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_seed13.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: 13
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=13-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed13.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7174, 0.1691],
        [0.0722, 0.0412]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.675 | Val Loss: 0.000 | Val Acc: 91.270
Training:
Accuracies by groups:
0, 0  acc: 102677 / 108478 =  94.652
0, 1  acc:  8551 /  9190 =  93.047
0, 2  acc: 13095 / 14291 =  91.631
0, 3  acc:  6577 /  7187 =  91.512
0, 4  acc:  2146 /  2887 =  74.333
0, 5  acc:   233 /   352 =  66.193
0, 6  acc:   289 /   378 =  76.455
0, 7  acc:   315 /   405 =  77.778
0, 8  acc: 10457 / 11038 =  94.736
0, 9  acc:   727 /   791 =  91.909
0, 10  acc:   704 /   746 =  94.370
0, 11  acc:   523 /   567 =  92.240
0, 12  acc:   413 /   566 =  72.968
0, 13  acc:    58 /    71 =  81.690
0, 14  acc:    69 /    91 =  75.824
0, 15  acc:    34 /    44 =  77.273
0, 16  acc:  5447 /  6506 =  83.723
0, 17  acc:   187 /   223 =  83.857
0, 18  acc:   541 /   619 =  87.399
0, 19  acc:   148 /   179 =  82.682
0, 20  acc:    70 /   115 =  60.870
0, 21  acc:    16 /    20 =  80.000
0, 22  acc:    48 /    61 =  78.689
0, 23  acc:     9 /    18 =  50.000
0, 24  acc:   719 /   861 =  83.508
0, 25  acc:    34 /    41 =  82.927
0, 26  acc:    75 /    82 =  91.463
0, 27  acc:    30 /    34 =  88.235
0, 28  acc:    30 /    39 =  76.923
0, 29  acc:     2 /     5 =  40.000
0, 30  acc:     1 /     3 =  33.333
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2040 /  2235 =  91.275
0, 33  acc:    90 /    95 =  94.737
0, 34  acc:    86 /    95 =  90.526
0, 35  acc:    28 /    29 =  96.552
0, 36  acc:    34 /    44 =  77.273
0, 37  acc:     1 /     4 =  25.000
0, 38  acc:     9 /    12 =  75.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   592 /   653 =  90.658
0, 41  acc:    24 /    24 = 100.000
0, 42  acc:    21 /    21 = 100.000
0, 43  acc:    30 /    30 = 100.000
0, 44  acc:    23 /    25 =  92.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     9 /    13 =  69.231
0, 47  acc:     4 /     5 =  80.000
0, 48  acc:   386 /   449 =  85.969
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    19 /    22 =  86.364
0, 51  acc:    27 /    31 =  87.097
0, 52  acc:    11 /    13 =  84.615
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   376 /   435 =  86.437
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    15 /    20 =  75.000
0, 59  acc:    20 /    21 =  95.238
0, 60  acc:    17 /    19 =  89.474
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     6 /     8 =  75.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2119 /  2798 =  75.733
0, 65  acc:   306 /   426 =  71.831
0, 66  acc:   214 /   291 =  73.540
0, 67  acc:    93 /   116 =  80.172
0, 68  acc:    42 /    67 =  62.687
0, 69  acc:     0 /     1 =   0.000
0, 70  acc:    23 /    38 =  60.526
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    69 /    78 =  88.462
0, 73  acc:     9 /    10 =  90.000
0, 74  acc:    11 /    12 =  91.667
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    38 /    71 =  53.521
0, 81  acc:     9 /    11 =  81.818
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:     5 /     6 =  83.333
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     3 /     5 =  60.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     0 /     1 =   0.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    60 /    79 =  75.949
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     2 /     3 =  66.667
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     9 /    14 =  64.286
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    13 /    14 =  92.857
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     4 /     5 =  80.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     7 /    14 =  50.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     5 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     2 /     6 =  33.333
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  5871 /  6994 =  83.943
0, 118  acc:  1343 /  1652 =  81.295
0, 119  acc:   367 /   437 =  83.982
0, 120  acc:   331 /   381 =  86.877
0, 121  acc:    51 /    80 =  63.750
0, 122  acc:    30 /    38 =  78.947
0, 123  acc:    10 /    12 =  83.333
0, 124  acc:    19 /    23 =  82.609
0, 125  acc:   387 /   459 =  84.314
0, 126  acc:    89 /   116 =  76.724
0, 127  acc:    41 /    45 =  91.111
0, 128  acc:    38 /    44 =  86.364
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   131 /   196 =  66.837
0, 134  acc:    43 /    71 =  60.563
0, 135  acc:    25 /    27 =  92.593
0, 136  acc:    15 /    23 =  65.217
0, 137  acc:     6 /     9 =  66.667
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    57 =  75.439
0, 142  acc:     7 /    11 =  63.636
0, 143  acc:     3 /     6 =  50.000
0, 144  acc:     7 /    12 =  58.333
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   106 /   120 =  88.333
0, 149  acc:    18 /    20 =  90.000
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     5 /    11 =  45.455
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     2 =   0.000
0, 154  acc:    38 /    43 =  88.372
0, 155  acc:     3 /     9 =  33.333
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:    13 /    21 =  61.905
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     3 /     4 =  75.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1320 /  1845 =  71.545
0, 170  acc:   267 /   375 =  71.200
0, 171  acc:   109 /   153 =  71.242
0, 172  acc:   144 /   196 =  73.469
0, 173  acc:    23 /    28 =  82.143
0, 174  acc:     1 /     6 =  16.667
0, 175  acc:     4 /     6 =  66.667
0, 176  acc:    16 /    26 =  61.538
0, 177  acc:    52 /    73 =  71.233
0, 178  acc:    16 /    20 =  80.000
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:     6 /     8 =  75.000
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     3 /     4 =  75.000
0, 183  acc:    10 /    11 =  90.909
0, 184  acc:    41 /    53 =  77.358
0, 185  acc:     5 /     8 =  62.500
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     5 /     8 =  62.500
0, 188  acc:     3 /     6 =  50.000
0, 189  acc:     8 /     9 =  88.889
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    32 =  75.000
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     3 =   0.000
0, 196  acc:    29 /    43 =  67.442
0, 197  acc:     9 /    12 =  75.000
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     9 /    11 =  81.818
0, 200  acc:     2 /     5 =  40.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    28 /    29 =  96.552
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     7 /    10 =  70.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     4 =  25.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 26934 / 34315 =  78.490
1, 1  acc:  2824 /  3672 =  76.906
1, 2  acc:  4584 /  6218 =  73.721
1, 3  acc:  1855 /  2645 =  70.132
1, 4  acc:  2311 /  3009 =  76.803
1, 5  acc:   422 /   514 =  82.101
1, 6  acc:   245 /   318 =  77.044
1, 7  acc:   274 /   368 =  74.457
1, 8  acc:  2106 /  3125 =  67.392
1, 9  acc:   138 /   189 =  73.016
1, 10  acc:   214 /   299 =  71.572
1, 11  acc:    99 /   146 =  67.808
1, 12  acc:   407 /   518 =  78.571
1, 13  acc:    55 /    76 =  72.368
1, 14  acc:    52 /    80 =  65.000
1, 15  acc:    28 /    57 =  49.123
1, 16  acc:  3406 /  4782 =  71.225
1, 17  acc:   131 /   189 =  69.312
1, 18  acc:   257 /   366 =  70.219
1, 19  acc:    92 /   146 =  63.014
1, 20  acc:   152 /   186 =  81.720
1, 21  acc:    24 /    26 =  92.308
1, 22  acc:    62 /    76 =  81.579
1, 23  acc:    21 /    24 =  87.500
1, 24  acc:   411 /   597 =  68.844
1, 25  acc:     8 /    16 =  50.000
1, 26  acc:    34 /    50 =  68.000
1, 27  acc:     8 /    14 =  57.143
1, 28  acc:    85 /   101 =  84.158
1, 29  acc:     1 /     2 =  50.000
1, 30  acc:    12 /    12 = 100.000
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:   674 /   989 =  68.150
1, 33  acc:    39 /    53 =  73.585
1, 34  acc:    25 /    36 =  69.444
1, 35  acc:     8 /    10 =  80.000
1, 36  acc:    14 /    19 =  73.684
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    10 /    12 =  83.333
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   160 /   232 =  68.966
1, 41  acc:     4 /     6 =  66.667
1, 42  acc:     3 /     8 =  37.500
1, 43  acc:     8 /    12 =  66.667
1, 44  acc:    11 /    16 =  68.750
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     0 /     2 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   222 /   336 =  66.071
1, 49  acc:     7 /     8 =  87.500
1, 50  acc:     8 /    11 =  72.727
1, 51  acc:     8 /     8 = 100.000
1, 52  acc:    14 /    16 =  87.500
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    21 =  66.667
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   180 /   261 =  68.966
1, 57  acc:     9 /    10 =  90.000
1, 58  acc:    10 /    11 =  90.909
1, 59  acc:     8 /    15 =  53.333
1, 60  acc:    12 /    15 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    15 =  86.667
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2579 /  3287 =  78.461
1, 65  acc:   317 /   434 =  73.041
1, 66  acc:   178 /   258 =  68.992
1, 67  acc:    64 /   105 =  60.952
1, 68  acc:   128 /   156 =  82.051
1, 69  acc:    15 /    19 =  78.947
