.455
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    14 /    15 =  93.333
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2137 /  2260 =  94.558
1, 170  acc:   442 /   462 =  95.671
1, 171  acc:   146 /   155 =  94.194
1, 172  acc:   132 /   145 =  91.034
1, 173  acc:    34 /    34 = 100.000
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:    27 /    33 =  81.818
1, 177  acc:    60 /    60 = 100.000
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     1 /     3 =  33.333
1, 181  acc:     4 /     5 =  80.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:     9 /    10 =  90.000
1, 184  acc:    81 /    87 =  93.103
1, 185  acc:    20 /    22 =  90.909
1, 186  acc:     9 /    10 =  90.000
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    63 /    69 =  91.304
1, 197  acc:     7 /     8 =  87.500
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     9 =  77.778
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:     8 /    11 =  72.727
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     7 =  85.714
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259502 / 269038 =  96.456
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24837 / 25373 =  97.888
0, 1  acc: 30667 / 31282 =  98.034
0, 2  acc:  6012 /  6155 =  97.677
0, 3  acc: 23798 / 24292 =  97.966
0, 4  acc: 10609 / 10829 =  97.968
0, 5  acc:  5432 /  5541 =  98.033
0, 6  acc:  6663 /  6785 =  98.202
0, 7  acc: 11758 / 12016 =  97.853
1, 0  acc:  4348 /  4437 =  97.994
1, 1  acc:  4868 /  4962 =  98.106
1, 2  acc:  2220 /  2265 =  98.013
1, 3  acc:  2402 /  2446 =  98.201
1, 4  acc:  3060 /  3125 =  97.920
1, 5  acc:   982 /  1003 =  97.906
1, 6  acc:  3038 /  3111 =  97.653
1, 7  acc:  4586 /  4682 =  97.950
--------------------------------------
Average acc: 145280 / 148304 =  97.961
Robust  acc:  3038 /  3111 =  97.653
--------------------------------------
New max robust acc: 97.65348762455803
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed8.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed8.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: 66.318 | Best Acc: 92.943
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10871 / 12092 =  89.902
0, 1  acc: 12932 / 14179 =  91.205
0, 2  acc:  2515 /  3210 =  78.349
0, 3  acc: 11247 / 12101 =  92.943
0, 4  acc:  4501 /  5355 =  84.052
0, 5  acc:  2645 /  2980 =  88.758
0, 6  acc:  2533 /  3335 =  75.952
0, 7  acc:  4477 /  5723 =  78.228
1, 0  acc:  1512 /  2203 =  68.634
1, 1  acc:  1527 /  2270 =  67.269
1, 2  acc:   837 /  1216 =  68.832
1, 3  acc:   840 /  1260 =  66.667
1, 4  acc:  1079 /  1627 =  66.318
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1098 /  1537 =  71.438
1, 7  acc:  1560 /  2246 =  69.457
------------------------------------
Average acc: 60526 / 71854 =  84.235
Robust  acc:  1079 /  1627 =  66.318
------------------------------------
Accuracies by groups:
0, 0  acc: 10871 / 12092 =  89.902
0, 1  acc: 12932 / 14179 =  91.205
0, 2  acc:  2515 /  3210 =  78.349
0, 3  acc: 11247 / 12101 =  92.943
0, 4  acc:  4501 /  5355 =  84.052
0, 5  acc:  2645 /  2980 =  88.758
0, 6  acc:  2533 /  3335 =  75.952
0, 7  acc:  4477 /  5723 =  78.228
1, 0  acc:  1512 /  2203 =  68.634
1, 1  acc:  1527 /  2270 =  67.269
1, 2  acc:   837 /  1216 =  68.832
1, 3  acc:   840 /  1260 =  66.667
1, 4  acc:  1079 /  1627 =  66.318
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1098 /  1537 =  71.438
1, 7  acc:  1560 /  2246 =  69.457
------------------------------------
Average acc: 60526 / 71854 =  84.235
Robust  acc:  1079 /  1627 =  66.318
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10871 / 12092 =  89.902
0, 1  acc: 12932 / 14179 =  91.205
0, 2  acc:  2515 /  3210 =  78.349
0, 3  acc: 11247 / 12101 =  92.943
0, 4  acc:  4501 /  5355 =  84.052
0, 5  acc:  2645 /  2980 =  88.758
0, 6  acc:  2533 /  3335 =  75.952
0, 7  acc:  4477 /  5723 =  78.228
1, 0  acc:  1512 /  2203 =  68.634
1, 1  acc:  1527 /  2270 =  67.269
1, 2  acc:   837 /  1216 =  68.832
1, 3  acc:   840 /  1260 =  66.667
1, 4  acc:  1079 /  1627 =  66.318
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1098 /  1537 =  71.438
