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_seed14.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: 14
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=14-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed14.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7067, 0.1799],
        [0.0709, 0.0425]])
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: 87.041 | Val Loss: 0.000 | Val Acc: 92.117
Training:
Accuracies by groups:
0, 0  acc: 103851 / 109251 =  95.057
0, 1  acc:  8593 /  9226 =  93.139
0, 2  acc: 13492 / 14601 =  92.405
0, 3  acc:  7034 /  7567 =  92.956
0, 4  acc:  2507 /  3199 =  78.368
0, 5  acc:   268 /   393 =  68.193
0, 6  acc:   354 /   420 =  84.286
0, 7  acc:   368 /   451 =  81.596
0, 8  acc: 10561 / 11160 =  94.633
0, 9  acc:   736 /   797 =  92.346
0, 10  acc:   799 /   852 =  93.779
0, 11  acc:   533 /   576 =  92.535
0, 12  acc:   434 /   567 =  76.543
0, 13  acc:    53 /    74 =  71.622
0, 14  acc:    68 /    79 =  86.076
0, 15  acc:    39 /    44 =  88.636
0, 16  acc:  5926 /  6914 =  85.710
0, 17  acc:   221 /   251 =  88.048
0, 18  acc:   558 /   634 =  88.013
0, 19  acc:   182 /   209 =  87.081
0, 20  acc:    90 /   136 =  66.176
0, 21  acc:    23 /    30 =  76.667
0, 22  acc:    64 /    74 =  86.486
0, 23  acc:     5 /    17 =  29.412
0, 24  acc:   804 /   945 =  85.079
0, 25  acc:    28 /    30 =  93.333
0, 26  acc:    51 /    61 =  83.607
0, 27  acc:    22 /    27 =  81.481
0, 28  acc:    43 /    57 =  75.439
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     6 /    10 =  60.000
0, 31  acc:     9 /    10 =  90.000
0, 32  acc:  2258 /  2408 =  93.771
0, 33  acc:    97 /   107 =  90.654
0, 34  acc:   106 /   117 =  90.598
0, 35  acc:    30 /    33 =  90.909
0, 36  acc:    31 /    41 =  75.610
0, 37  acc:     2 /     4 =  50.000
0, 38  acc:    21 /    25 =  84.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   656 /   697 =  94.118
0, 41  acc:    19 /    19 = 100.000
0, 42  acc:    27 /    28 =  96.429
0, 43  acc:    32 /    34 =  94.118
0, 44  acc:    23 /    26 =  88.462
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     4 /     5 =  80.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   394 /   470 =  83.830
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    25 /    27 =  92.593
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     6 /    10 =  60.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   419 /   470 =  89.149
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    18 /    28 =  64.286
0, 59  acc:    15 /    17 =  88.235
0, 60  acc:    16 /    21 =  76.190
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     8 /    11 =  72.727
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2353 /  2976 =  79.066
0, 65  acc:   332 /   439 =  75.626
0, 66  acc:   263 /   316 =  83.228
0, 67  acc:   105 /   126 =  83.333
0, 68  acc:    62 /    74 =  83.784
0, 69  acc:     5 /     6 =  83.333
0, 70  acc:    22 /    33 =  66.667
0, 71  acc:    11 /    12 =  91.667
0, 72  acc:    73 /    74 =  98.649
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     5 /     6 =  83.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    90 /   115 =  78.261
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:     4 /     6 =  66.667
0, 83  acc:    12 /    15 =  80.000
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     5 /    10 =  50.000
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:     5 /     7 =  71.429
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    50 /    67 =  74.627
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     6 /     7 =  85.714
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     4 /     4 = 100.000
0, 106  acc:    13 /    22 =  59.091
0, 107  acc:     1 /     2 =  50.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     6 =   0.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     3 /     4 =  75.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6436 /  7423 =  86.703
0, 118  acc:  1410 /  1705 =  82.698
0, 119  acc:   377 /   442 =  85.294
0, 120  acc:   337 /   380 =  88.684
0, 121  acc:    65 /    89 =  73.034
0, 122  acc:    18 /    27 =  66.667
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    17 /    23 =  73.913
0, 125  acc:   395 /   457 =  86.433
0, 126  acc:   110 /   134 =  82.090
0, 127  acc:    29 /    34 =  85.294
0, 128  acc:    34 /    42 =  80.952
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   171 /   220 =  77.727
0, 134  acc:    39 /    68 =  57.353
0, 135  acc:    26 /    33 =  78.788
0, 136  acc:    15 /    22 =  68.182
0, 137  acc:     6 /    10 =  60.000
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    48 /    64 =  75.000
0, 142  acc:     4 /     9 =  44.444
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     7 /    10 =  70.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   138 /   151 =  91.391
0, 149  acc:    10 /    14 =  71.429
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:     3 /     9 =  33.333
0, 152  acc:     3 /     4 =  75.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    21 /    30 =  70.000
0, 155  acc:     2 /     5 =  40.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    21 /    24 =  87.500
0, 160  acc:     3 /     4 =  75.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    17 =  88.235
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     2 /     2 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1549 /  2011 =  77.026
0, 170  acc:   296 /   401 =  73.815
0, 171  acc:    91 /   128 =  71.094
0, 172  acc:   169 /   217 =  77.880
0, 173  acc:    14 /    33 =  42.424
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     1 /     2 =  50.000
0, 176  acc:    13 /    23 =  56.522
0, 177  acc:    70 /    84 =  83.333
0, 178  acc:     8 /    11 =  72.727
0, 179  acc:     7 /     9 =  77.778
0, 180  acc:     3 /     5 =  60.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    52 /    67 =  77.612
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     4 /     5 =  80.000
0, 187  acc:     7 /    10 =  70.000
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     5 /     6 =  83.333
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    35 =  74.286
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     3 /     6 =  50.000
0, 196  acc:    36 /    45 =  80.000
0, 197  acc:     7 /    10 =  70.000
0, 198  acc:     5 /    11 =  45.455
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    22 /    27 =  81.481
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     0 /     1 =   0.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     4 /     8 =  50.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     5 =  60.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     2 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 25768 / 33015 =  78.049
1, 1  acc:  2712 /  3559 =  76.201
1, 2  acc:  4309 /  5936 =  72.591
1, 3  acc:  1685 /  2454 =  68.663
1, 4  acc:  2088 /  2876 =  72.601
1, 5  acc:   382 /   483 =  79.089
1, 6  acc:   203 /   284 =  71.479
1, 7  acc:   222 /   324 =  68.519
1, 8  acc:  2036 /  3036 =  67.062
1, 9  acc:   147 /   210 =  70.000
1, 10  acc:   180 /   276 =  65.217
1, 11  acc:    66 /   113 =  58.407
1, 12  acc:   318 /   434 =  73.272
1, 13  acc:    45 /    61 =  73.770
1, 14  acc:    53 /    87 =  60.920
1, 15  acc:    37 /    80 =  46.250
1, 16  acc:  3077 /  4491 =  68.515
1, 17  acc:   108 /   165 =  65.455
1, 18  acc:   205 /   311 =  65.916
1, 19  acc:    94 /   144 =  65.278
1, 20  acc:   126 /   151 =  83.444
1, 21  acc:    25 /    25 = 100.000
1, 22  acc:    48 /    62 =  77.419
1, 23  acc:    17 /    20 =  85.000
1, 24  acc:   386 /   580 =  66.552
1, 25  acc:     6 /     8 =  75.000
1, 26  acc:    37 /    55 =  67.273
1, 27  acc:     3 /     5 =  60.000
1, 28  acc:    64 /    82 =  78.049
1, 29  acc:     1 /     3 =  33.333
1, 30  acc:    14 /    17 =  82.353
1, 31  acc:     1 /     4 =  25.000
1, 32  acc:   592 /   912 =  64.912
1, 33  acc:    37 /    54 =  68.519
1, 34  acc:    30 /    42 =  71.429
1, 35  acc:    19 /    21 =  90.476
1, 36  acc:    24 /    31 =  77.419
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    12 /    18 =  66.667
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   161 /   232 =  69.397
1, 41  acc:    11 /    13 =  84.615
1, 42  acc:     1 /     7 =  14.286
1, 43  acc:     6 /     9 =  66.667
1, 44  acc:     7 /    13 =  53.846
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     2 /     7 =  28.571
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   171 /   272 =  62.868
1, 49  acc:     7 /    10 =  70.000
1, 50  acc:    10 /    27 =  37.037
1, 51  acc:    10 /    12 =  83.333
1, 52  acc:     8 /    11 =  72.727
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    21 =  66.667
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   146 /   244 =  59.836
1, 57  acc:    13 /    16 =  81.250
1, 58  acc:    11 /    13 =  84.615
1, 59  acc:     6 /    11 =  54.545
1, 60  acc:    14 /    23 =  60.870
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     7 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2285 /  3007 =  75.989
1, 65  acc:   289 /   437 =  66.133
1, 66  acc:   190 /   255 =  74.510
1, 67  acc:    73 /   112 =  65.179
1, 68  acc:   105 /   141 =  74.468
1, 69  acc:    23 /    26 =  88.462
1, 70  acc:    50 /    61 =  81.967
1, 71  acc:     9 /    15 =  60.000
1, 72  acc:    48 /    64 =  75.000
1, 73  acc:     3 /     4 =  75.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    13 /    20 =  65.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    73 /   110 =  66.364