1, 70  acc:    42 /    48 =  87.500
1, 71  acc:     8 /     9 =  88.889
1, 72  acc:    52 /    65 =  80.000
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     0 /     5 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    16 /    18 =  88.889
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   102 /   132 =  77.273
1, 81  acc:     9 /    11 =  81.818
1, 82  acc:    21 /    25 =  84.000
1, 83  acc:     0 /     0 =     nan
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    14 =  92.857
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     6 /    12 =  50.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    75 /    99 =  75.758
1, 95  acc:     9 /    14 =  64.286
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     7 /    11 =  63.636
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    22 /    24 =  91.667
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    10 =  90.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     1 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     6 /     8 =  75.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3392 /  4988 =  68.003
1, 118  acc:   863 /  1191 =  72.460
1, 119  acc:   256 /   342 =  74.854
1, 120  acc:   237 /   358 =  66.201
1, 121  acc:    82 /    96 =  85.417
1, 122  acc:    47 /    57 =  82.456
1, 123  acc:    10 /    13 =  76.923
1, 124  acc:    29 /    34 =  85.294
1, 125  acc:   268 /   363 =  73.829
1, 126  acc:    64 /    93 =  68.817
1, 127  acc:     9 /    14 =  64.286
1, 128  acc:    13 /    25 =  52.000
1, 129  acc:    13 /    15 =  86.667
1, 130  acc:     0 /     1 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     4 =  25.000
1, 133  acc:   200 /   271 =  73.801
1, 134  acc:    31 /    43 =  72.093
1, 135  acc:    13 /    17 =  76.471
1, 136  acc:    13 /    16 =  81.250
1, 137  acc:     1 /     3 =  33.333
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    42 /    67 =  62.687
1, 142  acc:     8 /     9 =  88.889
1, 143  acc:     2 /     4 =  50.000
1, 144  acc:     2 /     4 =  50.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:    65 /   110 =  59.091
1, 149  acc:     7 /     9 =  77.778
1, 150  acc:     7 /     9 =  77.778
1, 151  acc:     5 /    11 =  45.455
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    12 /    25 =  48.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     9 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    19 =  73.684
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    12 /    25 =  48.000
1, 165  acc:     1 /     3 =  33.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1666 /  2194 =  75.934
1, 170  acc:   325 /   410 =  79.268
1, 171  acc:   111 /   152 =  73.026
1, 172  acc:    97 /   130 =  74.615
1, 173  acc:    27 /    33 =  81.818
1, 174  acc:     3 /     6 =  50.000
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:     6 /    18 =  33.333
1, 177  acc:    39 /    48 =  81.250
1, 178  acc:     4 /     8 =  50.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     0 /     4 =   0.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     5 /     6 =  83.333
1, 183  acc:    11 /    14 =  78.571
1, 184  acc:    60 /    85 =  70.588
1, 185  acc:    24 /    27 =  88.889
1, 186  acc:     6 /    10 =  60.000
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     5 =  60.000
1, 190  acc:     6 /     7 =  85.714
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    39 /    56 =  69.643
1, 197  acc:     6 /    10 =  60.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /    14 =  42.857
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    13 =  61.538
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     5 /     7 =  71.429
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233190 / 269038 =  86.675
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23141 / 25373 =  91.203
0, 1  acc: 28547 / 31282 =  91.257
0, 2  acc:  5607 /  6155 =  91.097
0, 3  acc: 22130 / 24292 =  91.100
0, 4  acc:  9844 / 10829 =  90.904
0, 5  acc:  5059 /  5541 =  91.301
0, 6  acc:  6180 /  6785 =  91.083
0, 7  acc: 10904 / 12016 =  90.746
1, 0  acc:  4085 /  4437 =  92.067
1, 1  acc:  4536 /  4962 =  91.415
1, 2  acc:  2088 /  2265 =  92.185
1, 3  acc:  2239 /  2446 =  91.537
1, 4  acc:  2856 /  3125 =  91.392
1, 5  acc:   917 /  1003 =  91.426
1, 6  acc:  2841 /  3111 =  91.321
1, 7  acc:  4251 /  4682 =  90.795
--------------------------------------
Average acc: 135225 / 148304 =  91.181
Robust  acc: 10904 / 12016 =  90.746
--------------------------------------
New max robust acc: 90.74567243675101
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed13.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed13.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: 68.100 | Best Acc: 90.703
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10599 / 12092 =  87.653
0, 1  acc: 12638 / 14179 =  89.132
0, 2  acc:  2186 /  3210 =  68.100
0, 3  acc: 10976 / 12101 =  90.703
0, 4  acc:  4377 /  5355 =  81.737
0, 5  acc:  2615 /  2980 =  87.752
0, 6  acc:  2491 /  3335 =  74.693
0, 7  acc:  4562 /  5723 =  79.713
1, 0  acc:  1627 /  2203 =  73.854
1, 1  acc:  1652 /  2270 =  72.775
1, 2  acc:   960 /  1216 =  78.947
1, 3  acc:   921 /  1260 =  73.095
1, 4  acc:  1140 /  1627 =  70.068
1, 5  acc:   367 /   520 =  70.577
1, 6  acc:  1180 /  1537 =  76.773
1, 7  acc:  1603 /  2246 =  71.371
------------------------------------
Average acc: 59894 / 71854 =  83.355
Robust  acc:  2186 /  3210 =  68.100
------------------------------------
Accuracies by groups:
0, 0  acc: 10599 / 12092 =  87.653
0, 1  acc: 12638 / 14179 =  89.132
0, 2  acc:  2186 /  3210 =  68.100
0, 3  acc: 10976 / 12101 =  90.703
0, 4  acc:  4377 /  5355 =  81.737
0, 5  acc:  2615 /  2980 =  87.752
0, 6  acc:  2491 /  3335 =  74.693
0, 7  acc:  4562 /  5723 =  79.713
1, 0  acc:  1627 /  2203 =  73.854
1, 1  acc:  1652 /  2270 =  72.775
1, 2  acc:   960 /  1216 =  78.947
1, 3  acc:   921 /  1260 =  73.095
1, 4  acc:  1140 /  1627 =  70.068
1, 5  acc:   367 /   520 =  70.577
1, 6  acc:  1180 /  1537 =  76.773
1, 7  acc:  1603 /  2246 =  71.371
------------------------------------
Average acc: 59894 / 71854 =  83.355
Robust  acc:  2186 /  3210 =  68.100
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10599 / 12092 =  87.653
0, 1  acc: 12638 / 14179 =  89.132
0, 2  acc:  2186 /  3210 =  68.100
0, 3  acc: 10976 / 12101 =  90.703
0, 4  acc:  4377 /  5355 =  81.737
0, 5  acc:  2615 /  2980 =  87.752
0, 6  acc:  2491 /  3335 =  74.693
0, 7  acc:  4562 /  5723 =  79.713
1, 0  acc:  1627 /  2203 =  73.854
1, 1  acc:  1652 /  2270 =  72.775
1, 2  acc:   960 /  1216 =  78.947
1, 3  acc:   921 /  1260 =  73.095
1, 4  acc:  1140 /  1627 =  70.068
1, 5  acc:   367 /   520 =  70.577
1, 6  acc:  1180 /  1537 =  76.773
1, 7  acc:  1603 /  2246 =  71.371
------------------------------------
Average acc: 59894 / 71854 =  83.355
Robust  acc:  2186 /  3210 =  68.100
------------------------------------

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: 93.312 | Val Loss: 0.000 | Val Acc: 96.695
Training:
Accuracies by groups:
0, 0  acc: 105167 / 108448 =  96.975
0, 1  acc:  8795 /  9196 =  95.639
0, 2  acc: 13607 / 14310 =  95.087
0, 3  acc:  6942 /  7294 =  95.174
0, 4  acc:  2542 /  2957 =  85.966
0, 5  acc:   278 /   360 =  77.222
0, 6  acc:   335 /   378 =  88.624
0, 7  acc:   364 /   425 =  85.647
0, 8  acc: 10773 / 11172 =  96.429
0, 9  acc:   751 /   799 =  93.992
0, 10  acc:   732 /   767 =  95.437
0, 11  acc:   513 /   545 =  94.128
0, 12  acc:   478 /   560 =  85.357
0, 13  acc:    44 /    53 =  83.019
0, 14  acc:    61 /    74 =  82.432
0, 15  acc:    58 /    68 =  85.294
0, 16  acc:  5801 /  6384 =  90.868
0, 17  acc:   170 /   185 =  91.892
0, 18  acc:   584 /   617 =  94.652
0, 19  acc:   160 /   183 =  87.432
0, 20  acc:   105 /   129 =  81.395
0, 21  acc:    12 /    14 =  85.714
0, 22  acc:    47 /    57 =  82.456
0, 23  acc:     7 /    11 =  63.636
0, 24  acc:   796 /   914 =  87.090
0, 25  acc:    43 /    45 =  95.556
0, 26  acc:    86 /    91 =  94.505
0, 27  acc:    33 /    36 =  91.667
0, 28  acc:    27 /    35 =  77.143
0, 29  acc:     4 /     5 =  80.000
0, 30  acc:     4 /    11 =  36.364
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  2270 /  2375 =  95.579
0, 33  acc:   104 /   106 =  98.113
0, 34  acc:    89 /    95 =  93.684
0, 35  acc:    33 /    36 =  91.667
0, 36  acc:    46 /    51 =  90.196
0, 37  acc:     7 /    11 =  63.636
0, 38  acc:    14 /    19 =  73.684
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   633 /   661 =  95.764
0, 41  acc:    27 /    27 = 100.000
0, 42  acc:    27 /    29 =  93.103
0, 43  acc:    23 /    25 =  92.000
0, 44  acc:    32 /    34 =  94.118
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     8 /     9 =  88.889
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   378 /   427 =  88.525
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    15 /    19 =  78.947
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:     3 /     5 =  60.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   409 /   435 =  94.023
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    13 /    19 =  68.421
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    14 /    17 =  82.353
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     6 /     8 =  75.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2537 /  2937 =  86.381