1, 7  acc:  1560 /  2246 =  69.457
------------------------------------
Average acc: 60526 / 71854 =  84.235
Robust  acc:  1079 /  1627 =  66.318
------------------------------------

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: 97.882 | Val Loss: 0.000 | Val Acc: 99.121
Training:
Accuracies by groups:
0, 0  acc: 103878 / 105019 =  98.914
0, 1  acc:  9059 /  9187 =  98.607
0, 2  acc: 14223 / 14496 =  98.117
0, 3  acc:  7113 /  7251 =  98.097
0, 4  acc:  2841 /  2974 =  95.528
0, 5  acc:   336 /   353 =  95.184
0, 6  acc:   386 /   398 =  96.985
0, 7  acc:   349 /   364 =  95.879
0, 8  acc: 10552 / 10691 =  98.700
0, 9  acc:   700 /   715 =  97.902
0, 10  acc:   753 /   766 =  98.303
0, 11  acc:   514 /   528 =  97.348
0, 12  acc:   543 /   562 =  96.619
0, 13  acc:    53 /    53 = 100.000
0, 14  acc:    79 /    82 =  96.341
0, 15  acc:    53 /    56 =  94.643
0, 16  acc:  6367 /  6594 =  96.557
0, 17  acc:   228 /   240 =  95.000
0, 18  acc:   622 /   647 =  96.136
0, 19  acc:   197 /   205 =  96.098
0, 20  acc:   148 /   156 =  94.872
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    64 /    65 =  98.462
0, 23  acc:     6 /     9 =  66.667
0, 24  acc:   900 /   935 =  96.257
0, 25  acc:    34 /    34 = 100.000
0, 26  acc:    67 /    69 =  97.101
0, 27  acc:    23 /    23 = 100.000
0, 28  acc:    39 /    40 =  97.500
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     6 /     8 =  75.000
0, 31  acc:     3 /     4 =  75.000
0, 32  acc:  2213 /  2251 =  98.312
0, 33  acc:   108 /   111 =  97.297
0, 34  acc:    89 /    90 =  98.889
0, 35  acc:    27 /    27 = 100.000
0, 36  acc:    48 /    49 =  97.959
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   615 /   630 =  97.619
0, 41  acc:    30 /    30 = 100.000
0, 42  acc:    21 /    22 =  95.455
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    25 /    25 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   442 /   457 =  96.718
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    22 /    24 =  91.667
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   425 /   438 =  97.032
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    24 /    26 =  92.308
0, 59  acc:    14 /    14 = 100.000
0, 60  acc:    15 /    15 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     4 /     5 =  80.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2874 /  2996 =  95.928
0, 65  acc:   387 /   407 =  95.086
0, 66  acc:   285 /   289 =  98.616
0, 67  acc:   126 /   132 =  95.455
0, 68  acc:    66 /    70 =  94.286
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    18 /    19 =  94.737
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    83 /    86 =  96.512
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:     6 /     7 =  85.714
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    91 /    98 =  92.857
0, 81  acc:     8 /    12 =  66.667
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     8 /     8 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    93 /    97 =  95.876
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    17 =  88.235
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    14 /    15 =  93.333
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    29 /    31 =  93.548
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     5 /     5 = 100.000
0, 110  acc:     3 /     4 =  75.000
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     8 /     8 = 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:  6764 /  6972 =  97.017
0, 118  acc:  1579 /  1625 =  97.169
0, 119  acc:   401 /   408 =  98.284
0, 120  acc:   407 /   423 =  96.217
0, 121  acc:    60 /    66 =  90.909
0, 122  acc:    28 /    31 =  90.323
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    23 /    25 =  92.000
0, 125  acc:   461 /   467 =  98.715
0, 126  acc:    94 /   100 =  94.000
0, 127  acc:    30 /    30 = 100.000
0, 128  acc:    39 /    40 =  97.500
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   212 /   226 =  93.805
0, 134  acc:    71 /    74 =  95.946
0, 135  acc:    30 /    30 = 100.000
0, 136  acc:    33 /    34 =  97.059