1, 81  acc:    13 /    17 =  76.471
1, 82  acc:    15 /    28 =  53.571
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     5 /     6 =  83.333
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    17 =  76.471
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     9 /    14 =  64.286
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     3 =  66.667
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    52 /    80 =  65.000
1, 95  acc:     6 /     8 =  75.000
1, 96  acc:     5 /     6 =  83.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     4 /     6 =  66.667
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /    11 =  81.818
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    14 /    21 =  66.667
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    16 =  93.750
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     9 /    10 =  90.000
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:  3109 /  4692 =  66.262
1, 118  acc:   765 /  1133 =  67.520
1, 119  acc:   213 /   289 =  73.702
1, 120  acc:   198 /   288 =  68.750
1, 121  acc:    56 /    83 =  67.470
1, 122  acc:    27 /    40 =  67.500
1, 123  acc:    10 /    17 =  58.824
1, 124  acc:    15 /    23 =  65.217
1, 125  acc:   223 /   319 =  69.906
1, 126  acc:    49 /    71 =  69.014
1, 127  acc:     8 /    11 =  72.727
1, 128  acc:     7 /    15 =  46.667
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     2 /     4 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     8 =  37.500
1, 133  acc:   179 /   245 =  73.061
1, 134  acc:    30 /    45 =  66.667
1, 135  acc:    19 /    28 =  67.857
1, 136  acc:    24 /    34 =  70.588
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    41 /    72 =  56.944
1, 142  acc:     7 /    11 =  63.636
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     1 /     4 =  25.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     4 =  25.000
1, 148  acc:    57 /    96 =  59.375
1, 149  acc:     4 /     9 =  44.444
1, 150  acc:     3 /     6 =  50.000
1, 151  acc:     1 /    11 =   9.091
1, 152  acc:     0 /     2 =   0.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    10 /    18 =  55.556
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     8 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    19 =  89.474
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:     6 /    13 =  46.154
1, 165  acc:     2 /     4 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1428 /  1983 =  72.012
1, 170  acc:   314 /   403 =  77.916
1, 171  acc:    94 /   134 =  70.149
1, 172  acc:    96 /   135 =  71.111
1, 173  acc:    17 /    22 =  77.273
1, 174  acc:     4 /     6 =  66.667
1, 175  acc:     4 /     6 =  66.667
1, 176  acc:    12 /    27 =  44.444
1, 177  acc:    29 /    44 =  65.909
1, 178  acc:     3 /     4 =  75.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     1 /     3 =  33.333
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     0 /     3 =   0.000
1, 183  acc:     6 /    10 =  60.000
1, 184  acc:    52 /    71 =  73.239
1, 185  acc:    18 /    25 =  72.000
1, 186  acc:     3 /     6 =  50.000
1, 187  acc:     2 /     6 =  33.333
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     5 =  20.000
1, 190  acc:     5 /     7 =  71.429
1, 191  acc:     7 /     8 =  87.500
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    28 /    48 =  58.333
1, 197  acc:     3 /     7 =  42.857
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 /     8 =  12.500
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     2 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     3 /     5 =  60.000
1, 219  acc:     1 /     2 =  50.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 234174 / 269038 =  87.041
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23342 / 25373 =  91.995
0, 1  acc: 28798 / 31282 =  92.059
0, 2  acc:  5651 /  6155 =  91.812
0, 3  acc: 22338 / 24292 =  91.956
0, 4  acc:  9951 / 10829 =  91.892
0, 5  acc:  5090 /  5541 =  91.861
0, 6  acc:  6267 /  6785 =  92.366
0, 7  acc: 11068 / 12016 =  92.111
1, 0  acc:  4120 /  4437 =  92.856
1, 1  acc:  4586 /  4962 =  92.422
1, 2  acc:  2069 /  2265 =  91.347
1, 3  acc:  2231 /  2446 =  91.210
1, 4  acc:  2914 /  3125 =  93.248
1, 5  acc:   912 /  1003 =  90.927
1, 6  acc:  2865 /  3111 =  92.093
1, 7  acc:  4298 /  4682 =  91.798
--------------------------------------
Average acc: 136500 / 148304 =  92.041
Robust  acc:   912 /  1003 =  90.927
--------------------------------------
New max robust acc: 90.9272183449651
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed14.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed14.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: 63.889 | Best Acc: 93.463
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 11020 / 12092 =  91.135
0, 1  acc: 13161 / 14179 =  92.820
0, 2  acc:  2411 /  3210 =  75.109
0, 3  acc: 11310 / 12101 =  93.463
0, 4  acc:  4554 /  5355 =  85.042
0, 5  acc:  2694 /  2980 =  90.403
0, 6  acc:  2578 /  3335 =  77.301
0, 7  acc:  4804 /  5723 =  83.942
1, 0  acc:  1485 /  2203 =  67.408
1, 1  acc:  1463 /  2270 =  64.449
1, 2  acc:   869 /  1216 =  71.464
1, 3  acc:   805 /  1260 =  63.889
1, 4  acc:  1087 /  1627 =  66.810
1, 5  acc:   337 /   520 =  64.808
1, 6  acc:  1111 /  1537 =  72.284
1, 7  acc:  1437 /  2246 =  63.980
------------------------------------
Average acc: 61126 / 71854 =  85.070
Robust  acc:   805 /  1260 =  63.889
------------------------------------
Accuracies by groups:
0, 0  acc: 11020 / 12092 =  91.135
0, 1  acc: 13161 / 14179 =  92.820
0, 2  acc:  2411 /  3210 =  75.109
0, 3  acc: 11310 / 12101 =  93.463
0, 4  acc:  4554 /  5355 =  85.042
0, 5  acc:  2694 /  2980 =  90.403
0, 6  acc:  2578 /  3335 =  77.301
0, 7  acc:  4804 /  5723 =  83.942
1, 0  acc:  1485 /  2203 =  67.408
1, 1  acc:  1463 /  2270 =  64.449
1, 2  acc:   869 /  1216 =  71.464
1, 3  acc:   805 /  1260 =  63.889
1, 4  acc:  1087 /  1627 =  66.810
1, 5  acc:   337 /   520 =  64.808
1, 6  acc:  1111 /  1537 =  72.284
1, 7  acc:  1437 /  2246 =  63.980
------------------------------------
Average acc: 61126 / 71854 =  85.070
Robust  acc:   805 /  1260 =  63.889
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11020 / 12092 =  91.135
0, 1  acc: 13161 / 14179 =  92.820
0, 2  acc:  2411 /  3210 =  75.109
0, 3  acc: 11310 / 12101 =  93.463
0, 4  acc:  4554 /  5355 =  85.042
0, 5  acc:  2694 /  2980 =  90.403
0, 6  acc:  2578 /  3335 =  77.301
0, 7  acc:  4804 /  5723 =  83.942
1, 0  acc:  1485 /  2203 =  67.408
1, 1  acc:  1463 /  2270 =  64.449
1, 2  acc:   869 /  1216 =  71.464
1, 3  acc:   805 /  1260 =  63.889
1, 4  acc:  1087 /  1627 =  66.810
1, 5  acc:   337 /   520 =  64.808
1, 6  acc:  1111 /  1537 =  72.284
1, 7  acc:  1437 /  2246 =  63.980
------------------------------------
Average acc: 61126 / 71854 =  85.070
Robust  acc:   805 /  1260 =  63.889
------------------------------------

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: 93.469 | Val Loss: 0.000 | Val Acc: 96.415
Training:
Accuracies by groups:
0, 0  acc: 106217 / 109350 =  97.135
0, 1  acc:  8886 /  9240 =  96.169
0, 2  acc: 13968 / 14678 =  95.163
0, 3  acc:  7199 /  7542 =  95.452
0, 4  acc:  2696 /  3069 =  87.846
0, 5  acc:   300 /   368 =  81.522
0, 6  acc:   363 /   418 =  86.842
0, 7  acc:   397 /   444 =  89.414
0, 8  acc: 10968 / 11361 =  96.541
0, 9  acc:   705 /   753 =  93.625
0, 10  acc:   747 /   781 =  95.647
0, 11  acc:   538 /   554 =  97.112
0, 12  acc:   549 /   624 =  87.981
0, 13  acc:    68 /    74 =  91.892
0, 14  acc:    92 /   103 =  89.320
0, 15  acc:    40 /    49 =  81.633
0, 16  acc:  6420 /  6969 =  92.122
0, 17  acc:   237 /   248 =  95.565
0, 18  acc:   605 /   650 =  93.077
0, 19  acc:   184 /   207 =  88.889
0, 20  acc:   126 /   154 =  81.818
0, 21  acc:    15 /    17 =  88.235
0, 22  acc:    47 /    51 =  92.157
0, 23  acc:     6 /     9 =  66.667
0, 24  acc:   827 /   915 =  90.383
0, 25  acc:    57 /    60 =  95.000
0, 26  acc:    68 /    73 =  93.151
0, 27  acc:    31 /    35 =  88.571
0, 28  acc:    41 /    46 =  89.130
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     6 /    10 =  60.000
0, 31  acc:     9 /    10 =  90.000
0, 32  acc:  2216 /  2328 =  95.189
0, 33  acc:    96 /   101 =  95.050
0, 34  acc:    91 /    98 =  92.857
0, 35  acc:    36 /    36 = 100.000
0, 36  acc:    44 /    48 =  91.667
0, 37  acc:     6 /     8 =  75.000
0, 38  acc:    20 /    21 =  95.238
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   671 /   699 =  95.994
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    25 /    26 =  96.154
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    19 /    20 =  95.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   475 /   514 =  92.412
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    19 /    20 =  95.000
0, 51  acc:    23 /    24 =  95.833
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   413 /   443 =  93.228
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    19 /    22 =  86.364
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    12 /    14 =  85.714
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     6 /     7 =  85.714
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2733 /  3077 =  88.820
0, 65  acc:   364 /   419 =  86.874
0, 66  acc:   247 /   290 =  85.172
0, 67  acc:   120 /   133 =  90.226
0, 68  acc:    58 /    71 =  81.690
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    23 /    29 =  79.310
0, 71  acc:    12 /    14 =  85.714
