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_seed11.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: 11
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=11-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed11.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7004, 0.1862],
        [0.0671, 0.0464]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 87.027 | Val Loss: 0.000 | Val Acc: 91.013
Training:
Accuracies by groups:
0, 0  acc: 106516 / 111631 =  95.418
0, 1  acc:  8891 /  9480 =  93.787
0, 2  acc: 14355 / 15388 =  93.287
0, 3  acc:  7158 /  7642 =  93.667
0, 4  acc:  2503 /  3137 =  79.790
0, 5  acc:   279 /   395 =  70.633
0, 6  acc:   332 /   394 =  84.264
0, 7  acc:   315 /   385 =  81.818
0, 8  acc: 11373 / 11923 =  95.387
0, 9  acc:   723 /   778 =  92.931
0, 10  acc:   794 /   836 =  94.976
0, 11  acc:   553 /   597 =  92.630
0, 12  acc:   455 /   574 =  79.268
0, 13  acc:    46 /    60 =  76.667
0, 14  acc:    74 /    81 =  91.358
0, 15  acc:    50 /    58 =  86.207
0, 16  acc:  6140 /  7043 =  87.179
0, 17  acc:   214 /   243 =  88.066
0, 18  acc:   617 /   683 =  90.337
0, 19  acc:   182 /   203 =  89.655
0, 20  acc:    86 /   133 =  64.662
0, 21  acc:    15 /    22 =  68.182
0, 22  acc:    59 /    78 =  75.641
0, 23  acc:    13 /    17 =  76.471
0, 24  acc:   875 /  1007 =  86.892
0, 25  acc:    54 /    57 =  94.737
0, 26  acc:    97 /   103 =  94.175
0, 27  acc:    29 /    31 =  93.548
0, 28  acc:    41 /    50 =  82.000
0, 29  acc:     5 /     8 =  62.500
0, 30  acc:     4 /     7 =  57.143
0, 31  acc:     9 /     9 = 100.000
0, 32  acc:  2311 /  2437 =  94.830
0, 33  acc:   110 /   119 =  92.437
0, 34  acc:   115 /   126 =  91.270
0, 35  acc:    33 /    36 =  91.667
0, 36  acc:    47 /    53 =  88.679
0, 37  acc:     3 /     5 =  60.000
0, 38  acc:    12 /    16 =  75.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   736 /   778 =  94.602
0, 41  acc:    28 /    28 = 100.000
0, 42  acc:    32 /    32 = 100.000
0, 43  acc:    38 /    38 = 100.000
0, 44  acc:    24 /    26 =  92.308
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /    10 =  80.000
0, 47  acc:     2 /     4 =  50.000
0, 48  acc:   412 /   485 =  84.948
0, 49  acc:     9 /     9 = 100.000
0, 50  acc:    25 /    29 =  86.207
0, 51  acc:    28 /    29 =  96.552
0, 52  acc:     8 /    11 =  72.727
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   431 /   464 =  92.888
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    14 /    19 =  73.684
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    26 /    27 =  96.296
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     6 /     9 =  66.667
0, 63  acc:     4 /     4 = 100.000
0, 64  acc:  2525 /  3127 =  80.748
0, 65  acc:   377 /   460 =  81.957
0, 66  acc:   259 /   320 =  80.938
0, 67  acc:   108 /   123 =  87.805
0, 68  acc:    56 /    70 =  80.000
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    18 /    22 =  81.818
0, 71  acc:    15 /    15 = 100.000
0, 72  acc:    74 /    83 =  89.157
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:    20 /    20 = 100.000
0, 76  acc:     3 /     5 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /   115 =  79.130
0, 81  acc:     8 /     9 =  88.889
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:    16 /    17 =  94.118
0, 84  acc:     7 /    13 =  53.846
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /    11 =  72.727
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    58 /    79 =  73.418
0, 95  acc:     8 /     9 =  88.889
0, 96  acc:     8 /     9 =  88.889
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    18 =  83.333
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    21 =  80.952
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     8 =  25.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     5 /     9 =  55.556
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6661 /  7607 =  87.564
0, 118  acc:  1508 /  1748 =  86.270
0, 119  acc:   373 /   424 =  87.972
0, 120  acc:   408 /   461 =  88.503
0, 121  acc:    52 /    69 =  75.362
0, 122  acc:    27 /    40 =  67.500
0, 123  acc:     9 /    12 =  75.000
0, 124  acc:    22 /    32 =  68.750
0, 125  acc:   431 /   494 =  87.247
0, 126  acc:   108 /   131 =  82.443
0, 127  acc:    29 /    30 =  96.667
0, 128  acc:    34 /    42 =  80.952
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     8 /    10 =  80.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   181 /   239 =  75.732
0, 134  acc:    36 /    57 =  63.158
0, 135  acc:    18 /    22 =  81.818
0, 136  acc:    19 /    23 =  82.609
0, 137  acc:     9 /    14 =  64.286
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    63 /    75 =  84.000
0, 142  acc:     5 /    13 =  38.462
0, 143  acc:     6 /    10 =  60.000
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     2 /     3 =  66.667
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   119 /   134 =  88.806
0, 149  acc:    19 /    21 =  90.476
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    17 /    18 =  94.444
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    34 /    37 =  91.892
0, 155  acc:     4 /    10 =  40.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    33 /    36 =  91.667
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    11 =  90.909
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     3 /     4 =  75.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1540 /  1973 =  78.054
0, 170  acc:   332 /   445 =  74.607
0, 171  acc:   117 /   147 =  79.592
0, 172  acc:   175 /   210 =  83.333
0, 173  acc:    22 /    29 =  75.862
0, 174  acc:     7 /    10 =  70.000
0, 175  acc:     3 /     6 =  50.000
0, 176  acc:    12 /    17 =  70.588
0, 177  acc:    71 /    77 =  92.208
0, 178  acc:    13 /    15 =  86.667
0, 179  acc:     5 /     7 =  71.429
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    39 /    45 =  86.667
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:    12 /    13 =  92.308
0, 188  acc:     2 /     5 =  40.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    32 =  71.875
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     3 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    41 /    61 =  67.213
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     1 /     7 =  14.286
0, 199  acc:     2 /     3 =  66.667
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     4 =  75.000
0, 204  acc:     9 /    16 =  56.250
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     8 =  50.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 23237 / 30762 =  75.538
1, 1  acc:  2286 /  3175 =  72.000
1, 2  acc:  3924 /  5669 =  69.219
1, 3  acc:  1572 /  2363 =  66.526
1, 4  acc:  1940 /  2666 =  72.768
1, 5  acc:   359 /   466 =  77.039
1, 6  acc:   189 /   256 =  73.828
1, 7  acc:   239 /   349 =  68.481
1, 8  acc:  1782 /  2810 =  63.416
1, 9  acc:   126 /   192 =  65.625
1, 10  acc:   169 /   263 =  64.259
1, 11  acc:    62 /   125 =  49.600
1, 12  acc:   292 /   419 =  69.690
1, 13  acc:    47 /    70 =  67.143
1, 14  acc:    40 /    66 =  60.606
1, 15  acc:    30 /    59 =  50.847
1, 16  acc:  2690 /  4163 =  64.617
1, 17  acc:   105 /   148 =  70.946
1, 18  acc:   203 /   327 =  62.080
1, 19  acc:    73 /   121 =  60.331
1, 20  acc:   112 /   149 =  75.168
1, 21  acc:    11 /    14 =  78.571
1, 22  acc:    51 /    73 =  69.863
1, 23  acc:    17 /    21 =  80.952
1, 24  acc:   323 /   567 =  56.966
1, 25  acc:     6 /    12 =  50.000
1, 26  acc:    26 /    47 =  55.319
1, 27  acc:     3 /     8 =  37.500
1, 28  acc:    59 /    73 =  80.822
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:     6 /    10 =  60.000
1, 31  acc:     3 /     3 = 100.000
1, 32  acc:   543 /   906 =  59.934
1, 33  acc:    34 /    54 =  62.963
1, 34  acc:    20 /    25 =  80.000
1, 35  acc:    10 /    14 =  71.429
1, 36  acc:    24 /    33 =  72.727
1, 37  acc:     2 /     3 =  66.667
1, 38  acc:     8 /    14 =  57.143
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   136 /   202 =  67.327
1, 41  acc:     8 /    10 =  80.000
1, 42  acc:     3 /    10 =  30.000
1, 43  acc:     9 /    16 =  56.250
1, 44  acc:     4 /     9 =  44.444
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     1 /     4 =  25.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   143 /   256 =  55.859
1, 49  acc:     2 /     4 =  50.000
1, 50  acc:    11 /    26 =  42.308
1, 51  acc:     8 /     9 =  88.889
1, 52  acc:     3 /     5 =  60.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    25 =  64.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   124 /   225 =  55.111
1, 57  acc:     8 /    11 =  72.727
1, 58  acc:     5 /     5 = 100.000
1, 59  acc:     3 /     6 =  50.000
1, 60  acc:    12 /    19 =  63.158
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     9 =  77.778
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2013 /  2863 =  70.311
1, 65  acc:   253 /   380 =  66.579
1, 66  acc:   160 /   255 =  62.745
1, 67  acc:    52 /    89 =  58.427
1, 68  acc:    94 /   122 =  77.049
1, 69  acc:    18 /    19 =  94.737
1, 70  acc:    38 /    50 =  76.000
1, 71  acc:    15 /    20 =  75.000
1, 72  acc:    41 /    60 =  68.333
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     3 =   0.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:     8 /    15 =  53.333
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    53 /    88 =  60.227
1, 81  acc:     6 /     8 =  75.000
1, 82  acc:    19 /    27 =  70.370
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    18 =  88.889