0, 137  acc:     8 /    10 =  80.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    61 /    62 =  98.387
0, 142  acc:     9 /     9 = 100.000
0, 143  acc:     8 /     9 =  88.889
0, 144  acc:    11 /    12 =  91.667
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    96 /   101 =  95.050
0, 149  acc:    16 /    18 =  88.889
0, 150  acc:     8 /     9 =  88.889
0, 151  acc:    13 /    16 =  81.250
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    36 /    37 =  97.297
0, 155  acc:     9 /     9 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1720 /  1800 =  95.556
0, 170  acc:   391 /   415 =  94.217
0, 171  acc:   119 /   124 =  95.968
0, 172  acc:   153 /   159 =  96.226
0, 173  acc:    22 /    23 =  95.652
0, 174  acc:     2 /     2 = 100.000
0, 175  acc:     4 /     5 =  80.000
0, 176  acc:    20 /    21 =  95.238
0, 177  acc:    78 /    82 =  95.122
0, 178  acc:    15 /    15 = 100.000
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    63 /    64 =  98.438
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:    12 /    12 = 100.000
0, 187  acc:    11 /    11 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    32 =  93.750
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     5 /     5 = 100.000
0, 196  acc:    39 /    39 = 100.000
0, 197  acc:    15 /    15 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     6 /     7 =  85.714
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    13 /    15 =  86.667
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:    13 /    15 =  86.667
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 35045 / 35943 =  97.502
1, 1  acc:  3695 /  3815 =  96.855
1, 2  acc:  6292 /  6472 =  97.219
1, 3  acc:  2672 /  2752 =  97.093
1, 4  acc:  3045 /  3143 =  96.882
1, 5  acc:   541 /   557 =  97.127
1, 6  acc:   311 /   321 =  96.885
1, 7  acc:   406 /   414 =  98.068
1, 8  acc:  3195 /  3314 =  96.409
1, 9  acc:   215 /   221 =  97.285
1, 10  acc:   289 /   300 =  96.333
1, 11  acc:   166 /   171 =  97.076
1, 12  acc:   456 /   473 =  96.406
1, 13  acc:    54 /    59 =  91.525
1, 14  acc:    75 /    76 =  98.684
1, 15  acc:    70 /    72 =  97.222
1, 16  acc:  4798 /  4989 =  96.172
1, 17  acc:   167 /   170 =  98.235
1, 18  acc:   376 /   387 =  97.158
1, 19  acc:   148 /   151 =  98.013
1, 20  acc:   195 /   199 =  97.990
1, 21  acc:    27 /    29 =  93.103
1, 22  acc:    95 /    96 =  98.958
1, 23  acc:    20 /    21 =  95.238
1, 24  acc:   632 /   669 =  94.469
1, 25  acc:    16 /    17 =  94.118
1, 26  acc:    52 /    53 =  98.113
1, 27  acc:     6 /     6 = 100.000
1, 28  acc:    90 /    93 =  96.774
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    12 /    12 = 100.000
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   924 /   967 =  95.553
1, 33  acc:    48 /    53 =  90.566
1, 34  acc:    38 /    41 =  92.683
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    37 /    38 =  97.368
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    17 /    18 =  94.444
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   250 /   257 =  97.276
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     5 /     6 =  83.333
1, 43  acc:     8 /     9 =  88.889
1, 44  acc:    16 /    17 =  94.118
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   321 /   330 =  97.273
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    28 /    30 =  93.333
1, 51  acc:    16 /    17 =  94.118
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    21 =  95.238
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   260 /   267 =  97.378
1, 57  acc:    13 /    13 = 100.000
1, 58  acc:    12 /    13 =  92.308
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    23 /    24 =  95.833
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3227 /  3326 =  97.023
1, 65  acc:   472 /   485 =  97.320
1, 66  acc:   278 /   290 =  95.862
1, 67  acc:   117 /   121 =  96.694
1, 68  acc:   143 /   149 =  95.973
1, 69  acc:    25 /    25 = 100.000
1, 70  acc:    47 /    47 = 100.000
1, 71  acc:    23 /    24 =  95.833
1, 72  acc:    74 /    75 =  98.667