0, 72  acc:    87 /    94 =  92.553
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    18 /    18 = 100.000
0, 75  acc:    19 /    19 = 100.000
0, 76  acc:     7 /    11 =  63.636
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    95 /   115 =  82.609
0, 81  acc:     2 /     4 =  50.000
0, 82  acc:    12 /    12 = 100.000
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:     3 /     5 =  60.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    13 /    15 =  86.667
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:    12 /    13 =  92.308
0, 89  acc:     4 /     5 =  80.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    71 /    83 =  85.542
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     9 /     9 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    15 /    15 = 100.000
0, 99  acc:     6 /     7 =  85.714
0, 100  acc:     5 /     5 = 100.000
0, 101  acc:     6 /     8 =  75.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     6 /     6 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    19 /    22 =  86.364
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     5 = 100.000
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:  6738 /  7343 =  91.761
0, 118  acc:  1614 /  1745 =  92.493
0, 119  acc:   355 /   400 =  88.750
0, 120  acc:   404 /   445 =  90.787
0, 121  acc:    62 /    79 =  78.481
0, 122  acc:    30 /    32 =  93.750
0, 123  acc:     4 /     4 = 100.000
0, 124  acc:    31 /    34 =  91.176
0, 125  acc:   432 /   472 =  91.525
0, 126  acc:   107 /   115 =  93.043
0, 127  acc:    40 /    41 =  97.561
0, 128  acc:    36 /    41 =  87.805
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     4 /     5 =  80.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   179 /   220 =  81.364
0, 134  acc:    46 /    60 =  76.667
0, 135  acc:    35 /    37 =  94.595
0, 136  acc:    17 /    20 =  85.000
0, 137  acc:     4 /     8 =  50.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    70 =  85.714
0, 142  acc:     7 /     7 = 100.000
0, 143  acc:     2 /     6 =  33.333
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   144 /   154 =  93.506
0, 149  acc:    26 /    28 =  92.857
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     8 /    12 =  66.667
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    43 /    44 =  97.727
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    32 /    36 =  88.889
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    14 =  85.714
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     6 /     7 =  85.714
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     5 /     5 = 100.000
0, 169  acc:  1703 /  1959 =  86.932
0, 170  acc:   344 /   416 =  82.692
0, 171  acc:   139 /   158 =  87.975
0, 172  acc:   182 /   205 =  88.780
0, 173  acc:    30 /    34 =  88.235
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     2 /     5 =  40.000
0, 176  acc:    11 /    15 =  73.333
0, 177  acc:    70 /    78 =  89.744
0, 178  acc:    12 /    13 =  92.308
0, 179  acc:    15 /    16 =  93.750
0, 180  acc:     8 /     9 =  88.889
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    44 /    49 =  89.796
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:    10 /    12 =  83.333
0, 187  acc:    12 /    14 =  85.714
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    30 =  80.000
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     4 =  25.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    34 /    47 =  72.340
0, 197  acc:    12 /    13 =  92.308
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     7 /     9 =  77.778
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    21 /    23 =  91.304
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     6 /     7 =  85.714
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     7 =  85.714
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     4 =  75.000
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 29747 / 32761 =  90.800
1, 1  acc:  3270 /  3630 =  90.083
1, 2  acc:  5145 /  5886 =  87.411
1, 3  acc:  2074 /  2435 =  85.175
1, 4  acc:  2441 /  2774 =  87.996
1, 5  acc:   432 /   505 =  85.545
1, 6  acc:   230 /   262 =  87.786
1, 7  acc:   292 /   331 =  88.218
1, 8  acc:  2562 /  2990 =  85.686
1, 9  acc:   194 /   225 =  86.222
1, 10  acc:   219 /   265 =  82.642
1, 11  acc:    88 /   112 =  78.571
1, 12  acc:   430 /   485 =  88.660
1, 13  acc:    56 /    66 =  84.848
1, 14  acc:    63 /    75 =  84.000
1, 15  acc:    62 /    70 =  88.571
1, 16  acc:  3864 /  4471 =  86.424
1, 17  acc:   136 /   149 =  91.275
1, 18  acc:   298 /   356 =  83.708
1, 19  acc:   108 /   132 =  81.818
1, 20  acc:   137 /   153 =  89.542
1, 21  acc:    18 /    19 =  94.737
1, 22  acc:    82 /    94 =  87.234
1, 23  acc:    19 /    21 =  90.476
1, 24  acc:   483 /   580 =  83.276
1, 25  acc:     9 /    14 =  64.286
1, 26  acc:    47 /    53 =  88.679
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:    70 /    80 =  87.500
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    20 /    22 =  90.909
1, 31  acc:     1 /     3 =  33.333
1, 32  acc:   750 /   881 =  85.131
1, 33  acc:    39 /    43 =  90.698
1, 34  acc:    38 /    40 =  95.000
1, 35  acc:    14 /    16 =  87.500
1, 36  acc:    25 /    29 =  86.207
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:     9 /    10 =  90.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   178 /   211 =  84.360
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     2 /     8 =  25.000
1, 43  acc:    10 /    14 =  71.429
1, 44  acc:    10 /    15 =  66.667
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     4 /     4 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   237 /   281 =  84.342
1, 49  acc:     5 /     7 =  71.429
1, 50  acc:    20 /    24 =  83.333
1, 51  acc:    10 /    11 =  90.909
1, 52  acc:     8 /     9 =  88.889
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    22 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   168 /   189 =  88.889
1, 57  acc:    13 /    13 = 100.000
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:     7 /    10 =  70.000
1, 60  acc:    13 /    13 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /     9 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2747 /  3084 =  89.073
1, 65  acc:   382 /   433 =  88.222
1, 66  acc:   259 /   286 =  90.559
1, 67  acc:    79 /    96 =  82.292
1, 68  acc:   115 /   138 =  83.333
1, 69  acc:    22 /    25 =  88.000
1, 70  acc:    35 /    37 =  94.595
1, 71  acc:    11 /    13 =  84.615
1, 72  acc:    60 /    67 =  89.552
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:     7 /     8 =  87.500
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    96 /   108 =  88.889
1, 81  acc:    11 /    14 =  78.571
1, 82  acc:    19 /    25 =  76.000
1, 83  acc:     2 /     4 =  50.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /     9 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     7 /    11 =  63.636
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    75 /    92 =  81.522
1, 95  acc:    10 /    12 =  83.333
1, 96  acc:    10 /    11 =  90.909
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    12 =  83.333
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    20 =  95.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    18 /    18 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     5 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     3 /     5 =  60.000
1, 112  acc:     8 /     9 =  88.889
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3984 /  4777 =  83.400
1, 118  acc:  1042 /  1204 =  86.545
1, 119  acc:   253 /   299 =  84.615
1, 120  acc:   264 /   310 =  85.161
1, 121  acc:    69 /    78 =  88.462
1, 122  acc:    39 /    45 =  86.667
1, 123  acc:     8 /    11 =  72.727
1, 124  acc:    19 /    21 =  90.476
1, 125  acc:   270 /   319 =  84.639
1, 126  acc:    66 /    80 =  82.500
1, 127  acc:     6 /    13 =  46.154
1, 128  acc:    18 /    26 =  69.231
1, 129  acc:     5 /     6 =  83.333
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     7 =  57.143
1, 133  acc:   209 /   234 =  89.316
1, 134  acc:    41 /    51 =  80.392
1, 135  acc:    17 /    19 =  89.474
1, 136  acc:    14 /    23 =  60.870
1, 137  acc:     1 /     2 =  50.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    52 /    64 =  81.250
1, 142  acc:     8 /     8 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:    66 /    93 =  70.968
1, 149  acc:    12 /    13 =  92.308
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:     7 /    10 =  70.000
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    22 /    27 =  81.481
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    19 /    23 =  82.609
1, 160  acc:     0 /     3 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    11 /    14 =  78.571
1, 165  acc:     4 /     5 =  80.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1724 /  1999 =  86.243
1, 170  acc:   323 /   365 =  88.493
1, 171  acc:   143 /   168 =  85.119
1, 172  acc:   117 /   133 =  87.970
1, 173  acc:    24 /    31 =  77.419
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    21 /    29 =  72.414
1, 177  acc:    38 /    44 =  86.364
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     1 /     3 =  33.333
1, 181  acc:     2 /     3 =  66.667
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:     7 /     8 =  87.500
1, 184  acc:    53 /    65 =  81.538
1, 185  acc:    27 /    28 =  96.429
1, 186  acc:     8 /    10 =  80.000