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /    11 =  45.455
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     3 =  33.333
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    49 /    77 =  63.636
1, 95  acc:     2 /     4 =  50.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    12 =  83.333
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     9 =  88.889
1, 101  acc:     0 /     0 =     nan
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:    12 /    17 =  70.588
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /    10 =  70.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     1 = 100.000
1, 111  acc:     0 /     2 =   0.000
1, 112  acc:     6 /     6 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  2701 /  4436 =  60.888
1, 118  acc:   646 /  1018 =  63.458
1, 119  acc:   167 /   253 =  66.008
1, 120  acc:   159 /   262 =  60.687
1, 121  acc:    59 /    86 =  68.605
1, 122  acc:    22 /    31 =  70.968
1, 123  acc:     5 /    17 =  29.412
1, 124  acc:    16 /    24 =  66.667
1, 125  acc:   174 /   287 =  60.627
1, 126  acc:    34 /    64 =  53.125
1, 127  acc:     9 /    16 =  56.250
1, 128  acc:     7 /    17 =  41.176
1, 129  acc:    11 /    13 =  84.615
1, 130  acc:     0 /     4 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     4 =  25.000
1, 133  acc:   154 /   244 =  63.115
1, 134  acc:    15 /    30 =  50.000
1, 135  acc:    17 /    24 =  70.833
1, 136  acc:    10 /    18 =  55.556
1, 137  acc:     2 /     3 =  66.667
1, 138  acc:     2 /     4 =  50.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    26 /    56 =  46.429
1, 142  acc:     8 /    10 =  80.000
1, 143  acc:     1 /     2 =  50.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     3 =   0.000
1, 148  acc:    63 /   113 =  55.752
1, 149  acc:     7 /    11 =  63.636
1, 150  acc:     5 /     6 =  83.333
1, 151  acc:     0 /     8 =   0.000
1, 152  acc:     1 /     3 =  33.333
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     9 /    22 =  40.909
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     1 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    11 /    14 =  78.571
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    12 /    18 =  66.667
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:  1179 /  1794 =  65.719
1, 170  acc:   240 /   330 =  72.727
1, 171  acc:    95 /   147 =  64.626
1, 172  acc:    85 /   124 =  68.548
1, 173  acc:    31 /    44 =  70.455
1, 174  acc:     4 /     5 =  80.000
1, 175  acc:     3 /     5 =  60.000
1, 176  acc:     7 /    21 =  33.333
1, 177  acc:    21 /    41 =  51.220
1, 178  acc:     2 /     8 =  25.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     6 =   0.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:     8 /    11 =  72.727
1, 184  acc:    32 /    44 =  72.727
1, 185  acc:     6 /    12 =  50.000
1, 186  acc:    10 /    15 =  66.667
1, 187  acc:     2 /     2 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     2 /     3 =  66.667
1, 191  acc:     5 /     6 =  83.333
1, 192  acc:     5 /     6 =  83.333
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    33 /    56 =  58.929
1, 197  acc:     1 /     5 =  20.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     4 /    12 =  33.333
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:     5 /    10 =  50.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     6 =  83.333
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:     3 /     5 =  60.000
1, 219  acc:     2 /     2 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 234136 / 269038 =  87.027
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23068 / 25373 =  90.916
0, 1  acc: 28437 / 31282 =  90.905
0, 2  acc:  5607 /  6155 =  91.097
0, 3  acc: 22125 / 24292 =  91.079
0, 4  acc:  9839 / 10829 =  90.858
0, 5  acc:  5025 /  5541 =  90.688
0, 6  acc:  6177 /  6785 =  91.039
0, 7  acc: 10970 / 12016 =  91.295
1, 0  acc:  4024 /  4437 =  90.692
1, 1  acc:  4501 /  4962 =  90.709
1, 2  acc:  2045 /  2265 =  90.287
1, 3  acc:  2223 /  2446 =  90.883
1, 4  acc:  2853 /  3125 =  91.296
1, 5  acc:   889 /  1003 =  88.634
1, 6  acc:  2833 /  3111 =  91.064
1, 7  acc:  4263 /  4682 =  91.051
--------------------------------------
Average acc: 134879 / 148304 =  90.948
Robust  acc:   889 /  1003 =  88.634
--------------------------------------
New max robust acc: 88.63409770687937
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed11.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed11.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 67.352 | Best Acc: 90.943
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10697 / 12092 =  88.463
0, 1  acc: 12661 / 14179 =  89.294
0, 2  acc:  2162 /  3210 =  67.352
0, 3  acc: 11005 / 12101 =  90.943
0, 4  acc:  4191 /  5355 =  78.263
0, 5  acc:  2521 /  2980 =  84.597
0, 6  acc:  2373 /  3335 =  71.154
0, 7  acc:  4622 /  5723 =  80.762
1, 0  acc:  1602 /  2203 =  72.719
1, 1  acc:  1652 /  2270 =  72.775
1, 2  acc:   950 /  1216 =  78.125
1, 3  acc:   921 /  1260 =  73.095
1, 4  acc:  1215 /  1627 =  74.677
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1209 /  1537 =  78.660
1, 7  acc:  1540 /  2246 =  68.566
------------------------------------
Average acc: 59713 / 71854 =  83.103
Robust  acc:  2162 /  3210 =  67.352
------------------------------------
Accuracies by groups:
0, 0  acc: 10697 / 12092 =  88.463
0, 1  acc: 12661 / 14179 =  89.294
0, 2  acc:  2162 /  3210 =  67.352
0, 3  acc: 11005 / 12101 =  90.943
0, 4  acc:  4191 /  5355 =  78.263
0, 5  acc:  2521 /  2980 =  84.597
0, 6  acc:  2373 /  3335 =  71.154
0, 7  acc:  4622 /  5723 =  80.762
1, 0  acc:  1602 /  2203 =  72.719
1, 1  acc:  1652 /  2270 =  72.775
1, 2  acc:   950 /  1216 =  78.125
1, 3  acc:   921 /  1260 =  73.095
1, 4  acc:  1215 /  1627 =  74.677
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1209 /  1537 =  78.660
1, 7  acc:  1540 /  2246 =  68.566
------------------------------------
Average acc: 59713 / 71854 =  83.103
Robust  acc:  2162 /  3210 =  67.352
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10697 / 12092 =  88.463
0, 1  acc: 12661 / 14179 =  89.294
0, 2  acc:  2162 /  3210 =  67.352
0, 3  acc: 11005 / 12101 =  90.943
0, 4  acc:  4191 /  5355 =  78.263
0, 5  acc:  2521 /  2980 =  84.597
0, 6  acc:  2373 /  3335 =  71.154
0, 7  acc:  4622 /  5723 =  80.762
1, 0  acc:  1602 /  2203 =  72.719
1, 1  acc:  1652 /  2270 =  72.775
1, 2  acc:   950 /  1216 =  78.125
1, 3  acc:   921 /  1260 =  73.095
1, 4  acc:  1215 /  1627 =  74.677
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1209 /  1537 =  78.660
1, 7  acc:  1540 /  2246 =  68.566
------------------------------------
Average acc: 59713 / 71854 =  83.103
Robust  acc:  2162 /  3210 =  67.352
------------------------------------

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: 93.231 | Val Loss: 0.000 | Val Acc: 96.163
Training:
Accuracies by groups:
0, 0  acc: 108835 / 112021 =  97.156
0, 1  acc:  9098 /  9464 =  96.133
0, 2  acc: 14571 / 15221 =  95.730
0, 3  acc:  7445 /  7775 =  95.756
0, 4  acc:  2790 /  3191 =  87.433
0, 5  acc:   326 /   380 =  85.789
0, 6  acc:   353 /   400 =  88.250
0, 7  acc:   391 /   446 =  87.668
0, 8  acc: 11318 / 11717 =  96.595
0, 9  acc:   784 /   822 =  95.377
0, 10  acc:   775 /   810 =  95.679
0, 11  acc:   570 /   595 =  95.798
0, 12  acc:   545 /   618 =  88.188
0, 13  acc:    51 /    59 =  86.441
0, 14  acc:    76 /    87 =  87.356
0, 15  acc:    37 /    45 =  82.222
0, 16  acc:  6541 /  7105 =  92.062
0, 17  acc:   207 /   228 =  90.789
0, 18  acc:   671 /   718 =  93.454
0, 19  acc:   180 /   194 =  92.784
0, 20  acc:    97 /   120 =  80.833
0, 21  acc:     7 /     8 =  87.500
0, 22  acc:    57 /    64 =  89.062
0, 23  acc:    10 /    16 =  62.500
0, 24  acc:   823 /   910 =  90.440
0, 25  acc:    41 /    44 =  93.182
0, 26  acc:    80 /    84 =  95.238
0, 27  acc:    32 /    34 =  94.118
0, 28  acc:    38 /    49 =  77.551
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     5 /    10 =  50.000
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2274 /  2376 =  95.707
0, 33  acc:   100 /   106 =  94.340
0, 34  acc:   115 /   119 =  96.639
0, 35  acc:    23 /    24 =  95.833
0, 36  acc:    51 /    57 =  89.474
0, 37  acc:     7 /     9 =  77.778
0, 38  acc:    21 /    22 =  95.455
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   720 /   741 =  97.166
0, 41  acc:    34 /    34 = 100.000
0, 42  acc:    19 /    22 =  86.364
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    31 /    31 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   400 /   445 =  89.888
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    28 /    29 =  96.552
0, 51  acc:    23 /    26 =  88.462
0, 52  acc:    10 /    11 =  90.909
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   418 /   456 =  91.667
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    12 /    16 =  75.000
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    14 /    15 =  93.333
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     3 /     6 =  50.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2729 /  3104 =  87.919
0, 65  acc:   362 /   409 =  88.509
0, 66  acc:   307 /   338 =  90.828
0, 67  acc:   121 /   135 =  89.630
0, 68  acc:    65 /    76 =  85.526
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    17 /    26 =  65.385
0, 71  acc:     5 /     5 = 100.000
0, 72  acc:    77 /    80 =  96.250
0, 73  acc:     8 /     9 =  88.889
