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_seed20.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: 20
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=20-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed20.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7031, 0.1835],
        [0.0694, 0.0440]])
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: 86.938 | Val Loss: 0.000 | Val Acc: 91.623
Training:
Accuracies by groups:
0, 0  acc: 105551 / 110845 =  95.224
0, 1  acc:  8925 /  9505 =  93.898
0, 2  acc: 13938 / 15003 =  92.901
0, 3  acc:  7266 /  7798 =  93.178
0, 4  acc:  2383 /  3036 =  78.491
0, 5  acc:   259 /   359 =  72.145
0, 6  acc:   324 /   390 =  83.077
0, 7  acc:   358 /   453 =  79.029
0, 8  acc: 10925 / 11495 =  95.041
0, 9  acc:   711 /   765 =  92.941
0, 10  acc:   741 /   799 =  92.741
0, 11  acc:   538 /   579 =  92.919
0, 12  acc:   492 /   610 =  80.656
0, 13  acc:    41 /    53 =  77.358
0, 14  acc:    68 /    77 =  88.312
0, 15  acc:    34 /    45 =  75.556
0, 16  acc:  5889 /  6830 =  86.223
0, 17  acc:   201 /   231 =  87.013
0, 18  acc:   574 /   661 =  86.838
0, 19  acc:   226 /   241 =  93.776
0, 20  acc:    91 /   139 =  65.468
0, 21  acc:    17 /    26 =  65.385
0, 22  acc:    48 /    59 =  81.356
0, 23  acc:     5 /    12 =  41.667
0, 24  acc:   760 /   891 =  85.297
0, 25  acc:    33 /    36 =  91.667
0, 26  acc:    72 /    78 =  92.308
0, 27  acc:    29 /    35 =  82.857
0, 28  acc:    45 /    54 =  83.333
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     3 /     7 =  42.857
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2199 /  2350 =  93.574
0, 33  acc:    99 /   101 =  98.020
0, 34  acc:    88 /    94 =  93.617
0, 35  acc:    41 /    43 =  95.349
0, 36  acc:    33 /    39 =  84.615
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:    12 /    16 =  75.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   640 /   684 =  93.567
0, 41  acc:    24 /    25 =  96.000
0, 42  acc:    27 /    29 =  93.103
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    23 /    24 =  95.833
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     0 /     1 =   0.000
0, 48  acc:   368 /   420 =  87.619
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    25 /    26 =  96.154
0, 51  acc:    21 /    22 =  95.455
0, 52  acc:     5 /     8 =  62.500
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     5 =  40.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   436 /   473 =  92.178
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:    20 /    24 =  83.333
0, 59  acc:    20 /    21 =  95.238
0, 60  acc:     8 /    12 =  66.667
0, 61  acc:     6 /     7 =  85.714
0, 62  acc:    11 /    16 =  68.750
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2503 /  3096 =  80.846
0, 65  acc:   353 /   451 =  78.271
0, 66  acc:   227 /   277 =  81.949
0, 67  acc:   107 /   128 =  83.594
0, 68  acc:    55 /    76 =  72.368
0, 69  acc:     7 /     7 = 100.000
0, 70  acc:    20 /    27 =  74.074
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    78 /    87 =  89.655
0, 73  acc:    10 /    11 =  90.909
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    62 /    86 =  72.093
0, 81  acc:    10 /    12 =  83.333
0, 82  acc:    16 /    18 =  88.889
0, 83  acc:    11 /    17 =  64.706
0, 84  acc:     3 /     5 =  60.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     6 /    10 =  60.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     8 /    10 =  80.000
0, 89  acc:     4 /     4 = 100.000
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:    65 /    85 =  76.471
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     3 /     3 = 100.000