1, 187  acc:     3 /     4 =  75.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    41 /    54 =  75.926
1, 197  acc:     4 /     5 =  80.000
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:     6 /     8 =  75.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /     8 =  87.500
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     1 /     1 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251467 / 269038 =  93.469
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24446 / 25373 =  96.347
0, 1  acc: 30143 / 31282 =  96.359
0, 2  acc:  5931 /  6155 =  96.361
0, 3  acc: 23447 / 24292 =  96.521
0, 4  acc: 10432 / 10829 =  96.334
0, 5  acc:  5347 /  5541 =  96.499
0, 6  acc:  6536 /  6785 =  96.330
0, 7  acc: 11573 / 12016 =  96.313
1, 0  acc:  4284 /  4437 =  96.552
1, 1  acc:  4793 /  4962 =  96.594
1, 2  acc:  2176 /  2265 =  96.071
1, 3  acc:  2367 /  2446 =  96.770
1, 4  acc:  3023 /  3125 =  96.736
1, 5  acc:   965 /  1003 =  96.211
1, 6  acc:  3013 /  3111 =  96.850
1, 7  acc:  4528 /  4682 =  96.711
--------------------------------------
Average acc: 143004 / 148304 =  96.426
Robust  acc:  2176 /  2265 =  96.071
--------------------------------------
New max robust acc: 96.07064017660043
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed14.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed14.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: 62.698 | Best Acc: 93.728
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10985 / 12092 =  90.845
0, 1  acc: 13007 / 14179 =  91.734
0, 2  acc:  2512 /  3210 =  78.255
0, 3  acc: 11342 / 12101 =  93.728
0, 4  acc:  4580 /  5355 =  85.528
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2521 /  3335 =  75.592
0, 7  acc:  4593 /  5723 =  80.255
1, 0  acc:  1495 /  2203 =  67.862
1, 1  acc:  1506 /  2270 =  66.344
1, 2  acc:   807 /  1216 =  66.365
1, 3  acc:   790 /  1260 =  62.698
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   333 /   520 =  64.038
1, 6  acc:  1149 /  1537 =  74.756
1, 7  acc:  1530 /  2246 =  68.121
------------------------------------
Average acc: 60909 / 71854 =  84.768
Robust  acc:   790 /  1260 =  62.698
------------------------------------
Accuracies by groups:
0, 0  acc: 10985 / 12092 =  90.845
0, 1  acc: 13007 / 14179 =  91.734
0, 2  acc:  2512 /  3210 =  78.255
0, 3  acc: 11342 / 12101 =  93.728
0, 4  acc:  4580 /  5355 =  85.528
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2521 /  3335 =  75.592
0, 7  acc:  4593 /  5723 =  80.255
1, 0  acc:  1495 /  2203 =  67.862
1, 1  acc:  1506 /  2270 =  66.344
1, 2  acc:   807 /  1216 =  66.365
1, 3  acc:   790 /  1260 =  62.698
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   333 /   520 =  64.038
1, 6  acc:  1149 /  1537 =  74.756
1, 7  acc:  1530 /  2246 =  68.121
------------------------------------
Average acc: 60909 / 71854 =  84.768
Robust  acc:   790 /  1260 =  62.698
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10985 / 12092 =  90.845
0, 1  acc: 13007 / 14179 =  91.734
0, 2  acc:  2512 /  3210 =  78.255
0, 3  acc: 11342 / 12101 =  93.728
0, 4  acc:  4580 /  5355 =  85.528
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2521 /  3335 =  75.592
0, 7  acc:  4593 /  5723 =  80.255
1, 0  acc:  1495 /  2203 =  67.862
1, 1  acc:  1506 /  2270 =  66.344
1, 2  acc:   807 /  1216 =  66.365
1, 3  acc:   790 /  1260 =  62.698
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   333 /   520 =  64.038
1, 6  acc:  1149 /  1537 =  74.756
1, 7  acc:  1530 /  2246 =  68.121
------------------------------------
Average acc: 60909 / 71854 =  84.768
Robust  acc:   790 /  1260 =  62.698
------------------------------------

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: 96.479 | Val Loss: 0.000 | Val Acc: 98.413
Training:
Accuracies by groups:
0, 0  acc: 108113 / 109979 =  98.303
0, 1  acc:  8995 /  9186 =  97.921
0, 2  acc: 14260 / 14672 =  97.192
0, 3  acc:  7278 /  7477 =  97.339
0, 4  acc:  2986 /  3174 =  94.077
0, 5  acc:   367 /   402 =  91.294
0, 6  acc:   349 /   377 =  92.573
0, 7  acc:   390 /   420 =  92.857
0, 8  acc: 10878 / 11115 =  97.868
0, 9  acc:   726 /   747 =  97.189
0, 10  acc:   774 /   791 =  97.851
0, 11  acc:   540 /   552 =  97.826
0, 12  acc:   576 /   615 =  93.659
0, 13  acc:    55 /    63 =  87.302
0, 14  acc:    92 /    99 =  92.929
0, 15  acc:    42 /    53 =  79.245
0, 16  acc:  6627 /  6977 =  94.984
0, 17  acc:   214 /   226 =  94.690
0, 18  acc:   679 /   725 =  93.655
0, 19  acc:   179 /   189 =  94.709
0, 20  acc:   126 /   144 =  87.500
0, 21  acc:    28 /    28 = 100.000
0, 22  acc:    61 /    65 =  93.846
0, 23  acc:     7 /    12 =  58.333
0, 24  acc:   861 /   916 =  93.996
0, 25  acc:    35 /    38 =  92.105
0, 26  acc:    84 /    87 =  96.552
0, 27  acc:    27 /    28 =  96.429
0, 28  acc:    56 /    58 =  96.552
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2306 /  2364 =  97.547
0, 33  acc:   120 /   123 =  97.561
0, 34  acc:    94 /    94 = 100.000
0, 35  acc:    42 /    42 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    17 /    17 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   629 /   641 =  98.128
0, 41  acc:    33 /    33 = 100.000
0, 42  acc:    22 /    24 =  91.667
0, 43  acc:    33 /    33 = 100.000
0, 44  acc:    31 /    32 =  96.875
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   458 /   479 =  95.616
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    20 /    21 =  95.238
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:    11 /    13 =  84.615
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     9 /     9 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   440 /   460 =  95.652
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    17 /    17 = 100.000
0, 59  acc:    23 /    25 =  92.000
0, 60  acc:    16 /    20 =  80.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    12 /    13 =  92.308
0, 63  acc:     4 /     4 = 100.000
0, 64  acc:  2857 /  3042 =  93.918
0, 65  acc:   415 /   445 =  93.258
0, 66  acc:   323 /   341 =  94.721
0, 67  acc:   124 /   129 =  96.124
0, 68  acc:    59 /    62 =  95.161
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    33 /    35 =  94.286
0, 71  acc:     9 /    10 =  90.000
0, 72  acc:    92 /    94 =  97.872
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     5 /     5 = 100.000
0, 75  acc:    16 /    16 = 100.000
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    86 /    90 =  95.556
0, 81  acc:     5 /     8 =  62.500
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:    13 /    13 = 100.000
0, 84  acc:     8 /     8 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     7 /     8 =  87.500
0, 87  acc:     3 /     4 =  75.000
0, 88  acc:    13 /    14 =  92.857
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    65 /    67 =  97.015
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    15 /    19 =  78.947
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:     7 /     8 =  87.500
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    24 /    29 =  82.759
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     8 =  87.500
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7029 /  7344 =  95.711
0, 118  acc:  1663 /  1735 =  95.850
0, 119  acc:   455 /   476 =  95.588
0, 120  acc:   388 /   408 =  95.098
0, 121  acc:    72 /    84 =  85.714
0, 122  acc:    29 /    32 =  90.625
0, 123  acc:     9 /    11 =  81.818
0, 124  acc:    16 /    20 =  80.000
0, 125  acc:   384 /   404 =  95.050
0, 126  acc:   113 /   121 =  93.388
0, 127  acc:    30 /    30 = 100.000
0, 128  acc:    47 /    47 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   186 /   206 =  90.291
0, 134  acc:    56 /    65 =  86.154
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    25 /    29 =  86.207
0, 137  acc:     5 /     8 =  62.500
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    66 /    67 =  98.507
0, 142  acc:    11 /    13 =  84.615
0, 143  acc:     7 /     9 =  77.778
0, 144  acc:     8 /     9 =  88.889
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   144 /   152 =  94.737
0, 149  acc:    22 /    23 =  95.652
0, 150  acc:     8 /     9 =  88.889
0, 151  acc:     7 /    11 =  63.636
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    34 /    35 =  97.143
0, 155  acc:     4 /     6 =  66.667
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    29 /    32 =  90.625
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    15 =  93.333
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1832 /  1991 =  92.014
0, 170  acc:   379 /   420 =  90.238
0, 171  acc:   122 /   135 =  90.370
0, 172  acc:   200 /   208 =  96.154
0, 173  acc:    25 /    26 =  96.154
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     6 /     7 =  85.714
0, 176  acc:    13 /    15 =  86.667
0, 177  acc:    74 /    75 =  98.667
0, 178  acc:    10 /    11 =  90.909
0, 179  acc:    10 /    12 =  83.333
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    55 /    56 =  98.214
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     3 /     4 =  75.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    29 = 100.000
0, 192  acc:     4 /     5 =  80.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     4 /     4 = 100.000
0, 196  acc:    47 /    55 =  85.455
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     4 /     6 =  66.667
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    27 /    27 = 100.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    17 /    18 =  94.444
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 30915 / 32472 =  95.205