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    11 /    12 =  91.667
0, 76  acc:     7 /    10 =  70.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    94 /   113 =  83.186
0, 81  acc:     9 /     9 = 100.000
0, 82  acc:    11 /    13 =  84.615
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     7 /     9 =  77.778
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /    10 =  90.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    12 /    13 =  92.308
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    61 /    67 =  91.045
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     8 /    12 =  66.667
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     0 /     3 =   0.000
0, 101  acc:     7 /     9 =  77.778
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     4 =  75.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    15 /    21 =  71.429
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     4 /     8 =  50.000
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6932 /  7524 =  92.132
0, 118  acc:  1610 /  1773 =  90.807
0, 119  acc:   413 /   452 =  91.372
0, 120  acc:   372 /   403 =  92.308
0, 121  acc:    50 /    66 =  75.758
0, 122  acc:    37 /    40 =  92.500
0, 123  acc:    11 /    12 =  91.667
0, 124  acc:    26 /    28 =  92.857
0, 125  acc:   438 /   464 =  94.397
0, 126  acc:   110 /   121 =  90.909
0, 127  acc:    37 /    38 =  97.368
0, 128  acc:    37 /    41 =  90.244
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   195 /   235 =  82.979
0, 134  acc:    44 /    58 =  75.862
0, 135  acc:    17 /    22 =  77.273
0, 136  acc:    17 /    20 =  85.000
0, 137  acc:    12 /    16 =  75.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    58 /    69 =  84.058
0, 142  acc:    16 /    19 =  84.211
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:     8 /     9 =  88.889
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   123 /   137 =  89.781
0, 149  acc:    19 /    23 =  82.609
0, 150  acc:     2 /     5 =  40.000
0, 151  acc:    12 /    12 = 100.000
0, 152  acc:    10 /    11 =  90.909
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    43 /    49 =  87.755
0, 155  acc:     9 /    12 =  75.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    18 /    19 =  94.737
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    18 =  88.889
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    10 /    11 =  90.909
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1682 /  1958 =  85.904
0, 170  acc:   344 /   408 =  84.314
0, 171  acc:   118 /   135 =  87.407
0, 172  acc:   167 /   191 =  87.435
0, 173  acc:    24 /    25 =  96.000
0, 174  acc:     6 /    10 =  60.000
0, 175  acc:     6 /     7 =  85.714
0, 176  acc:    11 /    15 =  73.333
0, 177  acc:    74 /    84 =  88.095
0, 178  acc:    25 /    26 =  96.154
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    65 /    68 =  95.588
0, 185  acc:    13 /    13 = 100.000
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:     5 /     8 =  62.500
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    33 /    38 =  86.842
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     6 /     6 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    39 /    45 =  86.667
0, 197  acc:     9 /    10 =  90.000
0, 198  acc:     6 /     9 =  66.667
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     1 /     3 =  33.333
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    18 /    20 =  90.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     5 =  60.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     6 /     6 = 100.000
1, 0  acc: 27665 / 30884 =  89.577
1, 1  acc:  2887 /  3262 =  88.504
1, 2  acc:  4892 /  5650 =  86.584
1, 3  acc:  2032 /  2352 =  86.395
1, 4  acc:  2171 /  2559 =  84.838
1, 5  acc:   427 /   502 =  85.060
1, 6  acc:   242 /   282 =  85.816
1, 7  acc:   275 /   316 =  87.025
1, 8  acc:  2316 /  2764 =  83.792
1, 9  acc:   156 /   189 =  82.540
1, 10  acc:   248 /   295 =  84.068
1, 11  acc:   109 /   132 =  82.576
1, 12  acc:   359 /   408 =  87.990
1, 13  acc:    40 /    50 =  80.000
1, 14  acc:    67 /    78 =  85.897
1, 15  acc:    73 /    89 =  82.022
1, 16  acc:  3601 /  4277 =  84.195
1, 17  acc:   160 /   176 =  90.909
1, 18  acc:   289 /   345 =  83.768
1, 19  acc:    99 /   126 =  78.571
1, 20  acc:   150 /   164 =  91.463
1, 21  acc:    22 /    24 =  91.667
1, 22  acc:    61 /    74 =  82.432
1, 23  acc:    18 /    18 = 100.000
1, 24  acc:   410 /   504 =  81.349
1, 25  acc:     6 /     6 = 100.000
1, 26  acc:    51 /    55 =  92.727
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:    63 /    71 =  88.732
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    15 /    15 = 100.000
1, 31  acc:     1 /     4 =  25.000
1, 32  acc:   708 /   840 =  84.286
1, 33  acc:    39 /    44 =  88.636
1, 34  acc:    25 /    36 =  69.444
1, 35  acc:    13 /    14 =  92.857
1, 36  acc:    25 /    28 =  89.286
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    17 /    19 =  89.474
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   181 /   218 =  83.028
1, 41  acc:    10 /    11 =  90.909
1, 42  acc:     2 /     4 =  50.000
1, 43  acc:    10 /    14 =  71.429
1, 44  acc:     9 /    12 =  75.000
1, 45  acc:     3 /     5 =  60.000
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   243 /   299 =  81.271
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    23 /    25 =  92.000
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    18 =  77.778
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   173 /   208 =  83.173
1, 57  acc:     5 /     6 =  83.333
1, 58  acc:    13 /    14 =  92.857
1, 59  acc:     2 /     5 =  40.000
1, 60  acc:    10 /    13 =  76.923
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /    10 =  90.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2466 /  2817 =  87.540
1, 65  acc:   351 /   416 =  84.375
1, 66  acc:   195 /   228 =  85.526
1, 67  acc:    91 /   115 =  79.130
1, 68  acc:   116 /   133 =  87.218
1, 69  acc:    30 /    30 = 100.000
1, 70  acc:    33 /    37 =  89.189
1, 71  acc:     8 /     9 =  88.889
1, 72  acc:    41 /    49 =  83.673
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     2 /     5 =  40.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    13 /    14 =  92.857
1, 77  acc:     0 /     2 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    80 /    95 =  84.211
1, 81  acc:    11 /    15 =  73.333
1, 82  acc:    16 /    23 =  69.565
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     5 /     6 =  83.333
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /     9 =  88.889
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    11 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    73 /    84 =  86.905
1, 95  acc:     7 /     9 =  77.778
1, 96  acc:     7 /     8 =  87.500
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    10 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    20 =  85.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     2 /     3 =  66.667
1, 112  acc:     3 /     4 =  75.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3500 /  4307 =  81.263
1, 118  acc:   891 /  1092 =  81.593
1, 119  acc:   227 /   273 =  83.150
1, 120  acc:   237 /   287 =  82.578
1, 121  acc:    68 /    79 =  86.076
1, 122  acc:    26 /    35 =  74.286
1, 123  acc:    12 /    15 =  80.000
1, 124  acc:    12 /    15 =  80.000
1, 125  acc:   250 /   307 =  81.433
1, 126  acc:    46 /    59 =  77.966
1, 127  acc:     2 /    10 =  20.000
1, 128  acc:    21 /    33 =  63.636
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     3 = 100.000
1, 133  acc:   178 /   226 =  78.761
1, 134  acc:    37 /    45 =  82.222
1, 135  acc:    22 /    25 =  88.000
1, 136  acc:    13 /    19 =  68.421
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    51 /    66 =  77.273
1, 142  acc:     9 /    10 =  90.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     5 =  40.000
1, 148  acc:    59 /    88 =  67.045
1, 149  acc:     4 /     6 =  66.667
1, 150  acc:     9 /    11 =  81.818
1, 151  acc:     1 /     5 =  20.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    10 /    17 =  58.824
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     7 =  85.714
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    13 /    14 =  92.857
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:    15 /    20 =  75.000
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1497 /  1819 =  82.298
1, 170  acc:   320 /   370 =  86.486
1, 171  acc:   109 /   135 =  80.741
1, 172  acc:    81 /   100 =  81.000
1, 173  acc:    35 /    40 =  87.500
1, 174  acc:     3 /     5 =  60.000
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:    17 /    29 =  58.621
1, 177  acc:    41 /    47 =  87.234
1, 178  acc:     5 /     7 =  71.429
1, 179  acc:     4 /     5 =  80.000
1, 180  acc:     2 /     5 =  40.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     4 /     5 =  80.000
1, 184  acc:    54 /    64 =  84.375
1, 185  acc:    19 /    23 =  82.609
1, 186  acc:    11 /    14 =  78.571
1, 187  acc:     5 /     6 =  83.333
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    32 /    55 =  58.182
1, 197  acc:     3 /     5 =  60.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     1 /     4 =  25.000
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:     6 /     9 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    10 /    11 =  90.909
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:     4 /     4 = 100.000