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    13 /    13 = 100.000
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   123 /   130 =  94.615
1, 81  acc:     9 /    11 =  81.818
1, 82  acc:    24 /    25 =  96.000
1, 83  acc:     4 /     6 =  66.667
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /    10 =  90.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    14 =  92.857
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    96 /    96 = 100.000
1, 95  acc:    13 /    13 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    16 =  93.750
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    19 /    21 =  90.476
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     5 /     5 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4910 /  5129 =  95.730
1, 118  acc:  1223 /  1275 =  95.922
1, 119  acc:   288 /   298 =  96.644
1, 120  acc:   327 /   337 =  97.033
1, 121  acc:    84 /    88 =  95.455
1, 122  acc:    43 /    45 =  95.556
1, 123  acc:    17 /    18 =  94.444
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   305 /   318 =  95.912
1, 126  acc:    76 /    77 =  98.701
1, 127  acc:    13 /    14 =  92.857
1, 128  acc:    31 /    33 =  93.939
1, 129  acc:     8 /     9 =  88.889
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   265 /   280 =  94.643
1, 134  acc:    46 /    48 =  95.833
1, 135  acc:    25 /    25 = 100.000
1, 136  acc:    16 /    19 =  84.211
1, 137  acc:     0 /     0 =     nan
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    62 /    65 =  95.385
1, 142  acc:    14 /    14 = 100.000
1, 143  acc:     3 /     3 = 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:     4 /     5 =  80.000
1, 148  acc:   142 /   147 =  96.599
1, 149  acc:     7 /     7 = 100.000
1, 150  acc:    14 /    14 = 100.000
1, 151  acc:     5 /     9 =  55.556
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    23 /    23 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    11 /    12 =  91.667
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    14 /    15 =  93.333
1, 165  acc:     2 /     3 =  66.667
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2043 /  2122 =  96.277
1, 170  acc:   420 /   435 =  96.552
1, 171  acc:   153 /   160 =  95.625
1, 172  acc:   140 /   147 =  95.238
1, 173  acc:    25 /    26 =  96.154
1, 174  acc:     7 /     8 =  87.500
1, 175  acc:     1 /     1 = 100.000
1, 176  acc:    26 /    30 =  86.667
1, 177  acc:    56 /    56 = 100.000
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     3 /     4 =  75.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    10 /    10 = 100.000
1, 184  acc:    81 /    86 =  94.186
1, 185  acc:    41 /    41 = 100.000
1, 186  acc:     5 /     5 = 100.000
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    52 /    54 =  96.296
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:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    12 =  83.333
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    10 =  80.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 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:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     3 /     4 =  75.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263341 / 269038 =  97.882
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25141 / 25373 =  99.086
0, 1  acc: 30987 / 31282 =  99.057
0, 2  acc:  6096 /  6155 =  99.041
0, 3  acc: 24102 / 24292 =  99.218
0, 4  acc: 10727 / 10829 =  99.058
0, 5  acc:  5506 /  5541 =  99.368
0, 6  acc:  6726 /  6785 =  99.130
0, 7  acc: 11905 / 12016 =  99.076
1, 0  acc:  4396 /  4437 =  99.076
1, 1  acc:  4919 /  4962 =  99.133
1, 2  acc:  2251 /  2265 =  99.382
1, 3  acc:  2425 /  2446 =  99.141
1, 4  acc:  3094 /  3125 =  99.008
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:  3076 /  3111 =  98.875
1, 7  acc:  4639 /  4682 =  99.082
--------------------------------------
Average acc: 146982 / 148304 =  99.109
Robust  acc:  3076 /  3111 =  98.875
--------------------------------------
New max robust acc: 98.87495981999356