0, 98  acc:     8 /    11 =  72.727
0, 99  acc:     2 /     3 =  66.667
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    15 /    18 =  83.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     3 =  66.667
0, 110  acc:     0 /     5 =   0.000
0, 111  acc:     2 /     3 =  66.667
0, 112  acc:     3 /     8 =  37.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6492 /  7452 =  87.118
0, 118  acc:  1394 /  1665 =  83.724
0, 119  acc:   365 /   429 =  85.082
0, 120  acc:   369 /   418 =  88.278
0, 121  acc:    43 /    57 =  75.439
0, 122  acc:    30 /    35 =  85.714
0, 123  acc:    10 /    14 =  71.429
0, 124  acc:    17 /    22 =  77.273
0, 125  acc:   389 /   437 =  89.016
0, 126  acc:    98 /   116 =  84.483
0, 127  acc:    25 /    26 =  96.154
0, 128  acc:    36 /    40 =  90.000
0, 129  acc:     1 /     2 =  50.000
0, 130  acc:     8 /     9 =  88.889
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   174 /   229 =  75.983
0, 134  acc:    49 /    73 =  67.123
0, 135  acc:    23 /    25 =  92.000
0, 136  acc:    26 /    34 =  76.471
0, 137  acc:     5 /     8 =  62.500
0, 138  acc:     7 /     8 =  87.500
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    38 /    58 =  65.517
0, 142  acc:    11 /    13 =  84.615
0, 143  acc:     0 /     4 =   0.000
0, 144  acc:     8 /    12 =  66.667
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   123 /   135 =  91.111
0, 149  acc:    17 /    22 =  77.273
0, 150  acc:     5 /     8 =  62.500
0, 151  acc:    10 /    16 =  62.500
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    44 /    47 =  93.617
0, 155  acc:     0 /     2 =   0.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    24 /    28 =  85.714
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    24 =  83.333
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     5 /     6 =  83.333
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1593 /  2048 =  77.783
0, 170  acc:   298 /   414 =  71.981
0, 171  acc:    94 /   122 =  77.049
0, 172  acc:   158 /   194 =  81.443
0, 173  acc:    15 /    19 =  78.947
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     2 /     3 =  66.667
0, 176  acc:    13 /    22 =  59.091
0, 177  acc:    81 /    95 =  85.263
0, 178  acc:    13 /    17 =  76.471
0, 179  acc:    10 /    12 =  83.333
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     9 /    10 =  90.000
0, 184  acc:    50 /    61 =  81.967
0, 185  acc:     6 /    10 =  60.000
0, 186  acc:     3 /     5 =  60.000
0, 187  acc:     7 /     9 =  77.778
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    38 =  81.579
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    43 /    49 =  87.755
0, 197  acc:     7 /    10 =  70.000
0, 198  acc:     1 /     4 =  25.000
0, 199  acc:     8 /    10 =  80.000
0, 200  acc:     5 /     7 =  71.429
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    22 /    24 =  91.667
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     3 =  66.667
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     3 =  66.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     7 /     7 = 100.000
1, 0  acc: 24306 / 31798 =  76.439
1, 1  acc:  2580 /  3462 =  74.523
1, 2  acc:  4096 /  5828 =  70.281
1, 3  acc:  1640 /  2448 =  66.993
1, 4  acc:  1997 /  2732 =  73.097
1, 5  acc:   340 /   448 =  75.893
1, 6  acc:   181 /   262 =  69.084
1, 7  acc:   243 /   321 =  75.701
1, 8  acc:  1834 /  2892 =  63.416
1, 9  acc:   131 /   193 =  67.876
1, 10  acc:   162 /   250 =  64.800
1, 11  acc:    72 /   135 =  53.333
1, 12  acc:   314 /   446 =  70.404
1, 13  acc:    39 /    64 =  60.938
1, 14  acc:    37 /    66 =  56.061
1, 15  acc:    39 /    70 =  55.714
1, 16  acc:  2807 /  4321 =  64.962