1, 219  acc:     2 /     3 =  66.667
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 250828 / 269038 =  93.231
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24405 / 25373 =  96.185
0, 1  acc: 30071 / 31282 =  96.129
0, 2  acc:  5895 /  6155 =  95.776
0, 3  acc: 23375 / 24292 =  96.225
0, 4  acc: 10443 / 10829 =  96.435
0, 5  acc:  5327 /  5541 =  96.138
0, 6  acc:  6508 /  6785 =  95.917
0, 7  acc: 11560 / 12016 =  96.205
1, 0  acc:  4266 /  4437 =  96.146
1, 1  acc:  4776 /  4962 =  96.252
1, 2  acc:  2185 /  2265 =  96.468
1, 3  acc:  2352 /  2446 =  96.157
1, 4  acc:  3002 /  3125 =  96.064
1, 5  acc:   972 /  1003 =  96.909
1, 6  acc:  2999 /  3111 =  96.400
1, 7  acc:  4497 /  4682 =  96.049
--------------------------------------
Average acc: 142633 / 148304 =  96.176
Robust  acc:  5895 /  6155 =  95.776
--------------------------------------
New max robust acc: 95.77579203899269
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed11.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed11.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 59.808 | Best Acc: 93.794
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10813 / 12092 =  89.423
0, 1  acc: 12950 / 14179 =  91.332
0, 2  acc:  2511 /  3210 =  78.224
0, 3  acc: 11350 / 12101 =  93.794
0, 4  acc:  4624 /  5355 =  86.349
0, 5  acc:  2736 /  2980 =  91.812
0, 6  acc:  2565 /  3335 =  76.912
0, 7  acc:  4499 /  5723 =  78.613
1, 0  acc:  1496 /  2203 =  67.907
1, 1  acc:  1524 /  2270 =  67.137
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   785 /  1260 =  62.302
1, 4  acc:  1039 /  1627 =  63.860
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1068 /  1537 =  69.486
1, 7  acc:  1530 /  2246 =  68.121
------------------------------------
Average acc: 60606 / 71854 =  84.346
Robust  acc:   311 /   520 =  59.808
------------------------------------
Accuracies by groups:
0, 0  acc: 10813 / 12092 =  89.423
0, 1  acc: 12950 / 14179 =  91.332
0, 2  acc:  2511 /  3210 =  78.224
0, 3  acc: 11350 / 12101 =  93.794
0, 4  acc:  4624 /  5355 =  86.349
0, 5  acc:  2736 /  2980 =  91.812
0, 6  acc:  2565 /  3335 =  76.912
0, 7  acc:  4499 /  5723 =  78.613
1, 0  acc:  1496 /  2203 =  67.907
1, 1  acc:  1524 /  2270 =  67.137
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   785 /  1260 =  62.302
1, 4  acc:  1039 /  1627 =  63.860
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1068 /  1537 =  69.486
1, 7  acc:  1530 /  2246 =  68.121
------------------------------------
Average acc: 60606 / 71854 =  84.346
Robust  acc:   311 /   520 =  59.808
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10813 / 12092 =  89.423
0, 1  acc: 12950 / 14179 =  91.332
0, 2  acc:  2511 /  3210 =  78.224
0, 3  acc: 11350 / 12101 =  93.794
0, 4  acc:  4624 /  5355 =  86.349
0, 5  acc:  2736 /  2980 =  91.812
0, 6  acc:  2565 /  3335 =  76.912
0, 7  acc:  4499 /  5723 =  78.613
1, 0  acc:  1496 /  2203 =  67.907
1, 1  acc:  1524 /  2270 =  67.137
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   785 /  1260 =  62.302
1, 4  acc:  1039 /  1627 =  63.860
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1068 /  1537 =  69.486
1, 7  acc:  1530 /  2246 =  68.121
------------------------------------
Average acc: 60606 / 71854 =  84.346
Robust  acc:   311 /   520 =  59.808
------------------------------------

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: 96.415 | Val Loss: 0.000 | Val Acc: 97.888
Training:
Accuracies by groups:
0, 0  acc: 110186 / 112090 =  98.301
0, 1  acc:  9534 /  9763 =  97.654
0, 2  acc: 14826 / 15179 =  97.674
0, 3  acc:  7504 /  7684 =  97.657
0, 4  acc:  2925 /  3121 =  93.720
0, 5  acc:   373 /   403 =  92.556
0, 6  acc:   405 /   431 =  93.968
0, 7  acc:   392 /   424 =  92.453
0, 8  acc: 11941 / 12165 =  98.159
0, 9  acc:   757 /   783 =  96.679
0, 10  acc:   811 /   834 =  97.242
0, 11  acc:   562 /   574 =  97.909
0, 12  acc:   538 /   581 =  92.599
0, 13  acc:    62 /    67 =  92.537
0, 14  acc:    79 /    83 =  95.181
0, 15  acc:    46 /    53 =  86.792
0, 16  acc:  6768 /  7100 =  95.324
0, 17  acc:   223 /   234 =  95.299
0, 18  acc:   678 /   709 =  95.628
0, 19  acc:   195 /   205 =  95.122
0, 20  acc:   146 /   161 =  90.683
0, 21  acc:    20 /    23 =  86.957
0, 22  acc:    51 /    55 =  92.727
0, 23  acc:    11 /    12 =  91.667
0, 24  acc:   852 /   902 =  94.457
0, 25  acc:    47 /    47 = 100.000
0, 26  acc:    75 /    80 =  93.750
0, 27  acc:    33 /    36 =  91.667
0, 28  acc:    46 /    52 =  88.462
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     6 /    10 =  60.000
0, 31  acc:    12 /    13 =  92.308
0, 32  acc:  2304 /  2359 =  97.669
0, 33  acc:   102 /   107 =  95.327
0, 34  acc:   104 /   105 =  99.048
0, 35  acc:    32 /    33 =  96.970
0, 36  acc:    37 /    37 = 100.000
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   699 /   713 =  98.036
0, 41  acc:    37 /    37 = 100.000
0, 42  acc:    22 /    23 =  95.652
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    23 /    25 =  92.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     7 /     7 = 100.000
0, 48  acc:   423 /   443 =  95.485
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    21 /    22 =  95.455
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:     6 /     7 =  85.714
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   421 /   443 =  95.034
0, 57  acc:    19 /    20 =  95.000
0, 58  acc:    24 /    28 =  85.714
0, 59  acc:    22 /    22 = 100.000
0, 60  acc:    12 /    14 =  85.714
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     9 /    12 =  75.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2899 /  3079 =  94.154
0, 65  acc:   415 /   447 =  92.841
0, 66  acc:   297 /   320 =  92.812
0, 67  acc:   129 /   137 =  94.161
0, 68  acc:    67 /    73 =  91.781
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    30 /    33 =  90.909
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    78 /    80 =  97.500
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   111 /   115 =  96.522
0, 81  acc:    14 /    14 = 100.000
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:     9 /    10 =  90.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     6 /     9 =  66.667
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:     5 /     5 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     4 /     4 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    92 /    95 =  96.842
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     9 /     9 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    15 =  86.667
0, 99  acc:     7 /     7 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    22 /    24 =  91.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     6 /     7 =  85.714
0, 113  acc:     3 /     3 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7302 /  7660 =  95.326
0, 118  acc:  1676 /  1741 =  96.267
0, 119  acc:   446 /   470 =  94.894
0, 120  acc:   415 /   433 =  95.843
0, 121  acc:    81 /    94 =  86.170
0, 122  acc:    36 /    36 = 100.000
0, 123  acc:    10 /    11 =  90.909
0, 124  acc:    23 /    27 =  85.185
0, 125  acc:   450 /   463 =  97.192
0, 126  acc:   111 /   116 =  95.690
0, 127  acc:    39 /    40 =  97.500
0, 128  acc:    41 /    44 =  93.182
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   212 /   233 =  90.987
0, 134  acc:    55 /    60 =  91.667
0, 135  acc:    28 /    30 =  93.333
0, 136  acc:    13 /    14 =  92.857
0, 137  acc:     7 /     7 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    68 /    68 = 100.000
0, 142  acc:    22 /    23 =  95.652
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   127 /   137 =  92.701
0, 149  acc:    13 /    13 = 100.000
0, 150  acc:     3 /     3 = 100.000
0, 151  acc:    16 /    18 =  88.889
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     2 /     3 =  66.667
0, 154  acc:    47 /    49 =  95.918
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    21 /    23 =  91.304
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    17 =  94.118
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     5 /     5 = 100.000
0, 169  acc:  1850 /  1990 =  92.965
0, 170  acc:   423 /   460 =  91.957
0, 171  acc:   137 /   154 =  88.961
0, 172  acc:   187 /   202 =  92.574
0, 173  acc:    20 /    25 =  80.000
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    13 /    17 =  76.471
0, 177  acc:    71 /    77 =  92.208
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     5 /     7 =  71.429
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     8 /     9 =  88.889
0, 184  acc:    49 /    54 =  90.741
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     4 /     4 = 100.000
0, 187  acc:    12 /    14 =  85.714
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    35 /    35 = 100.000
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     3 /     4 =  75.000
0, 196  acc:    40 /    45 =  88.889
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    26 /    28 =  92.857
0, 205  acc:     8 /     8 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 28808 / 30399 =  94.766
1, 1  acc:  3076 /  3258 =  94.414
1, 2  acc:  5216 /  5578 =  93.510
1, 3  acc:  2123 /  2319 =  91.548
1, 4  acc:  2497 /  2693 =  92.722
1, 5  acc:   446 /   480 =  92.917
1, 6  acc:   252 /   267 =  94.382
1, 7  acc:   311 /   333 =  93.393
1, 8  acc:  2574 /  2818 =  91.341
1, 9  acc:   177 /   189 =  93.651
1, 10  acc:   234 /   254 =  92.126
1, 11  acc:   123 /   133 =  92.481
1, 12  acc:   354 /   384 =  92.188