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed8.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed8.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: 51.508 | Best Acc: 95.901
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11420 / 12092 =  94.443
0, 1  acc: 13522 / 14179 =  95.366
0, 2  acc:  2818 /  3210 =  87.788
0, 3  acc: 11605 / 12101 =  95.901
0, 4  acc:  4837 /  5355 =  90.327
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2928 /  3335 =  87.796
0, 7  acc:  5094 /  5723 =  89.009
1, 0  acc:  1177 /  2203 =  53.427
1, 1  acc:  1212 /  2270 =  53.392
1, 2  acc:   650 /  1216 =  53.454
1, 3  acc:   649 /  1260 =  51.508
1, 4  acc:   869 /  1627 =  53.411
1, 5  acc:   274 /   520 =  52.692
1, 6  acc:   860 /  1537 =  55.953
1, 7  acc:  1164 /  2246 =  51.825
------------------------------------
Average acc: 61866 / 71854 =  86.100
Robust  acc:   649 /  1260 =  51.508
------------------------------------
Accuracies by groups:
0, 0  acc: 11420 / 12092 =  94.443
0, 1  acc: 13522 / 14179 =  95.366
0, 2  acc:  2818 /  3210 =  87.788
0, 3  acc: 11605 / 12101 =  95.901
0, 4  acc:  4837 /  5355 =  90.327
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2928 /  3335 =  87.796
0, 7  acc:  5094 /  5723 =  89.009
1, 0  acc:  1177 /  2203 =  53.427
1, 1  acc:  1212 /  2270 =  53.392
1, 2  acc:   650 /  1216 =  53.454
1, 3  acc:   649 /  1260 =  51.508
1, 4  acc:   869 /  1627 =  53.411
1, 5  acc:   274 /   520 =  52.692
1, 6  acc:   860 /  1537 =  55.953
1, 7  acc:  1164 /  2246 =  51.825
------------------------------------
Average acc: 61866 / 71854 =  86.100
Robust  acc:   649 /  1260 =  51.508
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11420 / 12092 =  94.443
0, 1  acc: 13522 / 14179 =  95.366
0, 2  acc:  2818 /  3210 =  87.788
0, 3  acc: 11605 / 12101 =  95.901
0, 4  acc:  4837 /  5355 =  90.327
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2928 /  3335 =  87.796
0, 7  acc:  5094 /  5723 =  89.009
1, 0  acc:  1177 /  2203 =  53.427
1, 1  acc:  1212 /  2270 =  53.392
1, 2  acc:   650 /  1216 =  53.454
1, 3  acc:   649 /  1260 =  51.508
1, 4  acc:   869 /  1627 =  53.411
1, 5  acc:   274 /   520 =  52.692
1, 6  acc:   860 /  1537 =  55.953
1, 7  acc:  1164 /  2246 =  51.825
------------------------------------
Average acc: 61866 / 71854 =  86.100
Robust  acc:   649 /  1260 =  51.508
------------------------------------

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: 98.567 | Val Loss: 0.000 | Val Acc: 99.306
Training:
Accuracies by groups:
0, 0  acc: 104660 / 105498 =  99.206
0, 1  acc:  9024 /  9108 =  99.078
0, 2  acc: 14242 / 14420 =  98.766
0, 3  acc:  7140 /  7227 =  98.796
0, 4  acc:  2925 /  2991 =  97.793
0, 5  acc:   344 /   362 =  95.028
0, 6  acc:   379 /   385 =  98.442
0, 7  acc:   382 /   400 =  95.500
0, 8  acc: 10605 / 10697 =  99.140
0, 9  acc:   729 /   738 =  98.780
0, 10  acc:   712 /   718 =  99.164
0, 11  acc:   483 /   490 =  98.571
0, 12  acc:   570 /   587 =  97.104
0, 13  acc:    60 /    68 =  88.235
0, 14  acc:    79 /    83 =  95.181
0, 15  acc:    49 /    50 =  98.000
0, 16  acc:  6437 /  6580 =  97.827
0, 17  acc:   230 /   233 =  98.712
0, 18  acc:   605 /   617 =  98.055
0, 19  acc:   194 /   200 =  97.000
0, 20  acc:   139 /   144 =  96.528
0, 21  acc:    13 /    14 =  92.857
0, 22  acc:    52 /    52 = 100.000
0, 23  acc:     7 /    12 =  58.333
0, 24  acc:   842 /   857 =  98.250
0, 25  acc:    43 /    44 =  97.727
0, 26  acc:    84 /    84 = 100.000
0, 27  acc:    35 /    36 =  97.222
0, 28  acc:    55 /    59 =  93.220
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2205 /  2230 =  98.879
0, 33  acc:    94 /    96 =  97.917
0, 34  acc:    81 /    82 =  98.780
0, 35  acc:    35 /    35 = 100.000
0, 36  acc:    33 /    35 =  94.286
0, 37  acc:    11 /    11 = 100.000
0, 38  acc:    17 /    18 =  94.444
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   635 /   640 =  99.219
0, 41  acc:    34 /    34 = 100.000
0, 42  acc:    19 /    21 =  90.476
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    26 /    26 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     5 /     6 =  83.333
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   442 /   450 =  98.222