0, 65  acc:   333 /   389 =  85.604
0, 66  acc:   262 /   293 =  89.420
0, 67  acc:   114 /   129 =  88.372
0, 68  acc:    49 /    61 =  80.328
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    28 /    31 =  90.323
0, 71  acc:     5 /     6 =  83.333
0, 72  acc:    81 /    88 =  92.045
0, 73  acc:     7 /     9 =  77.778
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    10 /    11 =  90.909
0, 76  acc:     4 /     6 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    81 /   100 =  81.000
0, 81  acc:    10 /    11 =  90.909
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:     6 /     9 =  66.667
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     8 /    12 =  66.667
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    13 =  84.615
0, 89  acc:     3 /     5 =  60.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    71 /    81 =  87.654
0, 95  acc:     7 /     8 =  87.500
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    15 =  86.667
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     6 /     6 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    18 /    21 =  85.714
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    11 /    13 =  84.615
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6314 /  6935 =  91.045
0, 118  acc:  1482 /  1635 =  90.642
0, 119  acc:   377 /   419 =  89.976
0, 120  acc:   337 /   377 =  89.390
0, 121  acc:    47 /    63 =  74.603
0, 122  acc:    26 /    29 =  89.655
0, 123  acc:     9 /    10 =  90.000
0, 124  acc:    20 /    26 =  76.923
0, 125  acc:   386 /   412 =  93.689
0, 126  acc:    97 /   111 =  87.387
0, 127  acc:    22 /    24 =  91.667
0, 128  acc:    29 /    32 =  90.625
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   179 /   218 =  82.110
0, 134  acc:    47 /    56 =  83.929
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    17 /    18 =  94.444
0, 137  acc:     9 /    11 =  81.818
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    59 =  83.051
0, 142  acc:    13 /    15 =  86.667
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:    13 /    16 =  81.250
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    89 /   101 =  88.119
0, 149  acc:    13 /    19 =  68.421
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    10 /    12 =  83.333
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    41 /    44 =  93.182
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    25 /    30 =  83.333
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1564 /  1844 =  84.816
0, 170  acc:   321 /   392 =  81.888
0, 171  acc:   104 /   117 =  88.889
0, 172  acc:   170 /   191 =  89.005
0, 173  acc:    18 /    21 =  85.714
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     9 /    10 =  90.000
0, 176  acc:    26 /    31 =  83.871
0, 177  acc:    85 /    92 =  92.391
0, 178  acc:     7 /     7 = 100.000
0, 179  acc:    11 /    12 =  91.667
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    48 /    55 =  87.273
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     3 /     6 =  50.000
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    31 =  80.645
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     5 /     5 = 100.000
0, 195  acc:     3 /     4 =  75.000
0, 196  acc:    36 /    41 =  87.805
0, 197  acc:    11 /    12 =  91.667
0, 198  acc:     3 /     6 =  50.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    17 /    19 =  89.474
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     7 /     8 =  87.500
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     5 =  80.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 31210 / 34363 =  90.824
1, 1  acc:  3221 /  3556 =  90.579
1, 2  acc:  5611 /  6347 =  88.404
1, 3  acc:  2242 /  2574 =  87.102
1, 4  acc:  2685 /  3023 =  88.819
1, 5  acc:   499 /   556 =  89.748
1, 6  acc:   280 /   318 =  88.050
1, 7  acc:   335 /   378 =  88.624
1, 8  acc:  2696 /  3110 =  86.688
1, 9  acc:   183 /   220 =  83.182
1, 10  acc:   256 /   298 =  85.906
1, 11  acc:   119 /   144 =  82.639
1, 12  acc:   419 /   463 =  90.497
1, 13  acc:    59 /    66 =  89.394
1, 14  acc:    53 /    71 =  74.648
1, 15  acc:    82 /   102 =  80.392
1, 16  acc:  4117 /  4700 =  87.596
1, 17  acc:   174 /   185 =  94.054
1, 18  acc:   287 /   335 =  85.672
1, 19  acc:   106 /   122 =  86.885
1, 20  acc:   186 /   200 =  93.000
1, 21  acc:    25 /    27 =  92.593
1, 22  acc:    53 /    64 =  82.812
1, 23  acc:    20 /    23 =  86.957
1, 24  acc:   563 /   655 =  85.954
1, 25  acc:    10 /    11 =  90.909
1, 26  acc:    50 /    55 =  90.909
1, 27  acc:     6 /     6 = 100.000
1, 28  acc:    87 /    89 =  97.753
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    10 /    12 =  83.333
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   835 /   968 =  86.260
1, 33  acc:    48 /    54 =  88.889
1, 34  acc:    32 /    40 =  80.000
1, 35  acc:    15 /    18 =  83.333
1, 36  acc:    31 /    35 =  88.571
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    15 /    18 =  83.333
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   222 /   253 =  87.747
1, 41  acc:     8 /    10 =  80.000
1, 42  acc:     4 /     8 =  50.000
1, 43  acc:    12 /    19 =  63.158
1, 44  acc:    15 /    15 = 100.000
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     5 /     8 =  62.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   252 /   285 =  88.421
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    23 /    27 =  85.185
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:    12 /    12 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    23 =  91.304
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   188 /   227 =  82.819
1, 57  acc:     5 /     8 =  62.500
1, 58  acc:    13 /    15 =  86.667
1, 59  acc:     6 /     7 =  85.714
1, 60  acc:    25 /    30 =  83.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    13 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2882 /  3226 =  89.337
1, 65  acc:   384 /   448 =  85.714
1, 66  acc:   256 /   288 =  88.889
1, 67  acc:    99 /   115 =  86.087
1, 68  acc:   136 /   145 =  93.793
1, 69  acc:    37 /    38 =  97.368
1, 70  acc:    42 /    47 =  89.362
1, 71  acc:    12 /    14 =  85.714
1, 72  acc:    74 /    76 =  97.368
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:     7 /    10 =  70.000
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   100 /   115 =  86.957
1, 81  acc:     5 /     9 =  55.556
1, 82  acc:    22 /    28 =  78.571
1, 83  acc:     3 /     5 =  60.000
1, 84  acc:     8 /     9 =  88.889
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    19 =  94.737
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:     1 /     1 = 100.000
1, 94  acc:    85 /    99 =  85.859
1, 95  acc:     4 /     6 =  66.667
1, 96  acc:     2 /     2 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    14 =  92.857
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    15 =  93.333
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    16 =  93.750
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     2 =  50.000
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:  4180 /  4929 =  84.804
1, 118  acc:  1039 /  1209 =  85.939
1, 119  acc:   228 /   259 =  88.031
1, 120  acc:   325 /   364 =  89.286
1, 121  acc:    62 /    74 =  83.784
1, 122  acc:    34 /    40 =  85.000
1, 123  acc:    11 /    17 =  64.706
1, 124  acc:    21 /    22 =  95.455
1, 125  acc:   262 /   308 =  85.065
1, 126  acc:    79 /    92 =  85.870
1, 127  acc:    11 /    11 = 100.000
1, 128  acc:    35 /    41 =  85.366
1, 129  acc:     4 /     4 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     9 =  77.778
1, 133  acc:   228 /   258 =  88.372
1, 134  acc:    52 /    60 =  86.667
1, 135  acc:    16 /    17 =  94.118
1, 136  acc:    12 /    16 =  75.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    49 /    63 =  77.778
1, 142  acc:    12 /    15 =  80.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:    96 /   126 =  76.190
1, 149  acc:    11 /    11 = 100.000
1, 150  acc:     8 /     9 =  88.889
1, 151  acc:     4 /    12 =  33.333
1, 152  acc:     3 /     4 =  75.000
1, 153  acc:     3 /     5 =  60.000
1, 154  acc:    23 /    27 =  85.185
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    16 =  93.750
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    18 /    20 =  90.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1831 /  2102 =  87.108
1, 170  acc:   319 /   368 =  86.685
1, 171  acc:   155 /   175 =  88.571
1, 172  acc:   124 /   146 =  84.932
1, 173  acc:    42 /    45 =  93.333
1, 174  acc:     7 /     8 =  87.500
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    22 /    32 =  68.750
1, 177  acc:    51 /    58 =  87.931
1, 178  acc:     7 /    11 =  63.636
1, 179  acc:     1 /     3 =  33.333
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:     3 /     5 =  60.000
1, 184  acc:    72 /    79 =  91.139
1, 185  acc:    17 /    20 =  85.000
1, 186  acc:     4 /     7 =  57.143
1, 187  acc:     7 /    10 =  70.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    65 /    76 =  85.526
1, 197  acc:     3 /     5 =  60.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    13 =  76.923