1, 1  acc:  3344 /  3537 =  94.543
1, 2  acc:  5572 /  5929 =  93.979
1, 3  acc:  2438 /  2609 =  93.446
1, 4  acc:  2647 /  2824 =  93.732
1, 5  acc:   473 /   503 =  94.036
1, 6  acc:   263 /   281 =  93.594
1, 7  acc:   291 /   312 =  93.269
1, 8  acc:  2700 /  2898 =  93.168
1, 9  acc:   200 /   214 =  93.458
1, 10  acc:   249 /   269 =  92.565
1, 11  acc:   111 /   128 =  86.719
1, 12  acc:   428 /   451 =  94.900
1, 13  acc:    51 /    59 =  86.441
1, 14  acc:    59 /    70 =  84.286
1, 15  acc:    70 /    77 =  90.909
1, 16  acc:  4167 /  4477 =  93.076
1, 17  acc:   143 /   151 =  94.702
1, 18  acc:   354 /   375 =  94.400
1, 19  acc:   120 /   131 =  91.603
1, 20  acc:   164 /   180 =  91.111
1, 21  acc:    14 /    14 = 100.000
1, 22  acc:    65 /    70 =  92.857
1, 23  acc:    18 /    19 =  94.737
1, 24  acc:   535 /   591 =  90.525
1, 25  acc:     6 /     9 =  66.667
1, 26  acc:    56 /    60 =  93.333
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:    77 /    81 =  95.062
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:     9 /     9 = 100.000
1, 31  acc:     3 /     6 =  50.000
1, 32  acc:   836 /   892 =  93.722
1, 33  acc:    35 /    38 =  92.105
1, 34  acc:    33 /    37 =  89.189
1, 35  acc:     8 /     9 =  88.889
1, 36  acc:    24 /    25 =  96.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    15 /    17 =  88.235
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   212 /   225 =  94.222
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     8 /    11 =  72.727
1, 43  acc:    13 /    14 =  92.857
1, 44  acc:    18 /    19 =  94.737
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     3 /     5 =  60.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   257 /   278 =  92.446
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    23 /    25 =  92.000
1, 51  acc:     8 /     8 = 100.000
1, 52  acc:     7 /     7 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    25 /    26 =  96.154
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   243 /   262 =  92.748
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    13 /    15 =  86.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     7 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2863 /  3044 =  94.054
1, 65  acc:   376 /   401 =  93.766
1, 66  acc:   244 /   263 =  92.776
1, 67  acc:   102 /   109 =  93.578
1, 68  acc:   124 /   134 =  92.537
1, 69  acc:    27 /    27 = 100.000
1, 70  acc:    38 /    38 = 100.000
1, 71  acc:    11 /    12 =  91.667
1, 72  acc:    55 /    57 =  96.491
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    14 /    15 =  93.333
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   109 /   119 =  91.597
1, 81  acc:     5 /     6 =  83.333
1, 82  acc:    23 /    27 =  85.185
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:    12 /    12 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     4 =  50.000
1, 93  acc:     3 /     4 =  75.000
1, 94  acc:    82 /    91 =  90.110
1, 95  acc:     8 /     8 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    23 /    23 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    15 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    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:  4299 /  4646 =  92.531
1, 118  acc:  1031 /  1118 =  92.218
1, 119  acc:   243 /   265 =  91.698
1, 120  acc:   295 /   314 =  93.949
1, 121  acc:    75 /    83 =  90.361
1, 122  acc:    35 /    38 =  92.105
1, 123  acc:     4 /     6 =  66.667
1, 124  acc:    22 /    24 =  91.667
1, 125  acc:   282 /   301 =  93.688
1, 126  acc:    72 /    77 =  93.506
1, 127  acc:     7 /    11 =  63.636
1, 128  acc:    27 /    29 =  93.103
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     8 /     9 =  88.889
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     6 =  83.333
1, 133  acc:   220 /   250 =  88.000
1, 134  acc:    36 /    38 =  94.737
1, 135  acc:    20 /    20 = 100.000
1, 136  acc:    21 /    22 =  95.455
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    62 /    68 =  91.176
1, 142  acc:     6 /     9 =  66.667
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:    99 /   111 =  89.189
1, 149  acc:     9 /    10 =  90.000
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:    10 /    12 =  83.333
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    19 /    20 =  95.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     5 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    22 = 100.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    14 /    15 =  93.333
1, 165  acc:     0 /     0 =     nan
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1958 /  2098 =  93.327
1, 170  acc:   359 /   383 =  93.734
1, 171  acc:   147 /   154 =  95.455
1, 172  acc:   133 /   142 =  93.662
1, 173  acc:    34 /    36 =  94.444
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    26 /    32 =  81.250
1, 177  acc:    46 /    55 =  83.636
1, 178  acc:     3 /     6 =  50.000
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     6 /     7 =  85.714
1, 181  acc:     1 /     2 =  50.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     7 /     7 = 100.000
1, 184  acc:    63 /    67 =  94.030
1, 185  acc:    22 /    22 = 100.000
1, 186  acc:     6 /     7 =  85.714
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    51 /    54 =  94.444
1, 197  acc:     2 /     3 =  66.667
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:     5 /     7 =  71.429
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:     9 /    10 =  90.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     7 /     8 =  87.500
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259566 / 269038 =  96.479
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24982 / 25373 =  98.459
0, 1  acc: 30796 / 31282 =  98.446
0, 2  acc:  6065 /  6155 =  98.538
0, 3  acc: 23891 / 24292 =  98.349
0, 4  acc: 10654 / 10829 =  98.384
0, 5  acc:  5443 /  5541 =  98.231
0, 6  acc:  6679 /  6785 =  98.438
0, 7  acc: 11842 / 12016 =  98.552
1, 0  acc:  4354 /  4437 =  98.129
1, 1  acc:  4882 /  4962 =  98.388
1, 2  acc:  2224 /  2265 =  98.190
1, 3  acc:  2407 /  2446 =  98.406
1, 4  acc:  3058 /  3125 =  97.856
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3060 /  3111 =  98.361
1, 7  acc:  4610 /  4682 =  98.462
--------------------------------------
Average acc: 145940 / 148304 =  98.406
Robust  acc:  3058 /  3125 =  97.856
--------------------------------------
New max robust acc: 97.856
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed14.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed14.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 55.000 | Best Acc: 95.546
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11200 / 12092 =  92.623
0, 1  acc: 13321 / 14179 =  93.949
0, 2  acc:  2748 /  3210 =  85.607
0, 3  acc: 11562 / 12101 =  95.546
0, 4  acc:  4806 /  5355 =  89.748
0, 5  acc:  2784 /  2980 =  93.423
0, 6  acc:  2682 /  3335 =  80.420
0, 7  acc:  4875 /  5723 =  85.183
1, 0  acc:  1367 /  2203 =  62.052
1, 1  acc:  1353 /  2270 =  59.604
1, 2  acc:   697 /  1216 =  57.319
1, 3  acc:   698 /  1260 =  55.397
1, 4  acc:   898 /  1627 =  55.194
1, 5  acc:   286 /   520 =  55.000
1, 6  acc:  1012 /  1537 =  65.843
1, 7  acc:  1343 /  2246 =  59.795
------------------------------------
Average acc: 61632 / 71854 =  85.774
Robust  acc:   286 /   520 =  55.000
------------------------------------
Accuracies by groups:
0, 0  acc: 11200 / 12092 =  92.623
0, 1  acc: 13321 / 14179 =  93.949
0, 2  acc:  2748 /  3210 =  85.607
0, 3  acc: 11562 / 12101 =  95.546
0, 4  acc:  4806 /  5355 =  89.748
0, 5  acc:  2784 /  2980 =  93.423
0, 6  acc:  2682 /  3335 =  80.420
0, 7  acc:  4875 /  5723 =  85.183
1, 0  acc:  1367 /  2203 =  62.052
1, 1  acc:  1353 /  2270 =  59.604
1, 2  acc:   697 /  1216 =  57.319
1, 3  acc:   698 /  1260 =  55.397
1, 4  acc:   898 /  1627 =  55.194
1, 5  acc:   286 /   520 =  55.000
1, 6  acc:  1012 /  1537 =  65.843
1, 7  acc:  1343 /  2246 =  59.795
------------------------------------
Average acc: 61632 / 71854 =  85.774
Robust  acc:   286 /   520 =  55.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11200 / 12092 =  92.623
0, 1  acc: 13321 / 14179 =  93.949
0, 2  acc:  2748 /  3210 =  85.607
0, 3  acc: 11562 / 12101 =  95.546
0, 4  acc:  4806 /  5355 =  89.748
0, 5  acc:  2784 /  2980 =  93.423
0, 6  acc:  2682 /  3335 =  80.420
0, 7  acc:  4875 /  5723 =  85.183
1, 0  acc:  1367 /  2203 =  62.052
1, 1  acc:  1353 /  2270 =  59.604
1, 2  acc:   697 /  1216 =  57.319
1, 3  acc:   698 /  1260 =  55.397
1, 4  acc:   898 /  1627 =  55.194
1, 5  acc:   286 /   520 =  55.000
1, 6  acc:  1012 /  1537 =  65.843
1, 7  acc:  1343 /  2246 =  59.795
------------------------------------
Average acc: 61632 / 71854 =  85.774
Robust  acc:   286 /   520 =  55.000
------------------------------------

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: 0.005 | Train Acc: 97.884 | Val Loss: 0.000 | Val Acc: 99.164
Training:
Accuracies by groups:
0, 0  acc: 107963 / 109136 =  98.925
0, 1  acc:  9317 /  9449 =  98.603
0, 2  acc: 14555 / 14776 =  98.504
0, 3  acc:  7480 /  7589 =  98.564
0, 4  acc:  2956 /  3079 =  96.005
0, 5  acc:   349 /   365 =  95.616
0, 6  acc:   379 /   390 =  97.179
0, 7  acc:   384 /   399 =  96.241
0, 8  acc: 10952 / 11107 =  98.604
0, 9  acc:   809 /   820 =  98.659
0, 10  acc:   791 /   806 =  98.139
0, 11  acc:   520 /   531 =  97.928
0, 12  acc:   544 /   572 =  95.105
0, 13  acc:    60 /    62 =  96.774
0, 14  acc:    90 /    91 =  98.901
0, 15  acc:    62 /    66 =  93.939