1, 13  acc:    50 /    57 =  87.719
1, 14  acc:    61 /    69 =  88.406
1, 15  acc:    49 /    56 =  87.500
1, 16  acc:  3903 /  4219 =  92.510
1, 17  acc:   128 /   131 =  97.710
1, 18  acc:   281 /   314 =  89.490
1, 19  acc:   103 /   115 =  89.565
1, 20  acc:   113 /   115 =  98.261
1, 21  acc:    22 /    23 =  95.652
1, 22  acc:    48 /    52 =  92.308
1, 23  acc:    27 /    29 =  93.103
1, 24  acc:   447 /   497 =  89.940
1, 25  acc:    10 /    11 =  90.909
1, 26  acc:    41 /    43 =  95.349
1, 27  acc:     6 /     6 = 100.000
1, 28  acc:    59 /    66 =  89.394
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:    14 /    15 =  93.333
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   796 /   853 =  93.318
1, 33  acc:    34 /    37 =  91.892
1, 34  acc:    38 /    42 =  90.476
1, 35  acc:    12 /    12 = 100.000
1, 36  acc:    21 /    22 =  95.455
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    22 /    22 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   217 /   236 =  91.949
1, 41  acc:     5 /     5 = 100.000
1, 42  acc:     5 /     7 =  71.429
1, 43  acc:    10 /    12 =  83.333
1, 44  acc:     8 /     8 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     2 /     2 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   254 /   270 =  94.074
1, 49  acc:     5 /     6 =  83.333
1, 50  acc:    20 /    21 =  95.238
1, 51  acc:     8 /     9 =  88.889
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    11 =  90.909
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   209 /   229 =  91.266
1, 57  acc:     5 /     5 = 100.000
1, 58  acc:     7 /     8 =  87.500
1, 59  acc:     5 /     7 =  71.429
1, 60  acc:    15 /    15 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2663 /  2836 =  93.900
1, 65  acc:   326 /   359 =  90.808
1, 66  acc:   218 /   245 =  88.980
1, 67  acc:    85 /    88 =  96.591
1, 68  acc:   115 /   125 =  92.000
1, 69  acc:    22 /    23 =  95.652
1, 70  acc:    53 /    55 =  96.364
1, 71  acc:    11 /    12 =  91.667
1, 72  acc:    47 /    52 =  90.385
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     5 /     5 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     6 /     8 =  75.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:    92 /   104 =  88.462
1, 81  acc:     8 /    11 =  72.727
1, 82  acc:    28 /    32 =  87.500
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    10 /    10 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    69 /    78 =  88.462
1, 95  acc:     5 /     7 =  71.429
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /    10 =  90.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    26 /    26 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     8 =  87.500
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     4 /     4 = 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:  3867 /  4261 =  90.753
1, 118  acc:  1004 /  1071 =  93.744
1, 119  acc:   244 /   266 =  91.729
1, 120  acc:   256 /   280 =  91.429
1, 121  acc:    82 /    90 =  91.111
1, 122  acc:    31 /    38 =  81.579
1, 123  acc:    14 /    15 =  93.333
1, 124  acc:    18 /    19 =  94.737
1, 125  acc:   217 /   239 =  90.795
1, 126  acc:    60 /    63 =  95.238
1, 127  acc:    14 /    18 =  77.778
1, 128  acc:    29 /    32 =  90.625
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     7 =  85.714
1, 133  acc:   231 /   250 =  92.400
1, 134  acc:    37 /    39 =  94.872
1, 135  acc:    18 /    18 = 100.000
1, 136  acc:    12 /    12 = 100.000
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    41 /    45 =  91.111
1, 142  acc:     8 /    10 =  80.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     5 /     6 =  83.333
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   112 /   128 =  87.500
1, 149  acc:     5 /     6 =  83.333
1, 150  acc:     1 /     1 = 100.000
1, 151  acc:     5 /    11 =  45.455
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    15 /    20 =  75.000
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:    12 /    13 =  92.308
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:     9 /    10 =  90.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1727 /  1898 =  90.991
1, 170  acc:   336 /   359 =  93.593
1, 171  acc:   143 /   147 =  97.279
1, 172  acc:   107 /   117 =  91.453
1, 173  acc:    36 /    41 =  87.805
1, 174  acc:     3 /     4 =  75.000
1, 175  acc:     1 /     2 =  50.000
1, 176  acc:    18 /    22 =  81.818
1, 177  acc:    40 /    49 =  81.633
1, 178  acc:     3 /     5 =  60.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     0 /     1 =   0.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:    10 /    11 =  90.909
1, 184  acc:    65 /    69 =  94.203
1, 185  acc:    19 /    21 =  90.476
1, 186  acc:     5 /     7 =  71.429
1, 187  acc:     3 /     4 =  75.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:    10 /    11 =  90.909
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    44 /    50 =  88.000
1, 197  acc:     6 /     7 =  85.714
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     2 /     5 =  40.000
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:    10 /    10 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     3 /     4 =  75.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259394 / 269038 =  96.415
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24847 / 25373 =  97.927
0, 1  acc: 30605 / 31282 =  97.836
0, 2  acc:  6030 /  6155 =  97.969
0, 3  acc: 23787 / 24292 =  97.921
0, 4  acc: 10616 / 10829 =  98.033
0, 5  acc:  5429 /  5541 =  97.979
0, 6  acc:  6653 /  6785 =  98.055
0, 7  acc: 11721 / 12016 =  97.545
1, 0  acc:  4349 /  4437 =  98.017
1, 1  acc:  4855 /  4962 =  97.844
1, 2  acc:  2207 /  2265 =  97.439
1, 3  acc:  2396 /  2446 =  97.956
1, 4  acc:  3051 /  3125 =  97.632
1, 5  acc:   978 /  1003 =  97.507
1, 6  acc:  3044 /  3111 =  97.846
1, 7  acc:  4579 /  4682 =  97.800
--------------------------------------
Average acc: 145147 / 148304 =  97.871
Robust  acc:  2207 /  2265 =  97.439
--------------------------------------
New max robust acc: 97.439293598234
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed11.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed11.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 59.004 | Best Acc: 94.240
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10893 / 12092 =  90.084
0, 1  acc: 12907 / 14179 =  91.029
0, 2  acc:  2522 /  3210 =  78.567
0, 3  acc: 11404 / 12101 =  94.240
0, 4  acc:  4677 /  5355 =  87.339
0, 5  acc:  2711 /  2980 =  90.973
0, 6  acc:  2550 /  3335 =  76.462
0, 7  acc:  4703 /  5723 =  82.177
1, 0  acc:  1493 /  2203 =  67.771
1, 1  acc:  1515 /  2270 =  66.740
1, 2  acc:   793 /  1216 =  65.214
1, 3  acc:   770 /  1260 =  61.111
1, 4  acc:   960 /  1627 =  59.004
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1073 /  1537 =  69.811
1, 7  acc:  1440 /  2246 =  64.114
------------------------------------
Average acc: 60735 / 71854 =  84.526
Robust  acc:   960 /  1627 =  59.004
------------------------------------
Accuracies by groups:
0, 0  acc: 10893 / 12092 =  90.084
0, 1  acc: 12907 / 14179 =  91.029
0, 2  acc:  2522 /  3210 =  78.567
0, 3  acc: 11404 / 12101 =  94.240
0, 4  acc:  4677 /  5355 =  87.339
0, 5  acc:  2711 /  2980 =  90.973
0, 6  acc:  2550 /  3335 =  76.462
0, 7  acc:  4703 /  5723 =  82.177
1, 0  acc:  1493 /  2203 =  67.771
1, 1  acc:  1515 /  2270 =  66.740
1, 2  acc:   793 /  1216 =  65.214
1, 3  acc:   770 /  1260 =  61.111
1, 4  acc:   960 /  1627 =  59.004
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1073 /  1537 =  69.811
1, 7  acc:  1440 /  2246 =  64.114
------------------------------------
Average acc: 60735 / 71854 =  84.526
Robust  acc:   960 /  1627 =  59.004
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10893 / 12092 =  90.084
0, 1  acc: 12907 / 14179 =  91.029
0, 2  acc:  2522 /  3210 =  78.567
0, 3  acc: 11404 / 12101 =  94.240
0, 4  acc:  4677 /  5355 =  87.339
0, 5  acc:  2711 /  2980 =  90.973
0, 6  acc:  2550 /  3335 =  76.462
0, 7  acc:  4703 /  5723 =  82.177
1, 0  acc:  1493 /  2203 =  67.771
1, 1  acc:  1515 /  2270 =  66.740
1, 2  acc:   793 /  1216 =  65.214
1, 3  acc:   770 /  1260 =  61.111
1, 4  acc:   960 /  1627 =  59.004
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1073 /  1537 =  69.811
1, 7  acc:  1440 /  2246 =  64.114
------------------------------------
Average acc: 60735 / 71854 =  84.526
Robust  acc:   960 /  1627 =  59.004
------------------------------------

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: 97.865 | Val Loss: 0.000 | Val Acc: 98.748
Training:
Accuracies by groups:
0, 0  acc: 110756 / 111955 =  98.929
0, 1  acc:  9588 /  9726 =  98.581
0, 2  acc: 15009 / 15255 =  98.387
0, 3  acc:  7688 /  7815 =  98.375
0, 4  acc:  2968 /  3101 =  95.711
0, 5  acc:   349 /   371 =  94.070
0, 6  acc:   406 /   416 =  97.596
0, 7  acc:   390 /   407 =  95.823
0, 8  acc: 11473 / 11612 =  98.803
0, 9  acc:   784 /   800 =  98.000
0, 10  acc:   809 /   824 =  98.180
0, 11  acc:   561 /   569 =  98.594
0, 12  acc:   577 /   602 =  95.847
0, 13  acc:    67 /    71 =  94.366
0, 14  acc:    68 /    73 =  93.151
0, 15  acc:    40 /    45 =  88.889
0, 16  acc:  6810 /  7000 =  97.286
0, 17  acc:   240 /   245 =  97.959
0, 18  acc:   683 /   693 =  98.557
0, 19  acc:   216 /   220 =  98.182
0, 20  acc:   128 /   142 =  90.141
0, 21  acc:    21 /    22 =  95.455
0, 22  acc:    64 /    67 =  95.522
0, 23  acc:    10 /    15 =  66.667
0, 24  acc:   949 /   979 =  96.936
0, 25  acc:    67 /    71 =  94.366