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /    12 =  58.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /    10 =  90.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251045 / 269038 =  93.312
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24528 / 25373 =  96.670
0, 1  acc: 30236 / 31282 =  96.656
0, 2  acc:  5955 /  6155 =  96.751
0, 3  acc: 23505 / 24292 =  96.760
0, 4  acc: 10475 / 10829 =  96.731
0, 5  acc:  5354 /  5541 =  96.625
0, 6  acc:  6567 /  6785 =  96.787
0, 7  acc: 11617 / 12016 =  96.679
1, 0  acc:  4297 /  4437 =  96.845
1, 1  acc:  4785 /  4962 =  96.433
1, 2  acc:  2194 /  2265 =  96.865
1, 3  acc:  2365 /  2446 =  96.688
1, 4  acc:  3026 /  3125 =  96.832
1, 5  acc:   968 /  1003 =  96.510
1, 6  acc:  3000 /  3111 =  96.432
1, 7  acc:  4525 /  4682 =  96.647
--------------------------------------
Average acc: 143397 / 148304 =  96.691
Robust  acc:  3000 /  3111 =  96.432
--------------------------------------
New max robust acc: 96.43201542912246
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed13.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed13.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.397 | Best Acc: 94.364
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11219 / 12092 =  92.780
0, 1  acc: 13260 / 14179 =  93.519
0, 2  acc:  2633 /  3210 =  82.025
0, 3  acc: 11419 / 12101 =  94.364
0, 4  acc:  4569 /  5355 =  85.322
0, 5  acc:  2700 /  2980 =  90.604
0, 6  acc:  2758 /  3335 =  82.699
0, 7  acc:  4846 /  5723 =  84.676
1, 0  acc:  1387 /  2203 =  62.960
1, 1  acc:  1408 /  2270 =  62.026
1, 2  acc:   779 /  1216 =  64.062
1, 3  acc:   761 /  1260 =  60.397
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1029 /  1537 =  66.949
1, 7  acc:  1433 /  2246 =  63.802
------------------------------------
Average acc: 61596 / 71854 =  85.724
Robust  acc:   761 /  1260 =  60.397
------------------------------------
Accuracies by groups:
0, 0  acc: 11219 / 12092 =  92.780
0, 1  acc: 13260 / 14179 =  93.519
0, 2  acc:  2633 /  3210 =  82.025
0, 3  acc: 11419 / 12101 =  94.364
0, 4  acc:  4569 /  5355 =  85.322
0, 5  acc:  2700 /  2980 =  90.604
0, 6  acc:  2758 /  3335 =  82.699
0, 7  acc:  4846 /  5723 =  84.676
1, 0  acc:  1387 /  2203 =  62.960
1, 1  acc:  1408 /  2270 =  62.026
1, 2  acc:   779 /  1216 =  64.062
1, 3  acc:   761 /  1260 =  60.397
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1029 /  1537 =  66.949
1, 7  acc:  1433 /  2246 =  63.802
------------------------------------
Average acc: 61596 / 71854 =  85.724
Robust  acc:   761 /  1260 =  60.397
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11219 / 12092 =  92.780
0, 1  acc: 13260 / 14179 =  93.519
0, 2  acc:  2633 /  3210 =  82.025
0, 3  acc: 11419 / 12101 =  94.364
0, 4  acc:  4569 /  5355 =  85.322
0, 5  acc:  2700 /  2980 =  90.604
0, 6  acc:  2758 /  3335 =  82.699
0, 7  acc:  4846 /  5723 =  84.676
1, 0  acc:  1387 /  2203 =  62.960
1, 1  acc:  1408 /  2270 =  62.026
1, 2  acc:   779 /  1216 =  64.062
1, 3  acc:   761 /  1260 =  60.397
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1029 /  1537 =  66.949
1, 7  acc:  1433 /  2246 =  63.802
------------------------------------
Average acc: 61596 / 71854 =  85.724
Robust  acc:   761 /  1260 =  60.397
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.418 | Val Loss: 0.000 | Val Acc: 98.120
Training:
Accuracies by groups:
0, 0  acc: 106781 / 108760 =  98.180
0, 1  acc:  8976 /  9203 =  97.533
0, 2  acc: 13849 / 14273 =  97.029
0, 3  acc:  7173 /  7371 =  97.314
0, 4  acc:  2701 /  2937 =  91.965
0, 5  acc:   294 /   335 =  87.761
0, 6  acc:   345 /   361 =  95.568
0, 7  acc:   359 /   387 =  92.765
0, 8  acc: 10978 / 11228 =  97.773
0, 9  acc:   724 /   745 =  97.181
0, 10  acc:   717 /   747 =  95.984
0, 11  acc:   543 /   554 =  98.014
0, 12  acc:   495 /   528 =  93.750
0, 13  acc:    50 /    56 =  89.286
0, 14  acc:    81 /    84 =  96.429
0, 15  acc:    37 /    42 =  88.095
0, 16  acc:  6117 /  6472 =  94.515
0, 17  acc:   223 /   236 =  94.492
0, 18  acc:   637 /   669 =  95.217
0, 19  acc:   189 /   197 =  95.939
0, 20  acc:   134 /   154 =  87.013
0, 21  acc:     7 /     7 = 100.000
0, 22  acc:    50 /    54 =  92.593
0, 23  acc:     9 /    10 =  90.000
0, 24  acc:   840 /   890 =  94.382
0, 25  acc:    38 /    41 =  92.683
0, 26  acc:    68 /    71 =  95.775
0, 27  acc:    24 /    25 =  96.000
0, 28  acc:    34 /    38 =  89.474
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  2130 /  2180 =  97.706
0, 33  acc:   109 /   115 =  94.783
0, 34  acc:    92 /    95 =  96.842
0, 35  acc:    31 /    31 = 100.000
0, 36  acc:    37 /    39 =  94.872
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    11 /    12 =  91.667
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   693 /   711 =  97.468
0, 41  acc:    32 /    33 =  96.970
0, 42  acc:    34 /    36 =  94.444
0, 43  acc:    19 /    19 = 100.000
0, 44  acc:    19 /    21 =  90.476
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   404 /   425 =  95.059
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    30 /    32 =  93.750
0, 51  acc:    15 /    16 =  93.750
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   411 /   429 =  95.804
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    26 /    27 =  96.296
0, 59  acc:    22 /    23 =  95.652
0, 60  acc:    21 /    25 =  84.000
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    11 /    13 =  84.615
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2603 /  2815 =  92.469
0, 65  acc:   380 /   409 =  92.910
0, 66  acc:   285 /   301 =  94.684
0, 67  acc:   108 /   114 =  94.737
0, 68  acc:    62 /    74 =  83.784
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    19 /    26 =  73.077
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    84 /    85 =  98.824
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    13 /    14 =  92.857
0, 76  acc:     4 /     6 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    71 /    81 =  87.654
0, 81  acc:     2 /     2 = 100.000
0, 82  acc:     9 /    11 =  81.818
0, 83  acc:     7 /     9 =  77.778
0, 84  acc:     6 /     9 =  66.667
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    86 /    94 =  91.489
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    10 =  90.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    13 =  84.615
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    17 /    21 =  80.952
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     5 /     6 =  83.333
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6726 /  7064 =  95.215
0, 118  acc:  1578 /  1661 =  95.003
0, 119  acc:   377 /   396 =  95.202
0, 120  acc:   367 /   393 =  93.384
0, 121  acc:    70 /    79 =  88.608
0, 122  acc:    32 /    35 =  91.429
0, 123  acc:    12 /    12 = 100.000
0, 124  acc:    17 /    18 =  94.444
0, 125  acc:   395 /   409 =  96.577
0, 126  acc:   114 /   122 =  93.443
0, 127  acc:    16 /    18 =  88.889
0, 128  acc:    40 /    42 =  95.238
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   176 /   208 =  84.615
0, 134  acc:    46 /    57 =  80.702
0, 135  acc:    24 /    27 =  88.889
0, 136  acc:    20 /    22 =  90.909
0, 137  acc:     7 /     8 =  87.500
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    55 /    63 =  87.302
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     8 /     9 =  88.889
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   137 /   142 =  96.479
0, 149  acc:    24 /    25 =  96.000
0, 150  acc:     0 /     2 =   0.000
0, 151  acc:     5 /    12 =  41.667
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    39 /    43 =  90.698
0, 155  acc:     7 /     8 =  87.500
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     8 /     8 = 100.000
0, 159  acc:    26 /    27 =  96.296
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    20 =  90.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     3 /     4 =  75.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1616 /  1790 =  90.279
0, 170  acc:   345 /   378 =  91.270
0, 171  acc:   122 /   130 =  93.846
0, 172  acc:   163 /   177 =  92.090
0, 173  acc:    23 /    27 =  85.185
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    13 /    15 =  86.667
0, 177  acc:    81 /    84 =  96.429
0, 178  acc:     8 /    12 =  66.667
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     8 /     8 = 100.000
0, 184  acc:    38 /    42 =  90.476
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     8 /    10 =  80.000
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    33 =  81.818
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    44 /    46 =  95.652
0, 197  acc:    10 /    12 =  83.333
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     1 /     1 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    33 /    35 =  94.286
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     8 /     8 = 100.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 32184 / 33713 =  95.465
1, 1  acc:  3431 /  3600 =  95.306
1, 2  acc:  5989 /  6325 =  94.688
1, 3  acc:  2487 /  2671 =  93.111
1, 4  acc:  2765 /  2933 =  94.272
1, 5  acc:   537 /   561 =  95.722
1, 6  acc:   299 /   315 =  94.921
1, 7  acc:   327 /   348 =  93.966
1, 8  acc:  2899 /  3078 =  94.185
1, 9  acc:   206 /   219 =  94.064
1, 10  acc:   281 /   295 =  95.254
1, 11  acc:   127 /   141 =  90.071
1, 12  acc:   442 /   472 =  93.644
1, 13  acc:    60 /    65 =  92.308