0, 16  acc:  6792 /  6974 =  97.390
0, 17  acc:   227 /   232 =  97.845
0, 18  acc:   647 /   661 =  97.882
0, 19  acc:   225 /   232 =  96.983
0, 20  acc:   111 /   115 =  96.522
0, 21  acc:    22 /    23 =  95.652
0, 22  acc:    69 /    70 =  98.571
0, 23  acc:     5 /     8 =  62.500
0, 24  acc:   914 /   952 =  96.008
0, 25  acc:    61 /    63 =  96.825
0, 26  acc:    69 /    70 =  98.571
0, 27  acc:    34 /    35 =  97.143
0, 28  acc:    42 /    45 =  93.333
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     8 /     8 = 100.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  2435 /  2472 =  98.503
0, 33  acc:   100 /   103 =  97.087
0, 34  acc:    91 /    92 =  98.913
0, 35  acc:    34 /    34 = 100.000
0, 36  acc:    45 /    46 =  97.826
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    15 /    16 =  93.750
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   686 /   693 =  98.990
0, 41  acc:    36 /    38 =  94.737
0, 42  acc:    25 /    25 = 100.000
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    14 /    15 =  93.333
0, 45  acc:     5 /     5 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     4 /     5 =  80.000
0, 48  acc:   481 /   497 =  96.781
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    13 /    15 =  86.667
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   448 /   458 =  97.817
0, 57  acc:    19 /    19 = 100.000
0, 58  acc:    23 /    24 =  95.833
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    24 /    27 =  88.889
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2995 /  3127 =  95.779
0, 65  acc:   420 /   438 =  95.890
0, 66  acc:   271 /   282 =  96.099
0, 67  acc:   129 /   135 =  95.556
0, 68  acc:    73 /    80 =  91.250
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    22 /    24 =  91.667
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    76 /    77 =  98.701
0, 73  acc:    11 /    12 =  91.667
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:    10 /    10 = 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:    87 /    94 =  92.553
0, 81  acc:     7 /     8 =  87.500
0, 82  acc:    18 /    18 = 100.000
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:    10 /    11 =  90.909
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    13 /    14 =  92.857
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     5 /     5 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     5 /     5 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    61 /    62 =  98.387
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     7 /     8 =  87.500
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    15 =  86.667
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     5 /     6 =  83.333
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    17 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     6 /     7 =  85.714
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /    10 =  90.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7206 /  7428 =  97.011
0, 118  acc:  1634 /  1683 =  97.089
0, 119  acc:   416 /   431 =  96.520
0, 120  acc:   406 /   422 =  96.209
0, 121  acc:    87 /    95 =  91.579
0, 122  acc:    31 /    32 =  96.875
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    26 /    29 =  89.655
0, 125  acc:   473 /   484 =  97.727
0, 126  acc:   116 /   121 =  95.868
0, 127  acc:    28 /    29 =  96.552
0, 128  acc:    25 /    25 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   223 /   234 =  95.299
0, 134  acc:    67 /    71 =  94.366
0, 135  acc:    27 /    29 =  93.103
0, 136  acc:    33 /    35 =  94.286
0, 137  acc:     4 /     5 =  80.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    79 /    81 =  97.531
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:    13 /    14 =  92.857
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   143 /   147 =  97.279
0, 149  acc:    22 /    22 = 100.000
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:    11 /    14 =  78.571
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    36 /    39 =  92.308
0, 155  acc:     6 /     8 =  75.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    23 /    25 =  92.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    28 /    29 =  96.552
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     4 /     4 = 100.000
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1889 /  1983 =  95.260
0, 170  acc:   407 /   424 =  95.991
0, 171  acc:   134 /   143 =  93.706
0, 172  acc:   206 /   213 =  96.714
0, 173  acc:    28 /    29 =  96.552
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     5 /     8 =  62.500
0, 176  acc:    13 /    16 =  81.250
0, 177  acc:    76 /    77 =  98.701
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:    14 /    15 =  93.333
0, 180  acc:     2 /     2 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     3 /     4 =  75.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    55 /    56 =  98.214
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     9 /     9 = 100.000
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    33 /    35 =  94.286
0, 192  acc:     4 /     4 = 100.000
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    48 /    50 =  96.000
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    25 /    28 =  89.286
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     4 /     4 = 100.000
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 31966 / 32876 =  97.232
1, 1  acc:  3348 /  3451 =  97.015
1, 2  acc:  5788 /  6005 =  96.386
1, 3  acc:  2397 /  2477 =  96.770
1, 4  acc:  2709 /  2816 =  96.200
1, 5  acc:   500 /   509 =  98.232
1, 6  acc:   261 /   272 =  95.956
1, 7  acc:   312 /   330 =  94.545
1, 8  acc:  2783 /  2899 =  95.999
1, 9  acc:   208 /   213 =  97.653
1, 10  acc:   251 /   258 =  97.287
1, 11  acc:   129 /   136 =  94.853
1, 12  acc:   428 /   444 =  96.396
1, 13  acc:    52 /    58 =  89.655
1, 14  acc:    72 /    74 =  97.297
1, 15  acc:    67 /    70 =  95.714
1, 16  acc:  4147 /  4336 =  95.641
1, 17  acc:   160 /   164 =  97.561
1, 18  acc:   319 /   337 =  94.659
1, 19  acc:   116 /   120 =  96.667
1, 20  acc:   155 /   160 =  96.875
1, 21  acc:    21 /    22 =  95.455
1, 22  acc:    73 /    81 =  90.123
1, 23  acc:    25 /    30 =  83.333
1, 24  acc:   514 /   545 =  94.312
1, 25  acc:     5 /     6 =  83.333
1, 26  acc:    72 /    74 =  97.297
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    67 /    68 =  98.529
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:     6 /     6 = 100.000
1, 31  acc:     7 /     8 =  87.500
1, 32  acc:   875 /   919 =  95.212
1, 33  acc:    41 /    41 = 100.000
1, 34  acc:    38 /    39 =  97.436
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    31 /    32 =  96.875
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    11 /    12 =  91.667
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   206 /   214 =  96.262
1, 41  acc:     8 /     9 =  88.889
1, 42  acc:     4 /     5 =  80.000
1, 43  acc:    11 /    11 = 100.000
1, 44  acc:    12 /    13 =  92.308
1, 45  acc:     3 /     4 =  75.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   277 /   289 =  95.848
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    27 /    27 = 100.000
1, 51  acc:    18 /    19 =  94.737
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    16 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   232 /   244 =  95.082
1, 57  acc:     8 /    10 =  80.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     6 /     6 = 100.000
1, 60  acc:    15 /    16 =  93.750
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2895 /  2984 =  97.017
1, 65  acc:   429 /   441 =  97.279
1, 66  acc:   276 /   285 =  96.842
1, 67  acc:    97 /   101 =  96.040
1, 68  acc:   117 /   127 =  92.126
1, 69  acc:    21 /    21 = 100.000
1, 70  acc:    47 /    49 =  95.918
1, 71  acc:    19 /    20 =  95.000
1, 72  acc:    67 /    68 =  98.529
1, 73  acc:     3 /     4 =  75.000
1, 74  acc:     5 /     6 =  83.333
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   111 /   114 =  97.368
1, 81  acc:     7 /    11 =  63.636
1, 82  acc:    25 /    25 = 100.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    15 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     4 /     6 =  66.667
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:    80 /    82 =  97.561
1, 95  acc:    10 /    10 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    12 /    12 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     5 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     8 /     8 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4627 /  4840 =  95.599
1, 118  acc:  1153 /  1198 =  96.244
1, 119  acc:   264 /   275 =  96.000
1, 120  acc:   313 /   327 =  95.719
1, 121  acc:    71 /    76 =  93.421
1, 122  acc:    33 /    35 =  94.286
1, 123  acc:     8 /     8 = 100.000
1, 124  acc:    22 /    23 =  95.652
1, 125  acc:   264 /   274 =  96.350
1, 126  acc:    70 /    71 =  98.592
1, 127  acc:    15 /    17 =  88.235
1, 128  acc:    28 /    29 =  96.552
1, 129  acc:    14 /    15 =  93.333
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   232 /   244 =  95.082
1, 134  acc:    50 /    54 =  92.593
1, 135  acc:    25 /    25 = 100.000
1, 136  acc:    27 /    29 =  93.103
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    55 /    55 = 100.000
1, 142  acc:    13 /    13 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:    98 /   106 =  92.453
1, 149  acc:    12 /    12 = 100.000
1, 150  acc:     4 /     5 =  80.000