0, 26  acc:    72 /    75 =  96.000
0, 27  acc:    26 /    27 =  96.296
0, 28  acc:    41 /    43 =  95.349
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     6 /     8 =  75.000
0, 31  acc:    12 /    12 = 100.000
0, 32  acc:  2425 /  2461 =  98.537
0, 33  acc:    96 /    99 =  96.970
0, 34  acc:   121 /   121 = 100.000
0, 35  acc:    32 /    33 =  96.970
0, 36  acc:    45 /    45 = 100.000
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   719 /   736 =  97.690
0, 41  acc:    38 /    38 = 100.000
0, 42  acc:    23 /    23 = 100.000
0, 43  acc:    25 /    25 = 100.000
0, 44  acc:    18 /    19 =  94.737
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   447 /   457 =  97.812
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    25 /    26 =  96.154
0, 51  acc:    28 /    28 = 100.000
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   474 /   486 =  97.531
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    26 /    26 = 100.000
0, 59  acc:    21 /    21 = 100.000
0, 60  acc:    21 /    21 = 100.000
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     8 /     9 =  88.889
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  3048 /  3173 =  96.061
0, 65  acc:   421 /   442 =  95.249
0, 66  acc:   280 /   298 =  93.960
0, 67  acc:   135 /   140 =  96.429
0, 68  acc:    64 /    67 =  95.522
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    25 /    28 =  89.286
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:   113 /   117 =  96.581
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    14 /    14 = 100.000
0, 76  acc:     7 /     8 =  87.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   100 /   104 =  96.154
0, 81  acc:    11 /    13 =  84.615
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:    12 /    12 = 100.000
0, 84  acc:     8 /     8 = 100.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    12 /    13 =  92.308
0, 87  acc:     3 /     4 =  75.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     5 /     5 = 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:     1 /     1 = 100.000
0, 94  acc:    74 /    75 =  98.667
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    17 /    17 = 100.000
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    16 /    16 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    22 /    23 =  95.652
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     7 /     8 =  87.500
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     4 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7300 /  7487 =  97.502
0, 118  acc:  1697 /  1754 =  96.750
0, 119  acc:   422 /   433 =  97.460
0, 120  acc:   425 /   443 =  95.937
0, 121  acc:    70 /    77 =  90.909
0, 122  acc:    30 /    31 =  96.774
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    28 /    28 = 100.000
0, 125  acc:   514 /   522 =  98.467
0, 126  acc:   118 /   123 =  95.935
0, 127  acc:    26 /    30 =  86.667
0, 128  acc:    41 /    43 =  95.349
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   223 /   229 =  97.380
0, 134  acc:    50 /    52 =  96.154
0, 135  acc:    19 /    19 = 100.000
0, 136  acc:    28 /    29 =  96.552
0, 137  acc:     4 /     4 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    76 /    77 =  98.701
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   113 /   113 = 100.000
0, 149  acc:    17 /    19 =  89.474
0, 150  acc:     7 /     7 = 100.000
0, 151  acc:     5 /     9 =  55.556
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    48 /    48 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     4 /     4 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    29 /    32 =  90.625
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    15 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1912 /  2004 =  95.409
0, 170  acc:   405 /   427 =  94.848
0, 171  acc:   131 /   137 =  95.620
0, 172  acc:   174 /   183 =  95.082
0, 173  acc:    22 /    23 =  95.652
0, 174  acc:     1 /     1 = 100.000
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:    15 /    15 = 100.000
0, 177  acc:    77 /    77 = 100.000
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:    11 /    13 =  84.615
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     7 /     8 =  87.500
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     9 /     9 = 100.000
0, 184  acc:    53 /    54 =  98.148
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:     8 /     9 =  88.889
0, 187  acc:    12 /    12 = 100.000
0, 188  acc:     3 /     4 =  75.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    32 =  90.625
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    51 /    53 =  96.226
0, 197  acc:    12 /    13 =  92.308
0, 198  acc:     7 /     8 =  87.500
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     9 /     9 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    20 /    21 =  95.238
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:    10 /    10 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    10 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 29673 / 30593 =  96.993
1, 1  acc:  3036 /  3160 =  96.076
1, 2  acc:  5339 /  5554 =  96.129
1, 3  acc:  2276 /  2374 =  95.872
1, 4  acc:  2603 /  2693 =  96.658
1, 5  acc:   446 /   460 =  96.957
1, 6  acc:   251 /   263 =  95.437
1, 7  acc:   295 /   306 =  96.405
1, 8  acc:  2666 /  2785 =  95.727
1, 9  acc:   192 /   204 =  94.118
1, 10  acc:   212 /   221 =  95.928
1, 11  acc:   123 /   128 =  96.094
1, 12  acc:   427 /   445 =  95.955
1, 13  acc:    53 /    55 =  96.364
1, 14  acc:    54 /    54 = 100.000
1, 15  acc:    72 /    75 =  96.000
1, 16  acc:  4107 /  4282 =  95.913
1, 17  acc:   149 /   153 =  97.386
1, 18  acc:   325 /   337 =  96.439
1, 19  acc:   110 /   114 =  96.491
1, 20  acc:   158 /   164 =  96.341
1, 21  acc:    30 /    30 = 100.000
1, 22  acc:    75 /    78 =  96.154
1, 23  acc:    16 /    18 =  88.889
1, 24  acc:   515 /   540 =  95.370
1, 25  acc:    12 /    12 = 100.000
1, 26  acc:    65 /    68 =  95.588
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    85 /    89 =  95.506
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    17 /    17 = 100.000
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:   830 /   870 =  95.402
1, 33  acc:    55 /    55 = 100.000
1, 34  acc:    32 /    36 =  88.889
1, 35  acc:    16 /    16 = 100.000
1, 36  acc:    27 /    27 = 100.000
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    15 /    15 = 100.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:   181 /   190 =  95.263
1, 41  acc:     6 /     7 =  85.714
1, 42  acc:     8 /    11 =  72.727
1, 43  acc:    13 /    14 =  92.857
1, 44  acc:     9 /    10 =  90.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   284 /   292 =  97.260
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    17 /    17 = 100.000
1, 51  acc:    15 /    16 =  93.750
1, 52  acc:     7 /     7 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    15 /    15 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   224 /   233 =  96.137
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     4 /     4 = 100.000
1, 60  acc:    17 /    18 =  94.444
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /     9 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2846 /  2952 =  96.409
1, 65  acc:   380 /   397 =  95.718
1, 66  acc:   222 /   235 =  94.468
1, 67  acc:    93 /   102 =  91.176
1, 68  acc:   114 /   119 =  95.798
1, 69  acc:    33 /    34 =  97.059
1, 70  acc:    38 /    38 = 100.000
1, 71  acc:    17 /    18 =  94.444
1, 72  acc:    57 /    59 =  96.610
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    13 /    15 =  86.667
1, 77  acc:     4 /     5 =  80.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    80 /    83 =  96.386
1, 81  acc:     9 /    12 =  75.000
1, 82  acc:    29 /    30 =  96.667
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 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:     3 /     3 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    57 /    59 =  96.610
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    11 = 100.000
1, 101  acc:     3 /     3 = 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:    19 /    19 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    10 =  90.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:    10 /    10 = 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:  4070 /  4287 =  94.938
1, 118  acc:  1002 /  1049 =  95.520
1, 119  acc:   269 /   284 =  94.718
1, 120  acc:   262 /   276 =  94.928
1, 121  acc:    71 /    78 =  91.026
1, 122  acc:    34 /    36 =  94.444
1, 123  acc:    12 /    12 = 100.000
1, 124  acc:    19 /    21 =  90.476
1, 125  acc:   260 /   267 =  97.378
1, 126  acc:    65 /    69 =  94.203
1, 127  acc:    15 /    15 = 100.000
1, 128  acc:    19 /    20 =  95.000
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     3 /     4 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   252 /   262 =  96.183
1, 134  acc:    37 /    41 =  90.244
1, 135  acc:    13 /    13 = 100.000
1, 136  acc:    19 /    20 =  95.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    52 /    59 =  88.136
1, 142  acc:     5 /     6 =  83.333
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   103 /   106 =  97.170
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:     2 /     7 =  28.571
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    22 /    23 =  95.652
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:    18 /    18 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    10 /    10 = 100.000