1, 14  acc:    70 /    75 =  93.333
1, 15  acc:    77 /    81 =  95.062
1, 16  acc:  4604 /  4911 =  93.749
1, 17  acc:   148 /   159 =  93.082
1, 18  acc:   374 /   396 =  94.444
1, 19  acc:   143 /   153 =  93.464
1, 20  acc:   196 /   204 =  96.078
1, 21  acc:    23 /    23 = 100.000
1, 22  acc:    70 /    77 =  90.909
1, 23  acc:    17 /    18 =  94.444
1, 24  acc:   595 /   637 =  93.407
1, 25  acc:    17 /    17 = 100.000
1, 26  acc:    59 /    65 =  90.769
1, 27  acc:    14 /    14 = 100.000
1, 28  acc:    83 /    91 =  91.209
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   937 /   991 =  94.551
1, 33  acc:    44 /    48 =  91.667
1, 34  acc:    36 /    39 =  92.308
1, 35  acc:    12 /    13 =  92.308
1, 36  acc:    33 /    34 =  97.059
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    18 /    18 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   212 /   224 =  94.643
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:    14 /    15 =  93.333
1, 44  acc:    14 /    15 =  93.333
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:    11 /    12 =  91.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   326 /   344 =  94.767
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    25 /    28 =  89.286
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    21 =  90.476
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   237 /   256 =  92.578
1, 57  acc:     9 /    10 =  90.000
1, 58  acc:     2 /     2 = 100.000
1, 59  acc:     3 /     6 =  50.000
1, 60  acc:    18 /    20 =  90.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    15 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2998 /  3157 =  94.964
1, 65  acc:   416 /   436 =  95.413
1, 66  acc:   270 /   281 =  96.085
1, 67  acc:   109 /   120 =  90.833
1, 68  acc:   159 /   167 =  95.210
1, 69  acc:    28 /    28 = 100.000
1, 70  acc:    50 /    50 = 100.000
1, 71  acc:    12 /    14 =  85.714
1, 72  acc:    72 /    75 =  96.000
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     2 /     4 =  50.000
1, 75  acc:     1 /     2 =  50.000
1, 76  acc:    11 /    11 = 100.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   105 /   110 =  95.455
1, 81  acc:    10 /    11 =  90.909
1, 82  acc:    25 /    27 =  92.593
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /     9 =  88.889
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    13 =  92.308
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     8 /     8 = 100.000
1, 94  acc:    96 /   101 =  95.050
1, 95  acc:    13 /    13 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    15 =  93.333
1, 101  acc:     3 /     3 = 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:    16 /    17 =  94.118
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    13 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    11 /    11 = 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:  4636 /  5024 =  92.277
1, 118  acc:  1120 /  1213 =  92.333
1, 119  acc:   296 /   311 =  95.177
1, 120  acc:   302 /   326 =  92.638
1, 121  acc:   100 /   103 =  97.087
1, 122  acc:    36 /    40 =  90.000
1, 123  acc:     8 /    10 =  80.000
1, 124  acc:    32 /    34 =  94.118
1, 125  acc:   291 /   320 =  90.938
1, 126  acc:    56 /    60 =  93.333
1, 127  acc:    15 /    20 =  75.000
1, 128  acc:    27 /    28 =  96.429
1, 129  acc:     7 /     8 =  87.500
1, 130  acc:     3 /     5 =  60.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   268 /   288 =  93.056
1, 134  acc:    55 /    60 =  91.667
1, 135  acc:    18 /    18 = 100.000
1, 136  acc:    26 /    30 =  86.667
1, 137  acc:     5 /     6 =  83.333
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    88 /    92 =  95.652
1, 142  acc:    11 /    13 =  84.615
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   124 /   132 =  93.939
1, 149  acc:    10 /    11 =  90.909
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     4 /    10 =  40.000
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    27 /    30 =  90.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    18 =  77.778
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     3 =  66.667
1, 164  acc:    14 /    15 =  93.333
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:  2012 /  2134 =  94.283
1, 170  acc:   360 /   384 =  93.750
1, 171  acc:   157 /   166 =  94.578
1, 172  acc:   123 /   129 =  95.349
1, 173  acc:    31 /    35 =  88.571
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    25 /    27 =  92.593
1, 177  acc:    43 /    46 =  93.478
1, 178  acc:     8 /     9 =  88.889
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     1 /     2 =  50.000
1, 183  acc:     4 /     5 =  80.000
1, 184  acc:    96 /    99 =  96.970
1, 185  acc:    24 /    27 =  88.889
1, 186  acc:     7 /     8 =  87.500
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    56 /    63 =  88.889
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    14 =  92.857
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    11 =  90.909
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259401 / 269038 =  96.418
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24891 / 25373 =  98.100
0, 1  acc: 30693 / 31282 =  98.117
0, 2  acc:  6054 /  6155 =  98.359
0, 3  acc: 23814 / 24292 =  98.032
0, 4  acc: 10648 / 10829 =  98.329
0, 5  acc:  5453 /  5541 =  98.412
0, 6  acc:  6656 /  6785 =  98.099
0, 7  acc: 11787 / 12016 =  98.094
1, 0  acc:  4358 /  4437 =  98.220
1, 1  acc:  4865 /  4962 =  98.045
1, 2  acc:  2213 /  2265 =  97.704
1, 3  acc:  2389 /  2446 =  97.670
1, 4  acc:  3075 /  3125 =  98.400
1, 5  acc:   980 /  1003 =  97.707
1, 6  acc:  3051 /  3111 =  98.071
1, 7  acc:  4605 /  4682 =  98.355
--------------------------------------
Average acc: 145532 / 148304 =  98.131
Robust  acc:  2389 /  2446 =  97.670
--------------------------------------
New max robust acc: 97.66966475878986
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed13.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed13.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 58.016 | Best Acc: 94.653
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10972 / 12092 =  90.738
0, 1  acc: 13074 / 14179 =  92.207
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11454 / 12101 =  94.653
0, 4  acc:  4590 /  5355 =  85.714
0, 5  acc:  2687 /  2980 =  90.168
0, 6  acc:  2605 /  3335 =  78.111
0, 7  acc:  4626 /  5723 =  80.832
1, 0  acc:  1441 /  2203 =  65.411
1, 1  acc:  1451 /  2270 =  63.921
1, 2  acc:   791 /  1216 =  65.049
1, 3  acc:   731 /  1260 =  58.016
1, 4  acc:  1018 /  1627 =  62.569
1, 5  acc:   328 /   520 =  63.077
1, 6  acc:  1100 /  1537 =  71.568
1, 7  acc:  1511 /  2246 =  67.275
------------------------------------
Average acc: 60928 / 71854 =  84.794
Robust  acc:   731 /  1260 =  58.016
------------------------------------
Accuracies by groups:
0, 0  acc: 10972 / 12092 =  90.738
0, 1  acc: 13074 / 14179 =  92.207
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11454 / 12101 =  94.653
0, 4  acc:  4590 /  5355 =  85.714
0, 5  acc:  2687 /  2980 =  90.168
0, 6  acc:  2605 /  3335 =  78.111
0, 7  acc:  4626 /  5723 =  80.832
1, 0  acc:  1441 /  2203 =  65.411
1, 1  acc:  1451 /  2270 =  63.921
1, 2  acc:   791 /  1216 =  65.049
1, 3  acc:   731 /  1260 =  58.016
1, 4  acc:  1018 /  1627 =  62.569
1, 5  acc:   328 /   520 =  63.077
1, 6  acc:  1100 /  1537 =  71.568
1, 7  acc:  1511 /  2246 =  67.275
------------------------------------
Average acc: 60928 / 71854 =  84.794
Robust  acc:   731 /  1260 =  58.016
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10972 / 12092 =  90.738
0, 1  acc: 13074 / 14179 =  92.207
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11454 / 12101 =  94.653
0, 4  acc:  4590 /  5355 =  85.714
0, 5  acc:  2687 /  2980 =  90.168
0, 6  acc:  2605 /  3335 =  78.111
0, 7  acc:  4626 /  5723 =  80.832
1, 0  acc:  1441 /  2203 =  65.411
1, 1  acc:  1451 /  2270 =  63.921
1, 2  acc:   791 /  1216 =  65.049
1, 3  acc:   731 /  1260 =  58.016
1, 4  acc:  1018 /  1627 =  62.569
1, 5  acc:   328 /   520 =  63.077
1, 6  acc:  1100 /  1537 =  71.568
1, 7  acc:  1511 /  2246 =  67.275
------------------------------------
Average acc: 60928 / 71854 =  84.794
Robust  acc:   731 /  1260 =  58.016
------------------------------------

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: 97.885 | Val Loss: 0.000 | Val Acc: 99.162
Training:
Accuracies by groups:
0, 0  acc: 106724 / 107942 =  98.872
0, 1  acc:  9053 /  9176 =  98.660
0, 2  acc: 14320 / 14577 =  98.237
0, 3  acc:  7150 /  7265 =  98.417
0, 4  acc:  2744 /  2875 =  95.443
0, 5  acc:   349 /   366 =  95.355
0, 6  acc:   368 /   380 =  96.842
0, 7  acc:   373 /   390 =  95.641
0, 8  acc: 10964 / 11121 =  98.588
0, 9  acc:   722 /   743 =  97.174
0, 10  acc:   739 /   751 =  98.402
0, 11  acc:   528 /   539 =  97.959
0, 12  acc:   542 /   569 =  95.255
0, 13  acc:    49 /    51 =  96.078
0, 14  acc:    81 /    83 =  97.590
0, 15  acc:    42 /    47 =  89.362
0, 16  acc:  6179 /  6379 =  96.865
0, 17  acc:   195 /   206 =  94.660
0, 18  acc:   568 /   595 =  95.462
0, 19  acc:   178 /   189 =  94.180
0, 20  acc:   118 /   131 =  90.076
0, 21  acc:    15 /    16 =  93.750
0, 22  acc:    57 /    60 =  95.000
0, 23  acc:    11 /    14 =  78.571
0, 24  acc:   859 /   884 =  97.172
0, 25  acc:    44 /    46 =  95.652
0, 26  acc:    94 /    95 =  98.947