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    26 /    26 = 100.000
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:     4 /     5 =  80.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   388 /   398 =  97.487
0, 57  acc:    17 /    17 = 100.000
0, 58  acc:    22 /    22 = 100.000
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    24 /    25 =  96.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2817 /  2907 =  96.904
0, 65  acc:   434 /   443 =  97.968
0, 66  acc:   279 /   288 =  96.875
0, 67  acc:   123 /   125 =  98.400
0, 68  acc:    58 /    60 =  96.667
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    79 /    81 =  97.531
0, 73  acc:     1 /     1 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    11 /    12 =  91.667
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    99 /   101 =  98.020
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    15 /    16 =  93.750
0, 84  acc:     5 /     7 =  71.429
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    13 /    14 =  92.857
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    76 /    78 =  97.436
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     5 /     5 = 100.000
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    16 /    17 =  94.118
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
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:  6876 /  7016 =  98.005
0, 118  acc:  1691 /  1719 =  98.371
0, 119  acc:   448 /   460 =  97.391
0, 120  acc:   385 /   399 =  96.491
0, 121  acc:    63 /    67 =  94.030
0, 122  acc:    34 /    35 =  97.143
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    22 /    23 =  95.652
0, 125  acc:   413 /   419 =  98.568
0, 126  acc:   112 /   116 =  96.552
0, 127  acc:    20 /    21 =  95.238
0, 128  acc:    38 /    40 =  95.000
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     9 /    10 =  90.000
0, 131  acc:     7 /     7 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   212 /   219 =  96.804
0, 134  acc:    60 /    62 =  96.774
0, 135  acc:    16 /    16 = 100.000
0, 136  acc:    36 /    36 = 100.000
0, 137  acc:     6 /     7 =  85.714
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    71 /    72 =  98.611
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   132 /   134 =  98.507
0, 149  acc:    20 /    22 =  90.909
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /    10 =  70.000
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    46 /    48 =  95.833
0, 155  acc:     9 /     9 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    31 /    33 =  93.939
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    19 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    14 /    14 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1847 /  1911 =  96.651
0, 170  acc:   448 /   461 =  97.180
0, 171  acc:   125 /   128 =  97.656
0, 172  acc:   219 /   222 =  98.649
0, 173  acc:    19 /    19 = 100.000
0, 174  acc:     6 /     8 =  75.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    23 /    23 = 100.000
0, 177  acc:    87 /    87 = 100.000
0, 178  acc:    13 /    13 = 100.000
0, 179  acc:    14 /    15 =  93.333
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    68 /    68 = 100.000
0, 185  acc:     2 /     3 =  66.667
0, 186  acc:     2 /     2 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    32 =  93.750
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     8 /     8 = 100.000
0, 196  acc:    56 /    58 =  96.552
0, 197  acc:    22 /    22 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    20 /    26 =  76.923
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 34969 / 35570 =  98.310
1, 1  acc:  3627 /  3695 =  98.160
1, 2  acc:  6393 /  6527 =  97.947
1, 3  acc:  2594 /  2663 =  97.409
1, 4  acc:  3108 /  3173 =  97.951
1, 5  acc:   517 /   526 =  98.289
1, 6  acc:   308 /   313 =  98.403
1, 7  acc:   378 /   386 =  97.927
1, 8  acc:  3221 /  3285 =  98.052
1, 9  acc:   217 /   224 =  96.875
1, 10  acc:   306 /   314 =  97.452
1, 11  acc:   138 /   141 =  97.872
1, 12  acc:   435 /   442 =  98.416