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1783 /  1862 =  95.757
1, 170  acc:   347 /   364 =  95.330
1, 171  acc:   147 /   153 =  96.078
1, 172  acc:   113 /   116 =  97.414
1, 173  acc:    28 /    30 =  93.333
1, 174  acc:     6 /     6 = 100.000
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    20 /    21 =  95.238
1, 177  acc:    29 /    31 =  93.548
1, 178  acc:     6 /     6 = 100.000
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:     9 /    10 =  90.000
1, 184  acc:    70 /    73 =  95.890
1, 185  acc:    28 /    28 = 100.000
1, 186  acc:     9 /     9 = 100.000
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     7 /     8 =  87.500
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    48 /    57 =  84.211
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 /     8 =  87.500
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     8 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     2 /     2 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     2 =  50.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263295 / 269038 =  97.865
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25058 / 25373 =  98.759
0, 1  acc: 30868 / 31282 =  98.677
0, 2  acc:  6070 /  6155 =  98.619
0, 3  acc: 23996 / 24292 =  98.781
0, 4  acc: 10709 / 10829 =  98.892
0, 5  acc:  5472 /  5541 =  98.755
0, 6  acc:  6709 /  6785 =  98.880
0, 7  acc: 11843 / 12016 =  98.560
1, 0  acc:  4398 /  4437 =  99.121
1, 1  acc:  4906 /  4962 =  98.871
1, 2  acc:  2233 /  2265 =  98.587
1, 3  acc:  2413 /  2446 =  98.651
1, 4  acc:  3077 /  3125 =  98.464
1, 5  acc:   991 /  1003 =  98.804
1, 6  acc:  3080 /  3111 =  99.004
1, 7  acc:  4637 /  4682 =  99.039
--------------------------------------
Average acc: 146460 / 148304 =  98.757
Robust  acc:  3077 /  3125 =  98.464
--------------------------------------
New max robust acc: 98.464
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed11.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed11.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: 58.810 | Best Acc: 94.315
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10963 / 12092 =  90.663
0, 1  acc: 13056 / 14179 =  92.080
0, 2  acc:  2592 /  3210 =  80.748
0, 3  acc: 11413 / 12101 =  94.315
0, 4  acc:  4579 /  5355 =  85.509
0, 5  acc:  2705 /  2980 =  90.772
0, 6  acc:  2575 /  3335 =  77.211
0, 7  acc:  4536 /  5723 =  79.259
1, 0  acc:  1451 /  2203 =  65.865
1, 1  acc:  1476 /  2270 =  65.022
1, 2  acc:   768 /  1216 =  63.158
1, 3  acc:   741 /  1260 =  58.810
1, 4  acc:  1022 /  1627 =  62.815
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1094 /  1537 =  71.178
1, 7  acc:  1524 /  2246 =  67.854
------------------------------------
Average acc: 60819 / 71854 =  84.642
Robust  acc:   741 /  1260 =  58.810
------------------------------------
Accuracies by groups:
0, 0  acc: 10963 / 12092 =  90.663
0, 1  acc: 13056 / 14179 =  92.080
0, 2  acc:  2592 /  3210 =  80.748
0, 3  acc: 11413 / 12101 =  94.315
0, 4  acc:  4579 /  5355 =  85.509
0, 5  acc:  2705 /  2980 =  90.772
0, 6  acc:  2575 /  3335 =  77.211
0, 7  acc:  4536 /  5723 =  79.259
1, 0  acc:  1451 /  2203 =  65.865
1, 1  acc:  1476 /  2270 =  65.022
1, 2  acc:   768 /  1216 =  63.158
1, 3  acc:   741 /  1260 =  58.810
1, 4  acc:  1022 /  1627 =  62.815
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1094 /  1537 =  71.178
1, 7  acc:  1524 /  2246 =  67.854
------------------------------------
Average acc: 60819 / 71854 =  84.642
Robust  acc:   741 /  1260 =  58.810
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10963 / 12092 =  90.663
0, 1  acc: 13056 / 14179 =  92.080
0, 2  acc:  2592 /  3210 =  80.748
0, 3  acc: 11413 / 12101 =  94.315
0, 4  acc:  4579 /  5355 =  85.509
0, 5  acc:  2705 /  2980 =  90.772
0, 6  acc:  2575 /  3335 =  77.211
0, 7  acc:  4536 /  5723 =  79.259
1, 0  acc:  1451 /  2203 =  65.865
1, 1  acc:  1476 /  2270 =  65.022
1, 2  acc:   768 /  1216 =  63.158
1, 3  acc:   741 /  1260 =  58.810
1, 4  acc:  1022 /  1627 =  62.815
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1094 /  1537 =  71.178
1, 7  acc:  1524 /  2246 =  67.854
------------------------------------
Average acc: 60819 / 71854 =  84.642
Robust  acc:   741 /  1260 =  58.810
------------------------------------

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: 98.507 | Val Loss: 0.000 | Val Acc: 99.473
Training:
Accuracies by groups:
0, 0  acc: 111336 / 112151 =  99.273
0, 1  acc:  9441 /  9523 =  99.139
0, 2  acc: 15064 / 15232 =  98.897
0, 3  acc:  7494 /  7571 =  98.983
0, 4  acc:  3139 /  3214 =  97.666
0, 5  acc:   366 /   375 =  97.600
0, 6  acc:   402 /   414 =  97.101
0, 7  acc:   395 /   404 =  97.772
0, 8  acc: 11708 / 11819 =  99.061
0, 9  acc:   814 /   822 =  99.027
0, 10  acc:   798 /   802 =  99.501
0, 11  acc:   598 /   603 =  99.171
0, 12  acc:   632 /   654 =  96.636
0, 13  acc:    69 /    72 =  95.833
0, 14  acc:    83 /    89 =  93.258
0, 15  acc:    51 /    54 =  94.444
0, 16  acc:  6768 /  6893 =  98.187
0, 17  acc:   233 /   239 =  97.490
0, 18  acc:   647 /   661 =  97.882
0, 19  acc:   196 /   200 =  98.000
0, 20  acc:   128 /   137 =  93.431
0, 21  acc:    18 /    19 =  94.737
0, 22  acc:    64 /    69 =  92.754
0, 23  acc:     9 /    14 =  64.286
0, 24  acc:   932 /   961 =  96.982
0, 25  acc:    51 /    51 = 100.000
0, 26  acc:    99 /    99 = 100.000
0, 27  acc:    30 /    30 = 100.000
0, 28  acc:    47 /    50 =  94.000
0, 29  acc:     6 /     6 = 100.000
0, 30  acc:    12 /    12 = 100.000
0, 31  acc:    11 /    11 = 100.000
0, 32  acc:  2410 /  2440 =  98.770
0, 33  acc:    94 /    96 =  97.917
0, 34  acc:   105 /   106 =  99.057
0, 35  acc:    22 /    22 = 100.000
0, 36  acc:    48 /    50 =  96.000
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    23 /    23 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   661 /   667 =  99.100
0, 41  acc:    32 /    32 = 100.000
0, 42  acc:    27 /    29 =  93.103
0, 43  acc:    23 /    23 = 100.000
0, 44  acc:    20 /    20 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     6 /     6 = 100.000
0, 48  acc:   421 /   431 =  97.680
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    26 /    27 =  96.296
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:    13 /    13 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   455 /   462 =  98.485
0, 57  acc:    20 /    20 = 100.000
0, 58  acc:    20 /    22 =  90.909
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    16 /    16 = 100.000
0, 61  acc:     6 /     7 =  85.714
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  3034 /  3115 =  97.400
0, 65  acc:   415 /   428 =  96.963
0, 66  acc:   310 /   321 =  96.573
0, 67  acc:   126 /   127 =  99.213
0, 68  acc:    64 /    69 =  92.754
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    24 /    25 =  96.000
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    70 /    70 = 100.000
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:    16 /    16 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   121 /   127 =  95.276
0, 81  acc:    12 /    15 =  80.000
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:    13 /    13 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    10 /    11 =  90.909
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    71 /    73 =  97.260
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    16 /    17 =  94.118
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     5 /     5 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    13 /    13 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /     5 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /    10 =  90.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7468 /  7628 =  97.902
0, 118  acc:  1725 /  1769 =  97.513
0, 119  acc:   432 /   441 =  97.959
0, 120  acc:   425 /   438 =  97.032
0, 121  acc:    70 /    78 =  89.744
0, 122  acc:    38 /    38 = 100.000
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    25 /    26 =  96.154
0, 125  acc:   467 /   476 =  98.109
0, 126  acc:   115 /   119 =  96.639
0, 127  acc:    41 /    41 = 100.000
0, 128  acc:    50 /    50 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   240 /   245 =  97.959
0, 134  acc:    78 /    81 =  96.296
0, 135  acc:    32 /    32 = 100.000
0, 136  acc:    30 /    31 =  96.774
0, 137  acc:    10 /    11 =  90.909
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    64 /    65 =  98.462
0, 142  acc:     7 /     7 = 100.000
0, 143  acc:     2 /     2 = 100.000
0, 144  acc:     3 /     3 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   134 /   137 =  97.810
0, 149  acc:    19 /    19 = 100.000
0, 150  acc:     8 /     8 = 100.000
0, 151  acc:    11 /    17 =  64.706
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    36 /    36 = 100.000
0, 155  acc:     3 /     3 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    30 /    32 =  93.750
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    15 = 100.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  2029 /  2098 =  96.711
0, 170  acc:   396 /   406 =  97.537
0, 171  acc:   130 /   136 =  95.588
0, 172  acc:   213 /   217 =  98.157
0, 173  acc:    26 /    27 =  96.296
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     1 /     1 = 100.000
0, 176  acc:    19 /    21 =  90.476
0, 177  acc:   101 /   102 =  99.020
0, 178  acc:    18 /    18 = 100.000