0, 27  acc:    28 /    28 = 100.000
0, 28  acc:    37 /    38 =  97.368
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     3 /     6 =  50.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2234 /  2278 =  98.068
0, 33  acc:    86 /    88 =  97.727
0, 34  acc:    95 /    97 =  97.938
0, 35  acc:    36 /    36 = 100.000
0, 36  acc:    42 /    43 =  97.674
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    27 /    27 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   701 /   711 =  98.594
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    32 /    34 =  94.118
0, 43  acc:    33 /    33 = 100.000
0, 44  acc:    21 /    22 =  95.455
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:    11 /    12 =  91.667
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   427 /   438 =  97.489
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    26 /    27 =  96.296
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     4 /     4 = 100.000
0, 56  acc:   423 /   429 =  98.601
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    26 /    27 =  96.296
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    19 /    21 =  90.476
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    11 /    11 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2785 /  2914 =  95.573
0, 65  acc:   405 /   424 =  95.519
0, 66  acc:   286 /   299 =  95.652
0, 67  acc:   121 /   124 =  97.581
0, 68  acc:    55 /    59 =  93.220
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    18 /    18 = 100.000
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    85 /    87 =  97.701
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:     9 /    10 =  90.000
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    85 /    95 =  89.474
0, 81  acc:     3 /     4 =  75.000
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     5 /     6 =  83.333
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     1 /     1 = 100.000
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:    86 /    88 =  97.727
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    15 /    15 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     5 /     5 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    14 /    15 =  93.333
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     4 /     4 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6843 /  7083 =  96.612
0, 118  acc:  1646 /  1707 =  96.426
0, 119  acc:   397 /   408 =  97.304
0, 120  acc:   362 /   384 =  94.271
0, 121  acc:    71 /    80 =  88.750
0, 122  acc:    36 /    36 = 100.000
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    25 /    26 =  96.154
0, 125  acc:   406 /   409 =  99.267
0, 126  acc:   117 /   122 =  95.902
0, 127  acc:    29 /    30 =  96.667
0, 128  acc:    45 /    46 =  97.826
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     6 /     6 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   190 /   193 =  98.446
0, 134  acc:    42 /    47 =  89.362
0, 135  acc:    17 /    18 =  94.444
0, 136  acc:    25 /    26 =  96.154
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    48 /    51 =  94.118
0, 142  acc:    14 /    14 = 100.000
0, 143  acc:     5 /     6 =  83.333
0, 144  acc:     2 /     2 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   115 /   120 =  95.833
0, 149  acc:    14 /    16 =  87.500
0, 150  acc:     8 /     9 =  88.889
0, 151  acc:     6 /    13 =  46.154
0, 152  acc:     3 /     4 =  75.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    45 /    45 = 100.000
0, 155  acc:    14 /    15 =  93.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    29 /    30 =  96.667
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    16 =  93.750
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1730 /  1837 =  94.175
0, 170  acc:   412 /   435 =  94.713
0, 171  acc:   128 /   131 =  97.710
0, 172  acc:   167 /   176 =  94.886
0, 173  acc:    28 /    28 = 100.000
0, 174  acc:     2 /     4 =  50.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    10 /    12 =  83.333
0, 177  acc:    86 /    89 =  96.629
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     7 /    10 =  70.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    65 /    68 =  95.588
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     7 /     9 =  77.778
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    35 /    35 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    31 /    32 =  96.875
0, 197  acc:    12 /    12 = 100.000
0, 198  acc:     8 /     8 = 100.000
0, 199  acc:     9 /    10 =  90.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    23 /    25 =  92.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     5 /     5 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 33421 / 34282 =  97.488
1, 1  acc:  3515 /  3612 =  97.315
1, 2  acc:  6112 /  6299 =  97.031
1, 3  acc:  2510 /  2599 =  96.576
1, 4  acc:  2948 /  3041 =  96.942
1, 5  acc:   535 /   546 =  97.985
1, 6  acc:   317 /   323 =  98.142
1, 7  acc:   354 /   366 =  96.721
1, 8  acc:  2963 /  3084 =  96.077
1, 9  acc:   217 /   226 =  96.018
1, 10  acc:   276 /   283 =  97.527
1, 11  acc:   110 /   118 =  93.220
1, 12  acc:   447 /   463 =  96.544
1, 13  acc:    71 /    71 = 100.000
1, 14  acc:    71 /    73 =  97.260
1, 15  acc:    74 /    76 =  97.368
1, 16  acc:  4590 /  4754 =  96.550
1, 17  acc:   160 /   162 =  98.765
1, 18  acc:   348 /   362 =  96.133
1, 19  acc:   142 /   150 =  94.667
1, 20  acc:   178 /   183 =  97.268
1, 21  acc:    29 /    29 = 100.000
1, 22  acc:    79 /    84 =  94.048
1, 23  acc:    22 /    23 =  95.652
1, 24  acc:   597 /   620 =  96.290
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    63 /    64 =  98.438
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    88 /    91 =  96.703
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    10 /    10 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   898 /   931 =  96.455
1, 33  acc:    36 /    38 =  94.737
1, 34  acc:    41 /    41 = 100.000
1, 35  acc:    11 /    11 = 100.000
1, 36  acc:    33 /    34 =  97.059
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    18 /    19 =  94.737
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   234 /   242 =  96.694
1, 41  acc:    13 /    13 = 100.000
1, 42  acc:     6 /     7 =  85.714
1, 43  acc:    18 /    18 = 100.000
1, 44  acc:    15 /    15 = 100.000
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   363 /   372 =  97.581
1, 49  acc:     3 /     4 =  75.000
1, 50  acc:    21 /    23 =  91.304
1, 51  acc:    21 /    21 = 100.000
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    19 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   234 /   243 =  96.296
1, 57  acc:    14 /    14 = 100.000
1, 58  acc:    11 /    12 =  91.667
1, 59  acc:     5 /     5 = 100.000
1, 60  acc:    18 /    18 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /     9 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3143 /  3253 =  96.619
1, 65  acc:   419 /   436 =  96.101
1, 66  acc:   295 /   305 =  96.721
1, 67  acc:   103 /   106 =  97.170
1, 68  acc:   159 /   165 =  96.364
1, 69  acc:    17 /    17 = 100.000
1, 70  acc:    41 /    41 = 100.000
1, 71  acc:    12 /    12 = 100.000
1, 72  acc:    65 /    70 =  92.857
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    18 /    20 =  90.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    94 /    99 =  94.949
1, 81  acc:     8 /     8 = 100.000
1, 82  acc:    30 /    32 =  93.750
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    17 =  94.118
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    14 /    16 =  87.500
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    86 /    92 =  93.478
1, 95  acc:    10 /    10 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    20 /    20 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     8 /     8 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  5011 /  5209 =  96.199
1, 118  acc:  1174 /  1213 =  96.785
1, 119  acc:   298 /   304 =  98.026
1, 120  acc:   334 /   346 =  96.532
1, 121  acc:    87 /    94 =  92.553
1, 122  acc:    43 /    47 =  91.489
1, 123  acc:    16 /    18 =  88.889
1, 124  acc:    18 /    19 =  94.737
1, 125  acc:   279 /   290 =  96.207
1, 126  acc:    84 /    87 =  96.552
1, 127  acc:     7 /     8 =  87.500
1, 128  acc:    33 /    35 =  94.286
1, 129  acc:    12 /    13 =  92.308
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   275 /   289 =  95.156
1, 134  acc:    51 /    53 =  96.226
1, 135  acc:    14 /    14 = 100.000
1, 136  acc:    22 /    27 =  81.481
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    62 /    66 =  93.939
1, 142  acc:     8 /     9 =  88.889
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   124 /   130 =  95.385
1, 149  acc:     6 /     7 =  85.714
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:     5 /    12 =  41.667
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    30 /    31 =  96.774
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     2 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    15 = 100.000
1, 160  acc:     2 /     2 = 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:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2065 /  2136 =  96.676
1, 170  acc:   405 /   422 =  95.972
1, 171  acc:   154 /   161 =  95.652