1, 13  acc:    56 /    56 = 100.000
1, 14  acc:   100 /   100 = 100.000
1, 15  acc:    83 /    84 =  98.810
1, 16  acc:  4953 /  5074 =  97.615
1, 17  acc:   175 /   181 =  96.685
1, 18  acc:   337 /   347 =  97.118
1, 19  acc:   125 /   129 =  96.899
1, 20  acc:   180 /   182 =  98.901
1, 21  acc:    28 /    28 = 100.000
1, 22  acc:    80 /    83 =  96.386
1, 23  acc:    28 /    32 =  87.500
1, 24  acc:   577 /   598 =  96.488
1, 25  acc:    15 /    15 = 100.000
1, 26  acc:    67 /    69 =  97.101
1, 27  acc:     6 /     6 = 100.000
1, 28  acc:    94 /    96 =  97.917
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    13 /    14 =  92.857
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:   982 /  1004 =  97.809
1, 33  acc:    57 /    58 =  98.276
1, 34  acc:    30 /    32 =  93.750
1, 35  acc:    26 /    26 = 100.000
1, 36  acc:    27 /    28 =  96.429
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    19 /    19 = 100.000
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   236 /   242 =  97.521
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:     3 /     3 = 100.000
1, 43  acc:    16 /    16 = 100.000
1, 44  acc:    19 /    19 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   336 /   342 =  98.246
1, 49  acc:    10 /    11 =  90.909
1, 50  acc:    30 /    31 =  96.774
1, 51  acc:    10 /    10 = 100.000
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    21 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   254 /   262 =  96.947
1, 57  acc:     9 /     9 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:     4 /     5 =  80.000
1, 60  acc:    16 /    16 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3189 /  3266 =  97.642
1, 65  acc:   451 /   460 =  98.043
1, 66  acc:   304 /   309 =  98.382
1, 67  acc:   113 /   115 =  98.261
1, 68  acc:   130 /   131 =  99.237
1, 69  acc:    23 /    23 = 100.000
1, 70  acc:    57 /    57 = 100.000
1, 71  acc:    21 /    22 =  95.455
1, 72  acc:    67 /    68 =  98.529
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   120 /   123 =  97.561
1, 81  acc:     9 /    11 =  81.818
1, 82  acc:    40 /    41 =  97.561
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    16 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    96 /   101 =  95.050
1, 95  acc:     9 /     9 = 100.000
1, 96  acc:     5 /     6 =  83.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     6 /     6 = 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:    21 /    21 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     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:  5124 /  5246 =  97.674
1, 118  acc:  1184 /  1216 =  97.368
1, 119  acc:   320 /   329 =  97.264
1, 120  acc:   339 /   352 =  96.307
1, 121  acc:    86 /    88 =  97.727
1, 122  acc:    49 /    49 = 100.000
1, 123  acc:    20 /    20 = 100.000
1, 124  acc:    25 /    25 = 100.000
1, 125  acc:   292 /   306 =  95.425
1, 126  acc:    68 /    70 =  97.143
1, 127  acc:    22 /    23 =  95.652
1, 128  acc:    28 /    29 =  96.552
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /    10 =  90.000
1, 133  acc:   294 /   302 =  97.351
1, 134  acc:    52 /    53 =  98.113
1, 135  acc:    20 /    20 = 100.000
1, 136  acc:    31 /    31 = 100.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    68 /    71 =  95.775
1, 142  acc:     8 /     9 =  88.889
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:   111 /   117 =  94.872
1, 149  acc:     9 /     9 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    17 /    21 =  80.952
1, 152  acc:     3 /     4 =  75.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    30 /    30 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    29 = 100.000
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    11 /    11 = 100.000
1, 165  acc:     8 /     8 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2135 /  2187 =  97.622
1, 170  acc:   447 /   453 =  98.675
1, 171  acc:   176 /   179 =  98.324
1, 172  acc:   132 /   135 =  97.778
1, 173  acc:    31 /    31 = 100.000
1, 174  acc:     5 /     5 = 100.000
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    28 /    29 =  96.552