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:    10 /    10 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    66 /    69 =  95.652
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:    13 /    13 = 100.000
0, 188  acc:     5 /     5 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    38 /    39 =  97.436
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    46 /    47 =  97.872
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    19 /    21 =  90.476
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     8 /     9 =  88.889
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     7 /     7 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     2 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     5 = 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: 29831 / 30472 =  97.896
1, 1  acc:  3189 /  3273 =  97.434
1, 2  acc:  5455 /  5605 =  97.324
1, 3  acc:  2289 /  2352 =  97.321
1, 4  acc:  2703 /  2776 =  97.370
1, 5  acc:   482 /   496 =  97.177
1, 6  acc:   275 /   280 =  98.214
1, 7  acc:   295 /   310 =  95.161
1, 8  acc:  2606 /  2689 =  96.913
1, 9  acc:   209 /   212 =  98.585
1, 10  acc:   249 /   259 =  96.139
1, 11  acc:   138 /   145 =  95.172
1, 12  acc:   424 /   433 =  97.921
1, 13  acc:    51 /    52 =  98.077
1, 14  acc:    62 /    65 =  95.385
1, 15  acc:    72 /    74 =  97.297
1, 16  acc:  4140 /  4272 =  96.910
1, 17  acc:   150 /   151 =  99.338
1, 18  acc:   338 /   345 =  97.971
1, 19  acc:   118 /   122 =  96.721
1, 20  acc:   150 /   155 =  96.774
1, 21  acc:    27 /    27 = 100.000
1, 22  acc:    65 /    67 =  97.015
1, 23  acc:    20 /    23 =  86.957
1, 24  acc:   498 /   521 =  95.585
1, 25  acc:     6 /     6 = 100.000
1, 26  acc:    34 /    34 = 100.000
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:    81 /    83 =  97.590
1, 29  acc:     3 /     4 =  75.000
1, 30  acc:    15 /    15 = 100.000
1, 31  acc:     1 /     1 = 100.000
1, 32  acc:   846 /   874 =  96.796
1, 33  acc:    38 /    40 =  95.000
1, 34  acc:    30 /    30 = 100.000
1, 35  acc:    19 /    21 =  90.476
1, 36  acc:    34 /    34 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    17 /    18 =  94.444
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   214 /   218 =  98.165
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     2 /     2 = 100.000
1, 43  acc:    11 /    11 = 100.000
1, 44  acc:    10 /    11 =  90.909
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     1 /     1 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   252 /   266 =  94.737
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    23 /    26 =  88.462
1, 51  acc:    10 /    10 = 100.000
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    15 /    15 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   208 /   219 =  94.977
1, 57  acc:    13 /    13 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     6 /     6 = 100.000
1, 60  acc:    11 /    11 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     3 /     4 =  75.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2730 /  2793 =  97.744
1, 65  acc:   393 /   400 =  98.250
1, 66  acc:   244 /   252 =  96.825
1, 67  acc:    88 /    90 =  97.778
1, 68  acc:   117 /   122 =  95.902
1, 69  acc:    16 /    16 = 100.000
1, 70  acc:    42 /    42 = 100.000
1, 71  acc:    13 /    13 = 100.000
1, 72  acc:    45 /    45 = 100.000
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    94 /   101 =  93.069
1, 81  acc:     7 /    12 =  58.333
1, 82  acc:    40 /    41 =  97.561
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 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:     0 /     0 =     nan
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    78 /    80 =  97.500
1, 95  acc:     8 /     9 =  88.889
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    10 = 100.000
1, 101  acc:     5 /     6 =  83.333
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:    10 /    10 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     5 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     3 =  66.667
1, 112  acc:     4 /     4 = 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:  4212 /  4353 =  96.761
1, 118  acc:  1062 /  1101 =  96.458
1, 119  acc:   263 /   272 =  96.691
1, 120  acc:   259 /   270 =  95.926
1, 121  acc:    81 /    84 =  96.429
1, 122  acc:    44 /    45 =  97.778
1, 123  acc:    14 /    14 = 100.000
1, 124  acc:    24 /    24 = 100.000
1, 125  acc:   265 /   269 =  98.513
1, 126  acc:    81 /    83 =  97.590
1, 127  acc:    16 /    16 = 100.000
1, 128  acc:    13 /    15 =  86.667
1, 129  acc:     4 /     4 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   227 /   235 =  96.596
1, 134  acc:    45 /    46 =  97.826
1, 135  acc:    13 /    13 = 100.000
1, 136  acc:    17 /    18 =  94.444
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    54 /    56 =  96.429
1, 142  acc:     6 /     7 =  85.714
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     3 /     3 = 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:   103 /   105 =  98.095
1, 149  acc:     9 /     9 = 100.000
1, 150  acc:    11 /    11 = 100.000
1, 151  acc:     3 /     9 =  33.333
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    10 /    13 =  76.923
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:    17 /    18 =  94.444
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    17 /    17 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1777 /  1839 =  96.629
1, 170  acc:   369 /   380 =  97.105
1, 171  acc:   141 /   142 =  99.296
1, 172  acc:   106 /   109 =  97.248
1, 173  acc:    43 /    43 = 100.000
1, 174  acc:     6 /     6 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    36 /    37 =  97.297
1, 177  acc:    50 /    55 =  90.909
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    12 /    12 = 100.000
1, 184  acc:    72 /    77 =  93.506
1, 185  acc:    15 /    15 = 100.000
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    61 /    64 =  95.312
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    13 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    11 =  81.818
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    11 /    11 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265021 / 269038 =  98.507
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25229 / 25373 =  99.432
0, 1  acc: 31106 / 31282 =  99.437
0, 2  acc:  6113 /  6155 =  99.318
0, 3  acc: 24178 / 24292 =  99.531
0, 4  acc: 10778 / 10829 =  99.529
0, 5  acc:  5505 /  5541 =  99.350
0, 6  acc:  6750 /  6785 =  99.484
0, 7  acc: 11939 / 12016 =  99.359
1, 0  acc:  4417 /  4437 =  99.549
1, 1  acc:  4941 /  4962 =  99.577
1, 2  acc:  2255 /  2265 =  99.558
1, 3  acc:  2431 /  2446 =  99.387
1, 4  acc:  3108 /  3125 =  99.456
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3094 /  3111 =  99.454
1, 7  acc:  4660 /  4682 =  99.530
--------------------------------------
Average acc: 147502 / 148304 =  99.459
Robust  acc:  6113 /  6155 =  99.318
--------------------------------------
New max robust acc: 99.31762794476036
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed11.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed11.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: 52.540 | Best Acc: 96.042
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11274 / 12092 =  93.235
0, 1  acc: 13379 / 14179 =  94.358
0, 2  acc:  2796 /  3210 =  87.103
0, 3  acc: 11622 / 12101 =  96.042
0, 4  acc:  4791 /  5355 =  89.468
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2848 /  3335 =  85.397
0, 7  acc:  4945 /  5723 =  86.406
1, 0  acc:  1302 /  2203 =  59.101
1, 1  acc:  1317 /  2270 =  58.018
1, 2  acc:   681 /  1216 =  56.003
1, 3  acc:   662 /  1260 =  52.540
1, 4  acc:   907 /  1627 =  55.747
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:   913 /  1537 =  59.401
1, 7  acc:  1314 /  2246 =  58.504
------------------------------------
Average acc: 61830 / 71854 =  86.049
Robust  acc:   662 /  1260 =  52.540
------------------------------------
Accuracies by groups:
0, 0  acc: 11274 / 12092 =  93.235
0, 1  acc: 13379 / 14179 =  94.358
0, 2  acc:  2796 /  3210 =  87.103
0, 3  acc: 11622 / 12101 =  96.042
0, 4  acc:  4791 /  5355 =  89.468
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2848 /  3335 =  85.397
0, 7  acc:  4945 /  5723 =  86.406
1, 0  acc:  1302 /  2203 =  59.101
1, 1  acc:  1317 /  2270 =  58.018
1, 2  acc:   681 /  1216 =  56.003
1, 3  acc:   662 /  1260 =  52.540
1, 4  acc:   907 /  1627 =  55.747
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:   913 /  1537 =  59.401
1, 7  acc:  1314 /  2246 =  58.504
------------------------------------
Average acc: 61830 / 71854 =  86.049
Robust  acc:   662 /  1260 =  52.540
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11274 / 12092 =  93.235
0, 1  acc: 13379 / 14179 =  94.358
0, 2  acc:  2796 /  3210 =  87.103
0, 3  acc: 11622 / 12101 =  96.042
0, 4  acc:  4791 /  5355 =  89.468
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2848 /  3335 =  85.397
0, 7  acc:  4945 /  5723 =  86.406
1, 0  acc:  1302 /  2203 =  59.101
1, 1  acc:  1317 /  2270 =  58.018
1, 2  acc:   681 /  1216 =  56.003
1, 3  acc:   662 /  1260 =  52.540
1, 4  acc:   907 /  1627 =  55.747
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:   913 /  1537 =  59.401
1, 7  acc:  1314 /  2246 =  58.504
------------------------------------
Average acc: 61830 / 71854 =  86.049
Robust  acc:   662 /  1260 =  52.540
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed11.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed11.pt