1, 172  acc:   130 /   135 =  96.296
1, 173  acc:    41 /    44 =  93.182
1, 174  acc:     4 /     5 =  80.000
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:    37 /    40 =  92.500
1, 177  acc:    45 /    48 =  93.750
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     6 /     7 =  85.714
1, 181  acc:     5 /     6 =  83.333
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    12 /    13 =  92.308
1, 184  acc:    63 /    65 =  96.923
1, 185  acc:    23 /    23 = 100.000
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    10 /    11 =  90.909
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    60 /    63 =  95.238
1, 197  acc:    13 /    13 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    17 =  94.118
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /     8 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     2 =  50.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     1 /     1 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     2 /     2 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263349 / 269038 =  97.885
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25145 / 25373 =  99.101
0, 1  acc: 31023 / 31282 =  99.172
0, 2  acc:  6105 /  6155 =  99.188
0, 3  acc: 24091 / 24292 =  99.173
0, 4  acc: 10728 / 10829 =  99.067
0, 5  acc:  5495 /  5541 =  99.170
0, 6  acc:  6745 /  6785 =  99.410
0, 7  acc: 11924 / 12016 =  99.234
1, 0  acc:  4395 /  4437 =  99.053
1, 1  acc:  4920 /  4962 =  99.154
1, 2  acc:  2243 /  2265 =  99.029
1, 3  acc:  2422 /  2446 =  99.019
1, 4  acc:  3103 /  3125 =  99.296
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3085 /  3111 =  99.164
1, 7  acc:  4632 /  4682 =  98.932
--------------------------------------
Average acc: 147051 / 148304 =  99.155
Robust  acc:  4632 /  4682 =  98.932
--------------------------------------
New max robust acc: 98.93208030756088
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed13.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed13.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 53.719 | Best Acc: 95.595
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11188 / 12092 =  92.524
0, 1  acc: 13298 / 14179 =  93.787
0, 2  acc:  2757 /  3210 =  85.888
0, 3  acc: 11568 / 12101 =  95.595
0, 4  acc:  4846 /  5355 =  90.495
0, 5  acc:  2771 /  2980 =  92.987
0, 6  acc:  2794 /  3335 =  83.778
0, 7  acc:  4887 /  5723 =  85.392
1, 0  acc:  1341 /  2203 =  60.872
1, 1  acc:  1400 /  2270 =  61.674
1, 2  acc:   698 /  1216 =  57.401
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   874 /  1627 =  53.719
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:   969 /  1537 =  63.045
1, 7  acc:  1353 /  2246 =  60.240
------------------------------------
Average acc: 61717 / 71854 =  85.892
Robust  acc:   874 /  1627 =  53.719
------------------------------------
Accuracies by groups:
0, 0  acc: 11188 / 12092 =  92.524
0, 1  acc: 13298 / 14179 =  93.787
0, 2  acc:  2757 /  3210 =  85.888
0, 3  acc: 11568 / 12101 =  95.595
0, 4  acc:  4846 /  5355 =  90.495
0, 5  acc:  2771 /  2980 =  92.987
0, 6  acc:  2794 /  3335 =  83.778
0, 7  acc:  4887 /  5723 =  85.392
1, 0  acc:  1341 /  2203 =  60.872
1, 1  acc:  1400 /  2270 =  61.674
1, 2  acc:   698 /  1216 =  57.401
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   874 /  1627 =  53.719
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:   969 /  1537 =  63.045
1, 7  acc:  1353 /  2246 =  60.240
------------------------------------
Average acc: 61717 / 71854 =  85.892
Robust  acc:   874 /  1627 =  53.719
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11188 / 12092 =  92.524
0, 1  acc: 13298 / 14179 =  93.787
0, 2  acc:  2757 /  3210 =  85.888
0, 3  acc: 11568 / 12101 =  95.595
0, 4  acc:  4846 /  5355 =  90.495
0, 5  acc:  2771 /  2980 =  92.987
0, 6  acc:  2794 /  3335 =  83.778
0, 7  acc:  4887 /  5723 =  85.392
1, 0  acc:  1341 /  2203 =  60.872
1, 1  acc:  1400 /  2270 =  61.674
1, 2  acc:   698 /  1216 =  57.401
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   874 /  1627 =  53.719
1, 5  acc:   292 /   520 =  56.154
1, 6  acc:   969 /  1537 =  63.045
1, 7  acc:  1353 /  2246 =  60.240
------------------------------------
Average acc: 61717 / 71854 =  85.892
Robust  acc:   874 /  1627 =  53.719
------------------------------------

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: 98.549 | Val Loss: 0.000 | Val Acc: 99.429
Training:
Accuracies by groups:
0, 0  acc: 107384 / 108263 =  99.188
0, 1  acc:  9084 /  9181 =  98.943
0, 2  acc: 14274 / 14437 =  98.871
0, 3  acc:  7204 /  7289 =  98.834
0, 4  acc:  2759 /  2835 =  97.319
0, 5  acc:   346 /   365 =  94.795
0, 6  acc:   356 /   368 =  96.739
0, 7  acc:   391 /   400 =  97.750
0, 8  acc: 11138 / 11250 =  99.004
0, 9  acc:   784 /   795 =  98.616
0, 10  acc:   816 /   825 =  98.909
0, 11  acc:   513 /   518 =  99.035
0, 12  acc:   541 /   563 =  96.092
0, 13  acc:    60 /    66 =  90.909
0, 14  acc:    96 /    96 = 100.000
0, 15  acc:    49 /    50 =  98.000
0, 16  acc:  6315 /  6461 =  97.740
0, 17  acc:   217 /   220 =  98.636
0, 18  acc:   588 /   596 =  98.658
0, 19  acc:   192 /   196 =  97.959
0, 20  acc:   147 /   155 =  94.839
0, 21  acc:    18 /    19 =  94.737
0, 22  acc:    69 /    70 =  98.571
0, 23  acc:     9 /    10 =  90.000
0, 24  acc:   848 /   873 =  97.136
0, 25  acc:    47 /    48 =  97.917
0, 26  acc:    90 /    93 =  96.774
0, 27  acc:    21 /    22 =  95.455
0, 28  acc:    38 /    41 =  92.683
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     2 /     2 = 100.000
0, 31  acc:     5 /     6 =  83.333
0, 32  acc:  2366 /  2400 =  98.583
0, 33  acc:    99 /   101 =  98.020
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    23 /    24 =  95.833
0, 36  acc:    45 /    46 =  97.826
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    21 /    21 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   634 /   640 =  99.062
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    29 /    31 =  93.548
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    22 /    22 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   400 /   411 =  97.324
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    23 /    24 =  95.833
0, 51  acc:    26 /    26 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   432 /   435 =  99.310
0, 57  acc:    19 /    19 = 100.000
0, 58  acc:    22 /    23 =  95.652
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    23 /    26 =  88.462
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    13 /    13 = 100.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2784 /  2885 =  96.499
0, 65  acc:   408 /   417 =  97.842
0, 66  acc:   298 /   303 =  98.350
0, 67  acc:   129 /   132 =  97.727
0, 68  acc:    57 /    58 =  98.276
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    84 /    84 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     7 /     7 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    95 /    98 =  96.939
0, 81  acc:     5 /     8 =  62.500
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:    15 /    15 = 100.000
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     9 /     9 = 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:     0 /     0 =     nan
0, 94  acc:    79 /    81 =  97.531
0, 95  acc:    12 /    12 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    15 /    16 =  93.750
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     7 /     7 = 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:     1 /     1 = 100.000
0, 110  acc:     5 /     5 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    11 /    11 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6739 /  6891 =  97.794
0, 118  acc:  1627 /  1665 =  97.718
0, 119  acc:   430 /   440 =  97.727
0, 120  acc:   399 /   407 =  98.034
0, 121  acc:    68 /    73 =  93.151
0, 122  acc:    31 /    32 =  96.875
0, 123  acc:    12 /    13 =  92.308
0, 124  acc:    25 /    26 =  96.154
0, 125  acc:   428 /   435 =  98.391
0, 126  acc:   108 /   111 =  97.297
0, 127  acc:    20 /    22 =  90.909
0, 128  acc:    41 /    43 =  95.349
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   218 /   222 =  98.198
0, 134  acc:    61 /    63 =  96.825
0, 135  acc:    22 /    22 = 100.000
0, 136  acc:    25 /    26 =  96.154
0, 137  acc:    11 /    12 =  91.667
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    51 =  98.039
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   118 /   120 =  98.333
0, 149  acc:    19 /    19 = 100.000
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:     5 /    10 =  50.000
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    43 /    44 =  97.727
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    31 /    32 =  96.875
0, 160  acc:     0 /     1 =   0.000
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:     6 /     6 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1713 /  1774 =  96.561
0, 170  acc:   404 /   420 =  96.190
0, 171  acc:   104 /   109 =  95.413
0, 172  acc:   168 /   173 =  97.110
0, 173  acc:    26 /    26 = 100.000
0, 174  acc:     7 /     8 =  87.500
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    13 /    15 =  86.667
0, 177  acc:    65 /    66 =  98.485
0, 178  acc:    15 /    15 = 100.000
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    37 /    38 =  97.368