1, 17  acc:   105 /   157 =  66.879
1, 18  acc:   211 /   339 =  62.242
1, 19  acc:    76 /   132 =  57.576
1, 20  acc:   118 /   153 =  77.124
1, 21  acc:    15 /    16 =  93.750
1, 22  acc:    55 /    77 =  71.429
1, 23  acc:    19 /    25 =  76.000
1, 24  acc:   334 /   557 =  59.964
1, 25  acc:     6 /     9 =  66.667
1, 26  acc:    40 /    52 =  76.923
1, 27  acc:     8 /    12 =  66.667
1, 28  acc:    67 /    90 =  74.444
1, 29  acc:     2 /     4 =  50.000
1, 30  acc:    10 /    12 =  83.333
1, 31  acc:     2 /     4 =  50.000
1, 32  acc:   593 /   922 =  64.317
1, 33  acc:    25 /    36 =  69.444
1, 34  acc:    27 /    38 =  71.053
1, 35  acc:    13 /    17 =  76.471
1, 36  acc:    16 /    19 =  84.211
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:     9 /    16 =  56.250
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   116 /   198 =  58.586
1, 41  acc:     8 /    11 =  72.727
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:    10 /    13 =  76.923
1, 44  acc:     9 /    15 =  60.000
1, 45  acc:     1 /     3 =  33.333
1, 46  acc:     3 /     5 =  60.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   140 /   256 =  54.688
1, 49  acc:     3 /     3 = 100.000
1, 50  acc:    10 /    25 =  40.000
1, 51  acc:    10 /    13 =  76.923
1, 52  acc:     4 /     7 =  57.143
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    16 =  62.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   147 /   239 =  61.506
1, 57  acc:    11 /    13 =  84.615
1, 58  acc:     2 /     3 =  66.667
1, 59  acc:     4 /     7 =  57.143
1, 60  acc:     5 /     9 =  55.556
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     5 /     7 =  71.429
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2185 /  2980 =  73.322
1, 65  acc:   257 /   409 =  62.836
1, 66  acc:   173 /   252 =  68.651
1, 67  acc:    62 /    99 =  62.626
1, 68  acc:   120 /   148 =  81.081
1, 69  acc:    14 /    15 =  93.333
1, 70  acc:    29 /    35 =  82.857
1, 71  acc:     8 /    13 =  61.538
1, 72  acc:    45 /    64 =  70.312
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     5 /     7 =  71.429
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    66 /    98 =  67.347
1, 81  acc:    11 /    15 =  73.333
1, 82  acc:    16 /    19 =  84.211
1, 83  acc:     3 /     5 =  60.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     6 /     9 =  66.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     6 /    10 =  60.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    50 /    85 =  58.824
1, 95  acc:    10 /    16 =  62.500
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     7 =  85.714
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    15 =  86.667
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    16 /    24 =  66.667
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /    10 =  80.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     1 =   0.000
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:  2925 /  4572 =  63.976
1, 118  acc:   774 /  1126 =  68.739
1, 119  acc:   204 /   296 =  68.919
1, 120  acc:   197 /   302 =  65.232
1, 121  acc:    67 /    87 =  77.011
1, 122  acc:    29 /    38 =  76.316
1, 123  acc:     7 /    16 =  43.750
1, 124  acc:    11 /    20 =  55.000
1, 125  acc:   187 /   301 =  62.126
1, 126  acc:    50 /    74 =  67.568
1, 127  acc:     5 /    13 =  38.462
1, 128  acc:    12 /    27 =  44.444
1, 129  acc:    12 /    14 =  85.714
1, 130  acc:     3 /     5 =  60.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     4 =  75.000
1, 133  acc:   172 /   251 =  68.526
1, 134  acc:    30 /    45 =  66.667
1, 135  acc:    11 /    13 =  84.615
1, 136  acc:    11 /    19 =  57.895