1, 177  acc:    39 /    40 =  97.500
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     3 /     4 =  75.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    13 /    13 = 100.000
1, 184  acc:    85 /    86 =  98.837
1, 185  acc:    27 /    27 = 100.000
1, 186  acc:     8 /    10 =  80.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     5 /     5 = 100.000
1, 189  acc:     0 /     0 =     nan
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     5 /     6 =  83.333
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    69 /    75 =  92.000
1, 197  acc:     5 /     6 =  83.333
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /     9 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    17 =  76.471
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265184 / 269038 =  98.567
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25198 / 25373 =  99.310
0, 1  acc: 31064 / 31282 =  99.303
0, 2  acc:  6106 /  6155 =  99.204
0, 3  acc: 24139 / 24292 =  99.370
0, 4  acc: 10743 / 10829 =  99.206
0, 5  acc:  5503 /  5541 =  99.314
0, 6  acc:  6736 /  6785 =  99.278
0, 7  acc: 11946 / 12016 =  99.417
1, 0  acc:  4404 /  4437 =  99.256
1, 1  acc:  4932 /  4962 =  99.395
1, 2  acc:  2248 /  2265 =  99.249
1, 3  acc:  2424 /  2446 =  99.101
1, 4  acc:  3106 /  3125 =  99.392
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3083 /  3111 =  99.100
1, 7  acc:  4644 /  4682 =  99.188
--------------------------------------
Average acc: 147274 / 148304 =  99.305
Robust  acc:  3083 /  3111 =  99.100
--------------------------------------
New max robust acc: 99.09996785599485
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed8.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed8.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: 57.283 | Best Acc: 93.554
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11056 / 12092 =  91.432
0, 1  acc: 13150 / 14179 =  92.743
0, 2  acc:  2582 /  3210 =  80.436
0, 3  acc: 11321 / 12101 =  93.554
0, 4  acc:  4685 /  5355 =  87.488
0, 5  acc:  2692 /  2980 =  90.336
0, 6  acc:  2703 /  3335 =  81.049
0, 7  acc:  4732 /  5723 =  82.684
1, 0  acc:  1407 /  2203 =  63.867
1, 1  acc:  1437 /  2270 =  63.304
1, 2  acc:   787 /  1216 =  64.720
1, 3  acc:   750 /  1260 =  59.524
1, 4  acc:   932 /  1627 =  57.283
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1003 /  1537 =  65.257
1, 7  acc:  1442 /  2246 =  64.203
------------------------------------
Average acc: 61003 / 71854 =  84.899
Robust  acc:   932 /  1627 =  57.283
------------------------------------
Accuracies by groups:
0, 0  acc: 11056 / 12092 =  91.432
0, 1  acc: 13150 / 14179 =  92.743
0, 2  acc:  2582 /  3210 =  80.436
0, 3  acc: 11321 / 12101 =  93.554
0, 4  acc:  4685 /  5355 =  87.488
0, 5  acc:  2692 /  2980 =  90.336
0, 6  acc:  2703 /  3335 =  81.049
0, 7  acc:  4732 /  5723 =  82.684
1, 0  acc:  1407 /  2203 =  63.867
1, 1  acc:  1437 /  2270 =  63.304
1, 2  acc:   787 /  1216 =  64.720
1, 3  acc:   750 /  1260 =  59.524
1, 4  acc:   932 /  1627 =  57.283
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1003 /  1537 =  65.257
1, 7  acc:  1442 /  2246 =  64.203
------------------------------------
Average acc: 61003 / 71854 =  84.899
Robust  acc:   932 /  1627 =  57.283
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11056 / 12092 =  91.432
0, 1  acc: 13150 / 14179 =  92.743
0, 2  acc:  2582 /  3210 =  80.436
0, 3  acc: 11321 / 12101 =  93.554
0, 4  acc:  4685 /  5355 =  87.488
0, 5  acc:  2692 /  2980 =  90.336
0, 6  acc:  2703 /  3335 =  81.049
0, 7  acc:  4732 /  5723 =  82.684
1, 0  acc:  1407 /  2203 =  63.867
1, 1  acc:  1437 /  2270 =  63.304
1, 2  acc:   787 /  1216 =  64.720
1, 3  acc:   750 /  1260 =  59.524
1, 4  acc:   932 /  1627 =  57.283
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1003 /  1537 =  65.257
1, 7  acc:  1442 /  2246 =  64.203
------------------------------------
Average acc: 61003 / 71854 =  84.899
Robust  acc:   932 /  1627 =  57.283
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed8.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed8.pt