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:    11 /    11 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    29 = 100.000
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    40 /    41 =  97.561
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     9 /     9 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    19 /    21 =  90.476
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:     9 /    12 =  75.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     7 /     7 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 33422 / 34004 =  98.288
1, 1  acc:  3594 /  3657 =  98.277
1, 2  acc:  6062 /  6176 =  98.154
1, 3  acc:  2654 /  2721 =  97.538
1, 4  acc:  2913 /  2969 =  98.114
1, 5  acc:   504 /   513 =  98.246
1, 6  acc:   313 /   318 =  98.428
1, 7  acc:   347 /   351 =  98.860
1, 8  acc:  3049 /  3133 =  97.319
1, 9  acc:   239 /   240 =  99.583
1, 10  acc:   261 /   266 =  98.120
1, 11  acc:   127 /   133 =  95.489
1, 12  acc:   464 /   475 =  97.684
1, 13  acc:    61 /    62 =  98.387
1, 14  acc:    84 /    90 =  93.333
1, 15  acc:    68 /    71 =  95.775
1, 16  acc:  4642 /  4757 =  97.583
1, 17  acc:   186 /   192 =  96.875
1, 18  acc:   368 /   379 =  97.098
1, 19  acc:   131 /   133 =  98.496
1, 20  acc:   190 /   193 =  98.446
1, 21  acc:    28 /    28 = 100.000
1, 22  acc:    69 /    71 =  97.183
1, 23  acc:    20 /    21 =  95.238
1, 24  acc:   590 /   605 =  97.521
1, 25  acc:    13 /    13 = 100.000
1, 26  acc:    52 /    52 = 100.000
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    86 /    87 =  98.851
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    19 /    20 =  95.000
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:   947 /   967 =  97.932
1, 33  acc:    54 /    55 =  98.182
1, 34  acc:    37 /    37 = 100.000
1, 35  acc:    22 /    22 = 100.000
1, 36  acc:    35 /    36 =  97.222
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    16 /    16 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   265 /   268 =  98.881
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     5 /     7 =  71.429
1, 43  acc:    15 /    15 = 100.000
1, 44  acc:     9 /     9 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     4 /     4 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   311 /   320 =  97.188
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    19 /    20 =  95.000
1, 51  acc:    17 /    18 =  94.444
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    23 =  95.652
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   255 /   263 =  96.958
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     3 /     3 = 100.000
1, 60  acc:    23 /    24 =  95.833
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3157 /  3220 =  98.043
1, 65  acc:   483 /   494 =  97.773
1, 66  acc:   286 /   292 =  97.945
1, 67  acc:   110 /   114 =  96.491
1, 68  acc:   135 /   138 =  97.826
1, 69  acc:    34 /    34 = 100.000
1, 70  acc:    60 /    61 =  98.361
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:    66 /    68 =  97.059
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     7 /     7 = 100.000
1, 76  acc:    12 /    12 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   114 /   117 =  97.436
1, 81  acc:    13 /    15 =  86.667
1, 82  acc:    37 /    38 =  97.368
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    10 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    89 /    91 =  97.802
1, 95  acc:    14 /    14 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    17 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    21 /    22 =  95.455
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     1 /     1 = 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:  5049 /  5190 =  97.283
1, 118  acc:  1136 /  1168 =  97.260
1, 119  acc:   293 /   299 =  97.993
1, 120  acc:   342 /   350 =  97.714
1, 121  acc:    81 /    84 =  96.429
1, 122  acc:    45 /    45 = 100.000
1, 123  acc:    16 /    16 = 100.000
1, 124  acc:    21 /    22 =  95.455
1, 125  acc:   302 /   310 =  97.419
1, 126  acc:    77 /    77 = 100.000
1, 127  acc:    20 /    20 = 100.000
1, 128  acc:    27 /    27 = 100.000
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     1 /     1 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     4 = 100.000
1, 133  acc:   256 /   265 =  96.604
1, 134  acc:    45 /    46 =  97.826
1, 135  acc:    26 /    27 =  96.296
1, 136  acc:    19 /    19 = 100.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    65 /    66 =  98.485
1, 142  acc:    13 /    15 =  86.667
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   102 /   107 =  95.327
1, 149  acc:    10 /    10 = 100.000
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     9 /    12 =  75.000
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    21 /    22 =  95.455
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:    16 /    16 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    13 /    13 = 100.000
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2101 /  2164 =  97.089
1, 170  acc:   409 /   419 =  97.613
1, 171  acc:   141 /   145 =  97.241
1, 172  acc:   147 /   150 =  98.000
1, 173  acc:    32 /    33 =  96.970
1, 174  acc:     9 /     9 = 100.000
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:    26 /    27 =  96.296
1, 177  acc:    48 /    48 = 100.000
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     2 /     2 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    14 /    14 = 100.000
1, 184  acc:    73 /    76 =  96.053
1, 185  acc:    21 /    21 = 100.000
1, 186  acc:    10 /    11 =  90.909
1, 187  acc:    12 /    13 =  92.308
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     3 /     3 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     5 /     5 = 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:    83 /    88 =  94.318
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /     9 = 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:    15 /    17 =  88.235
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265135 / 269038 =  98.549
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25224 / 25373 =  99.413
0, 1  acc: 31087 / 31282 =  99.377
0, 2  acc:  6125 /  6155 =  99.513
0, 3  acc: 24153 / 24292 =  99.428
0, 4  acc: 10777 / 10829 =  99.520
0, 5  acc:  5513 /  5541 =  99.495
0, 6  acc:  6756 /  6785 =  99.573
0, 7  acc: 11953 / 12016 =  99.476
1, 0  acc:  4413 /  4437 =  99.459
1, 1  acc:  4938 /  4962 =  99.516
1, 2  acc:  2252 /  2265 =  99.426
1, 3  acc:  2434 /  2446 =  99.509
1, 4  acc:  3111 /  3125 =  99.552
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3092 /  3111 =  99.389
1, 7  acc:  4654 /  4682 =  99.402
--------------------------------------
Average acc: 147480 / 148304 =  99.444
Robust  acc: 31087 / 31282 =  99.377
--------------------------------------
New max robust acc: 99.3766383223579
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed13.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed13.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 53.903 | Best Acc: 95.414
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11236 / 12092 =  92.921
0, 1  acc: 13293 / 14179 =  93.751
0, 2  acc:  2722 /  3210 =  84.798
0, 3  acc: 11546 / 12101 =  95.414
0, 4  acc:  4821 /  5355 =  90.028
0, 5  acc:  2747 /  2980 =  92.181
0, 6  acc:  2876 /  3335 =  86.237
0, 7  acc:  5016 /  5723 =  87.646
1, 0  acc:  1346 /  2203 =  61.099
1, 1  acc:  1365 /  2270 =  60.132
1, 2  acc:   716 /  1216 =  58.882
1, 3  acc:   682 /  1260 =  54.127
1, 4  acc:   877 /  1627 =  53.903
1, 5  acc:   299 /   520 =  57.500
1, 6  acc:   919 /  1537 =  59.792
1, 7  acc:  1320 /  2246 =  58.771
------------------------------------
Average acc: 61781 / 71854 =  85.981
Robust  acc:   877 /  1627 =  53.903
------------------------------------
Accuracies by groups:
0, 0  acc: 11236 / 12092 =  92.921
0, 1  acc: 13293 / 14179 =  93.751
0, 2  acc:  2722 /  3210 =  84.798
0, 3  acc: 11546 / 12101 =  95.414
0, 4  acc:  4821 /  5355 =  90.028
0, 5  acc:  2747 /  2980 =  92.181
0, 6  acc:  2876 /  3335 =  86.237
0, 7  acc:  5016 /  5723 =  87.646
1, 0  acc:  1346 /  2203 =  61.099
1, 1  acc:  1365 /  2270 =  60.132
1, 2  acc:   716 /  1216 =  58.882
1, 3  acc:   682 /  1260 =  54.127
1, 4  acc:   877 /  1627 =  53.903
1, 5  acc:   299 /   520 =  57.500
1, 6  acc:   919 /  1537 =  59.792
1, 7  acc:  1320 /  2246 =  58.771
------------------------------------
Average acc: 61781 / 71854 =  85.981
Robust  acc:   877 /  1627 =  53.903
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11236 / 12092 =  92.921
0, 1  acc: 13293 / 14179 =  93.751
0, 2  acc:  2722 /  3210 =  84.798
0, 3  acc: 11546 / 12101 =  95.414
0, 4  acc:  4821 /  5355 =  90.028
0, 5  acc:  2747 /  2980 =  92.181
0, 6  acc:  2876 /  3335 =  86.237
0, 7  acc:  5016 /  5723 =  87.646
1, 0  acc:  1346 /  2203 =  61.099
1, 1  acc:  1365 /  2270 =  60.132
1, 2  acc:   716 /  1216 =  58.882
1, 3  acc:   682 /  1260 =  54.127
1, 4  acc:   877 /  1627 =  53.903
1, 5  acc:   299 /   520 =  57.500
1, 6  acc:   919 /  1537 =  59.792
1, 7  acc:  1320 /  2246 =  58.771
------------------------------------
Average acc: 61781 / 71854 =  85.981
Robust  acc:   877 /  1627 =  53.903
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed13.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed13.pt