1, 137  acc:     2 /     4 =  50.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    34 /    56 =  60.714
1, 142  acc:     8 /    11 =  72.727
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     2 /     3 =  66.667
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     4 =  50.000
1, 148  acc:    58 /   110 =  52.727
1, 149  acc:     6 /    10 =  60.000
1, 150  acc:     3 /     5 =  60.000
1, 151  acc:     1 /     8 =  12.500
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:     6 /    21 =  28.571
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     7 =  57.143
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    21 =  66.667
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     9 /    15 =  60.000
1, 165  acc:     2 /     5 =  40.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1295 /  1887 =  68.627
1, 170  acc:   282 /   380 =  74.211
1, 171  acc:   114 /   163 =  69.939
1, 172  acc:    91 /   133 =  68.421
1, 173  acc:    22 /    35 =  62.857
1, 174  acc:     2 /     5 =  40.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:    15 /    32 =  46.875
1, 177  acc:    19 /    39 =  48.718
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     1 /     5 =  20.000
1, 180  acc:     0 /     3 =   0.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     6 /     7 =  85.714
1, 184  acc:    49 /    72 =  68.056
1, 185  acc:    16 /    20 =  80.000
1, 186  acc:     3 /    14 =  21.429
1, 187  acc:     2 /     3 =  66.667
1, 188  acc:     5 /     5 = 100.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     5 /     9 =  55.556
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     6 /     6 = 100.000
1, 196  acc:    28 /    56 =  50.000
1, 197  acc:     4 /     7 =  57.143
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:     6 /    13 =  46.154
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:    10 /    12 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     8 /     8 = 100.000
1, 213  acc:     4 /     5 =  80.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     6 =  83.333
1, 218  acc:     5 /     7 =  71.429
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233895 / 269038 =  86.938
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23256 / 25373 =  91.656
0, 1  acc: 28654 / 31282 =  91.599
0, 2  acc:  5650 /  6155 =  91.795
0, 3  acc: 22364 / 24292 =  92.063
0, 4  acc:  9943 / 10829 =  91.818
0, 5  acc:  5110 /  5541 =  92.222
0, 6  acc:  6209 /  6785 =  91.511
0, 7  acc: 10991 / 12016 =  91.470
1, 0  acc:  4079 /  4437 =  91.931
1, 1  acc:  4537 /  4962 =  91.435
1, 2  acc:  2103 /  2265 =  92.848
1, 3  acc:  2260 /  2446 =  92.396
1, 4  acc:  2872 /  3125 =  91.904
1, 5  acc:   927 /  1003 =  92.423
1, 6  acc:  2855 /  3111 =  91.771
1, 7  acc:  4328 /  4682 =  92.439
--------------------------------------
Average acc: 136138 / 148304 =  91.797
Robust  acc:  4537 /  4962 =  91.435
--------------------------------------
New max robust acc: 91.43490528012897
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed20.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed20.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: 69.615 | Best Acc: 92.050
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10692 / 12092 =  88.422
0, 1  acc: 12718 / 14179 =  89.696
0, 2  acc:  2351 /  3210 =  73.240
0, 3  acc: 11139 / 12101 =  92.050
0, 4  acc:  4348 /  5355 =  81.195
0, 5  acc:  2610 /  2980 =  87.584
0, 6  acc:  2358 /  3335 =  70.705
0, 7  acc:  4367 /  5723 =  76.306
1, 0  acc:  1599 /  2203 =  72.583
1, 1  acc:  1629 /  2270 =  71.762
1, 2  acc:   903 /  1216 =  74.260
1, 3  acc:   893 /  1260 =  70.873
1, 4  acc:  1175 /  1627 =  72.219