1, 151  acc:     5 /    10 =  50.000
1, 152  acc:     1 /     3 =  33.333
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    17 /    18 =  94.444
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    18 /    19 =  94.737
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    10 /    11 =  90.909
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:  1903 /  1984 =  95.917
1, 170  acc:   364 /   384 =  94.792
1, 171  acc:   157 /   162 =  96.914
1, 172  acc:   120 /   124 =  96.774
1, 173  acc:    28 /    32 =  87.500
1, 174  acc:     5 /     6 =  83.333
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    23 /    26 =  88.462
1, 177  acc:    52 /    55 =  94.545
1, 178  acc:     6 /     7 =  85.714
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    11 /    11 = 100.000
1, 184  acc:    71 /    75 =  94.667
1, 185  acc:    17 /    18 =  94.444
1, 186  acc:     6 /     6 = 100.000
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    57 /    64 =  89.062
1, 197  acc:    10 /    10 = 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:    10 /    10 = 100.000
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     2 /     4 =  50.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263346 / 269038 =  97.884
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25155 / 25373 =  99.141
0, 1  acc: 31034 / 31282 =  99.207
0, 2  acc:  6090 /  6155 =  98.944
0, 3  acc: 24094 / 24292 =  99.185
0, 4  acc: 10734 / 10829 =  99.123
0, 5  acc:  5486 /  5541 =  99.007
0, 6  acc:  6733 /  6785 =  99.234
0, 7  acc: 11913 / 12016 =  99.143
1, 0  acc:  4400 /  4437 =  99.166
1, 1  acc:  4916 /  4962 =  99.073
1, 2  acc:  2243 /  2265 =  99.029
1, 3  acc:  2427 /  2446 =  99.223
1, 4  acc:  3096 /  3125 =  99.072
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3090 /  3111 =  99.325
1, 7  acc:  4652 /  4682 =  99.359
--------------------------------------
Average acc: 147056 / 148304 =  99.158
Robust  acc:  6090 /  6155 =  98.944
--------------------------------------
New max robust acc: 98.94394800974817
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed14.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed14.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: 50.740 | Best Acc: 96.141
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11395 / 12092 =  94.236
0, 1  acc: 13463 / 14179 =  94.950
0, 2  acc:  2881 /  3210 =  89.751
0, 3  acc: 11634 / 12101 =  96.141
0, 4  acc:  4834 /  5355 =  90.271
0, 5  acc:  2785 /  2980 =  93.456
0, 6  acc:  2822 /  3335 =  84.618
0, 7  acc:  4938 /  5723 =  86.283
1, 0  acc:  1273 /  2203 =  57.785
1, 1  acc:  1273 /  2270 =  56.079
1, 2  acc:   617 /  1216 =  50.740
1, 3  acc:   660 /  1260 =  52.381
1, 4  acc:   899 /  1627 =  55.255
1, 5  acc:   285 /   520 =  54.808
1, 6  acc:   942 /  1537 =  61.288
1, 7  acc:  1322 /  2246 =  58.860
------------------------------------
Average acc: 62023 / 71854 =  86.318
Robust  acc:   617 /  1216 =  50.740
------------------------------------
Accuracies by groups:
0, 0  acc: 11395 / 12092 =  94.236
0, 1  acc: 13463 / 14179 =  94.950
0, 2  acc:  2881 /  3210 =  89.751
0, 3  acc: 11634 / 12101 =  96.141
0, 4  acc:  4834 /  5355 =  90.271
0, 5  acc:  2785 /  2980 =  93.456
0, 6  acc:  2822 /  3335 =  84.618
0, 7  acc:  4938 /  5723 =  86.283
1, 0  acc:  1273 /  2203 =  57.785
1, 1  acc:  1273 /  2270 =  56.079
1, 2  acc:   617 /  1216 =  50.740
1, 3  acc:   660 /  1260 =  52.381
1, 4  acc:   899 /  1627 =  55.255
1, 5  acc:   285 /   520 =  54.808
1, 6  acc:   942 /  1537 =  61.288
1, 7  acc:  1322 /  2246 =  58.860
------------------------------------
Average acc: 62023 / 71854 =  86.318
Robust  acc:   617 /  1216 =  50.740
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11395 / 12092 =  94.236
0, 1  acc: 13463 / 14179 =  94.950
0, 2  acc:  2881 /  3210 =  89.751
0, 3  acc: 11634 / 12101 =  96.141
0, 4  acc:  4834 /  5355 =  90.271
0, 5  acc:  2785 /  2980 =  93.456
0, 6  acc:  2822 /  3335 =  84.618
0, 7  acc:  4938 /  5723 =  86.283
1, 0  acc:  1273 /  2203 =  57.785
1, 1  acc:  1273 /  2270 =  56.079
1, 2  acc:   617 /  1216 =  50.740
1, 3  acc:   660 /  1260 =  52.381
1, 4  acc:   899 /  1627 =  55.255
1, 5  acc:   285 /   520 =  54.808
1, 6  acc:   942 /  1537 =  61.288
1, 7  acc:  1322 /  2246 =  58.860
------------------------------------
Average acc: 62023 / 71854 =  86.318
Robust  acc:   617 /  1216 =  50.740
------------------------------------

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: 98.560 | Val Loss: 0.000 | Val Acc: 99.338
Training:
Accuracies by groups:
0, 0  acc: 108512 / 109344 =  99.239
0, 1  acc:  9325 /  9412 =  99.076
0, 2  acc: 14673 / 14853 =  98.788
0, 3  acc:  7439 /  7533 =  98.752
0, 4  acc:  3085 /  3156 =  97.750
0, 5  acc:   373 /   385 =  96.883
0, 6  acc:   401 /   415 =  96.627
0, 7  acc:   433 /   439 =  98.633
0, 8  acc: 11255 / 11354 =  99.128
0, 9  acc:   773 /   783 =  98.723
0, 10  acc:   803 /   810 =  99.136
0, 11  acc:   564 /   571 =  98.774
0, 12  acc:   570 /   586 =  97.270
0, 13  acc:    71 /    73 =  97.260
0, 14  acc:    82 /    83 =  98.795
0, 15  acc:    57 /    59 =  96.610
0, 16  acc:  6700 /  6828 =  98.125
0, 17  acc:   238 /   248 =  95.968
0, 18  acc:   698 /   711 =  98.172
0, 19  acc:   222 /   232 =  95.690
0, 20  acc:   127 /   135 =  94.074
0, 21  acc:    15 /    15 = 100.000
0, 22  acc:    80 /    82 =  97.561
0, 23  acc:    15 /    19 =  78.947
0, 24  acc:   896 /   914 =  98.031
0, 25  acc:    48 /    48 = 100.000
0, 26  acc:    85 /    86 =  98.837
0, 27  acc:    28 /    28 = 100.000
0, 28  acc:    41 /    41 = 100.000
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     7 /     7 = 100.000
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  2348 /  2373 =  98.946
0, 33  acc:    98 /    98 = 100.000
0, 34  acc:   104 /   107 =  97.196
0, 35  acc:    34 /    35 =  97.143
0, 36  acc:    48 /    49 =  97.959
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    26 /    26 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   702 /   708 =  99.153
0, 41  acc:    28 /    28 = 100.000
0, 42  acc:    20 /    20 = 100.000
0, 43  acc:    27 /    27 = 100.000
0, 44  acc:    25 /    26 =  96.154
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   461 /   470 =  98.085
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    29 /    30 =  96.667
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:    10 /    10 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   451 /   459 =  98.257
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    30 /    31 =  96.774
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    23 /    24 =  95.833
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     6 /     6 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2902 /  2979 =  97.415
0, 65  acc:   434 /   440 =  98.636
0, 66  acc:   297 /   306 =  97.059
0, 67  acc:   114 /   118 =  96.610
0, 68  acc:    81 /    85 =  95.294
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    26 /    28 =  92.857
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    77 /    79 =  97.468
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    14 /    14 = 100.000
0, 76  acc:     8 /     8 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    96 /   100 =  96.000
0, 81  acc:    10 /    12 =  83.333
0, 82  acc:    12 /    13 =  92.308
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    15 /    15 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    80 /    83 =  96.386
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     4 /     4 = 100.000
0, 98  acc:    18 /    18 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     6 /     6 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     7 /     7 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    25 /    25 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     9 /     9 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7324 /  7465 =  98.111
0, 118  acc:  1627 /  1654 =  98.368
0, 119  acc:   424 /   439 =  96.583
0, 120  acc:   454 /   472 =  96.186
0, 121  acc:    73 /    76 =  96.053
0, 122  acc:    25 /    25 = 100.000
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    20 /    21 =  95.238
0, 125  acc:   453 /   461 =  98.265
0, 126  acc:   128 /   130 =  98.462
0, 127  acc:    40 /    40 = 100.000
0, 128  acc:    48 /    48 = 100.000
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   242 /   248 =  97.581
0, 134  acc:    51 /    55 =  92.727
0, 135  acc:    31 /    31 = 100.000
0, 136  acc:    21 /    23 =  91.304
0, 137  acc:    11 /    11 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    70 /    72 =  97.222
0, 142  acc:    22 /    22 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   132 /   138 =  95.652
0, 149  acc:    20 /    20 = 100.000
0, 150  acc:     7 /     7 = 100.000
0, 151  acc:    11 /    16 =  68.750
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    28 /    30 =  93.333
0, 155  acc:     9 /     9 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    30 /    30 = 100.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    20 =  95.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1826 /  1879 =  97.179
0, 170  acc:   422 /   436 =  96.789
0, 171  acc:   122 /   125 =  97.600
0, 172  acc:   176 /   178 =  98.876
0, 173  acc:    25 /    27 =  92.593
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    21 /    22 =  95.455
0, 177  acc:    65 /    66 =  98.485
0, 178  acc:    13 /    14 =  92.857
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     6 /     6 = 100.000
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    55 /    56 =  98.214
0, 185  acc:     2 /     2 = 100.000
0, 186  acc:    12 /    12 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     4 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    29 =  89.655
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     6 /     6 = 100.000
0, 196  acc:    52 /    54 =  96.296
0, 197  acc:    10 /    11 =  90.909
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    22 /    23 =  95.652
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     5 /     5 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:    10 /    11 =  90.909
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     7 /     7 = 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: 32284 / 32894 =  98.146
1, 1  acc:  3448 /  3525 =  97.816
1, 2  acc:  5672 /  5807 =  97.675
1, 3  acc:  2399 /  2469 =  97.165
1, 4  acc:  2816 /  2882 =  97.710
1, 5  acc:   496 /   504 =  98.413
1, 6  acc:   304 /   308 =  98.701
1, 7  acc:   329 /   333 =  98.799
1, 8  acc:  2840 /  2918 =  97.327
1, 9  acc:   171 /   178 =  96.067
1, 10  acc:   217 /   224 =  96.875
1, 11  acc:   129 /   133 =  96.992
1, 12  acc:   444 /   457 =  97.155
1, 13  acc:    68 /    73 =  93.151
1, 14  acc:    72 /    76 =  94.737
1, 15  acc:    63 /    68 =  92.647
1, 16  acc:  4303 /  4413 =  97.507
1, 17  acc:   151 /   152 =  99.342
1, 18  acc:   337 /   342 =  98.538
1, 19  acc:   125 /   127 =  98.425
1, 20  acc:   162 /   171 =  94.737
1, 21  acc:    24 /    24 = 100.000
1, 22  acc:    80 /    83 =  96.386
1, 23  acc:    15 /    19 =  78.947
1, 24  acc:   559 /   584 =  95.719
1, 25  acc:    14 /    14 = 100.000
1, 26  acc:    75 /    78 =  96.154
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:    77 /    78 =  98.718
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:     9 /    10 =  90.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   857 /   883 =  97.055
1, 33  acc:    49 /    49 = 100.000
1, 34  acc:    35 /    37 =  94.595
1, 35  acc:    10 /    10 = 100.000
1, 36  acc:    26 /    27 =  96.296
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    17 /    18 =  94.444
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   211 /   213 =  99.061
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     7 /     7 = 100.000
1, 43  acc:     6 /     6 = 100.000
1, 44  acc:    18 /    18 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   278 /   290 =  95.862
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    11 /    12 =  91.667
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    13 /    13 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   191 /   199 =  95.980
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:    10 /    11 =  90.909
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    20 /    20 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     8 =  87.500
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2927 /  2995 =  97.730
1, 65  acc:   442 /   452 =  97.788
1, 66  acc:   242 /   251 =  96.414
1, 67  acc:    99 /   103 =  96.117
1, 68  acc:   138 /   141 =  97.872
1, 69  acc:    22 /    22 = 100.000
1, 70  acc:    57 /    57 = 100.000
1, 71  acc:    12 /    12 = 100.000
1, 72  acc:    58 /    59 =  98.305
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    14 /    14 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   124 /   127 =  97.638
1, 81  acc:     8 /    10 =  80.000
1, 82  acc:    30 /    30 = 100.000
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /     9 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     6 /     6 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    79 /    80 =  98.750
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:     6 /     6 = 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:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    11 /    11 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     6 /     7 =  85.714
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:  4557 /  4704 =  96.875
1, 118  acc:  1092 /  1123 =  97.240
1, 119  acc:   250 /   261 =  95.785
1, 120  acc:   280 /   288 =  97.222
1, 121  acc:    64 /    68 =  94.118
1, 122  acc:    29 /    29 = 100.000
1, 123  acc:    14 /    14 = 100.000
1, 124  acc:    26 /    27 =  96.296
1, 125  acc:   294 /   308 =  95.455
1, 126  acc:    71 /    72 =  98.611
1, 127  acc:    16 /    16 = 100.000
1, 128  acc:    21 /    22 =  95.455
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     3 = 100.000
1, 133  acc:   253 /   263 =  96.198
1, 134  acc:    59 /    59 = 100.000
1, 135  acc:    19 /    20 =  95.000
1, 136  acc:    23 /    25 =  92.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     5 /     5 = 100.000
1, 141  acc:    74 /    76 =  97.368
1, 142  acc:    12 /    12 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   105 /   111 =  94.595
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:     3 /     4 =  75.000
1, 151  acc:     4 /     8 =  50.000
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    30 /    32 =  93.750
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    22 = 100.000
1, 160  acc:     5 /     5 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    25 /    26 =  96.154
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1935 /  1977 =  97.876
1, 170  acc:   370 /   379 =  97.625
1, 171  acc:   139 /   143 =  97.203
1, 172  acc:   118 /   119 =  99.160
1, 173  acc:    35 /    35 = 100.000
1, 174  acc:     2 /     2 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    21 /    22 =  95.455
1, 177  acc:    50 /    51 =  98.039
1, 178  acc:     5 /     6 =  83.333
1, 179  acc:     9 /     9 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     1 /     2 =  50.000
1, 183  acc:     6 /     7 =  85.714
1, 184  acc:    71 /    71 = 100.000
1, 185  acc:    21 /    21 = 100.000
1, 186  acc:    13 /    13 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     3 /     3 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    63 /    66 =  95.455
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     8 =  87.500
1, 205  acc:     3 /     3 = 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:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     7 /     8 =  87.500
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265163 / 269038 =  98.560
Robust  acc:     1 /     2 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25222 / 25373 =  99.405
0, 1  acc: 31068 / 31282 =  99.316
0, 2  acc:  6120 /  6155 =  99.431
0, 3  acc: 24126 / 24292 =  99.317
0, 4  acc: 10768 / 10829 =  99.437
0, 5  acc:  5502 /  5541 =  99.296
0, 6  acc:  6740 /  6785 =  99.337
0, 7  acc: 11929 / 12016 =  99.276
1, 0  acc:  4393 /  4437 =  99.008
1, 1  acc:  4924 /  4962 =  99.234
1, 2  acc:  2247 /  2265 =  99.205
1, 3  acc:  2431 /  2446 =  99.387
1, 4  acc:  3102 /  3125 =  99.264
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3090 /  3111 =  99.325
1, 7  acc:  4653 /  4682 =  99.381
--------------------------------------
Average acc: 147308 / 148304 =  99.328
Robust  acc:   993 /  1003 =  99.003
--------------------------------------
New max robust acc: 99.00299102691925
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed14.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed14.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: 56.825 | Best Acc: 94.951
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11198 / 12092 =  92.607
0, 1  acc: 13310 / 14179 =  93.871
0, 2  acc:  2665 /  3210 =  83.022
0, 3  acc: 11490 / 12101 =  94.951
0, 4  acc:  4687 /  5355 =  87.526
0, 5  acc:  2691 /  2980 =  90.302
0, 6  acc:  2683 /  3335 =  80.450
0, 7  acc:  4757 /  5723 =  83.121
1, 0  acc:  1380 /  2203 =  62.642
1, 1  acc:  1345 /  2270 =  59.251
1, 2  acc:   746 /  1216 =  61.349
1, 3  acc:   716 /  1260 =  56.825
1, 4  acc:   955 /  1627 =  58.697
1, 5  acc:   314 /   520 =  60.385
1, 6  acc:  1032 /  1537 =  67.144
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 61414 / 71854 =  85.471
Robust  acc:   716 /  1260 =  56.825
------------------------------------
Accuracies by groups:
0, 0  acc: 11198 / 12092 =  92.607
0, 1  acc: 13310 / 14179 =  93.871
0, 2  acc:  2665 /  3210 =  83.022
0, 3  acc: 11490 / 12101 =  94.951
0, 4  acc:  4687 /  5355 =  87.526
0, 5  acc:  2691 /  2980 =  90.302
0, 6  acc:  2683 /  3335 =  80.450
0, 7  acc:  4757 /  5723 =  83.121
1, 0  acc:  1380 /  2203 =  62.642
1, 1  acc:  1345 /  2270 =  59.251
1, 2  acc:   746 /  1216 =  61.349
1, 3  acc:   716 /  1260 =  56.825
1, 4  acc:   955 /  1627 =  58.697
1, 5  acc:   314 /   520 =  60.385
1, 6  acc:  1032 /  1537 =  67.144
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 61414 / 71854 =  85.471
Robust  acc:   716 /  1260 =  56.825
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11198 / 12092 =  92.607
0, 1  acc: 13310 / 14179 =  93.871
0, 2  acc:  2665 /  3210 =  83.022
0, 3  acc: 11490 / 12101 =  94.951
0, 4  acc:  4687 /  5355 =  87.526
0, 5  acc:  2691 /  2980 =  90.302
0, 6  acc:  2683 /  3335 =  80.450
0, 7  acc:  4757 /  5723 =  83.121
1, 0  acc:  1380 /  2203 =  62.642
1, 1  acc:  1345 /  2270 =  59.251
1, 2  acc:   746 /  1216 =  61.349
1, 3  acc:   716 /  1260 =  56.825
1, 4  acc:   955 /  1627 =  58.697
1, 5  acc:   314 /   520 =  60.385
1, 6  acc:  1032 /  1537 =  67.144
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 61414 / 71854 =  85.471
Robust  acc:   716 /  1260 =  56.825
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed14.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed14.pt