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1197 /  1537 =  77.879
1, 7  acc:  1620 /  2246 =  72.128
------------------------------------
Average acc: 59961 / 71854 =  83.448
Robust  acc:   362 /   520 =  69.615
------------------------------------
Accuracies by groups:
0, 0  acc: 10692 / 12092 =  88.422
0, 1  acc: 12718 / 14179 =  89.696
0, 2  acc:  2351 /  3210 =  73.240
0, 3  acc: 11139 / 12101 =  92.050
0, 4  acc:  4348 /  5355 =  81.195
0, 5  acc:  2610 /  2980 =  87.584
0, 6  acc:  2358 /  3335 =  70.705
0, 7  acc:  4367 /  5723 =  76.306
1, 0  acc:  1599 /  2203 =  72.583
1, 1  acc:  1629 /  2270 =  71.762
1, 2  acc:   903 /  1216 =  74.260
1, 3  acc:   893 /  1260 =  70.873
1, 4  acc:  1175 /  1627 =  72.219
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1197 /  1537 =  77.879
1, 7  acc:  1620 /  2246 =  72.128
------------------------------------
Average acc: 59961 / 71854 =  83.448
Robust  acc:   362 /   520 =  69.615
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10692 / 12092 =  88.422
0, 1  acc: 12718 / 14179 =  89.696
0, 2  acc:  2351 /  3210 =  73.240
0, 3  acc: 11139 / 12101 =  92.050
0, 4  acc:  4348 /  5355 =  81.195
0, 5  acc:  2610 /  2980 =  87.584
0, 6  acc:  2358 /  3335 =  70.705
0, 7  acc:  4367 /  5723 =  76.306
1, 0  acc:  1599 /  2203 =  72.583
1, 1  acc:  1629 /  2270 =  71.762
1, 2  acc:   903 /  1216 =  74.260
1, 3  acc:   893 /  1260 =  70.873
1, 4  acc:  1175 /  1627 =  72.219
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1197 /  1537 =  77.879
1, 7  acc:  1620 /  2246 =  72.128
------------------------------------
Average acc: 59961 / 71854 =  83.448
Robust  acc:   362 /   520 =  69.615
------------------------------------

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: 93.388 | Val Loss: 0.000 | Val Acc: 95.494
Training:
Accuracies by groups:
0, 0  acc: 108221 / 111377 =  97.166
0, 1  acc:  9071 /  9428 =  96.213
0, 2  acc: 14442 / 15138 =  95.402
0, 3  acc:  7260 /  7603 =  95.489
0, 4  acc:  2526 /  2926 =  86.329
0, 5  acc:   275 /   343 =  80.175
0, 6  acc:   365 /   413 =  88.378
0, 7  acc:   345 /   397 =  86.902
0, 8  acc: 11238 / 11615 =  96.754
0, 9  acc:   775 /   810 =  95.679
0, 10  acc:   849 /   888 =  95.608
0, 11  acc:   568 /   588 =  96.599
0, 12  acc:   569 /   660 =  86.212
0, 13  acc:    62 /    74 =  83.784
0, 14  acc:    91 /    99 =  91.919
0, 15  acc:    47 /    61 =  77.049
0, 16  acc:  6342 /  6907 =  91.820
0, 17  acc:   228 /   246 =  92.683
0, 18  acc:   656 /   702 =  93.447
0, 19  acc:   188 /   208 =  90.385
0, 20  acc:   109 /   134 =  81.343
0, 21  acc:    19 /    19 = 100.000
0, 22  acc:    57 /    65 =  87.692
0, 23  acc:    12 /    17 =  70.588
0, 24  acc:   855 /   926 =  92.333
0, 25  acc:    39 /    42 =  92.857
0, 26  acc:    72 /    78 =  92.308
0, 27  acc:    27 /    32 =  84.375
0, 28  acc:    36 /    42 =  85.714
0, 29  acc:     2 /     5 =  40.000
0, 30  acc:     6 /     7 =  85.714
0, 31  acc:     4 /     6 =  66.667
0, 32  acc:  2209 /  2302 =  95.960
0, 33  acc:   106 /   111 =  95.495
0, 34  acc:    95 /    99 =  95.960
0, 35  acc:    15 /    15 = 100.000
0, 36  acc:    53 /    59 =  89.831
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   659 /   689 =  95.646
0, 41  acc:    35 /    35 = 100.000
0, 42  acc:    20 /    21 =  95.238
0, 43  acc:    37 /    37 = 100.000
0, 44  acc:    22 /    23 =  95.652
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     7 /     7 = 100.000
0, 48  acc:   358 /   406 =  88.177
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    27 /    27 = 100.000
0, 51  acc:    20 /    21 =  95.238
0, 52  acc:     9 /    11 =  81.818
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     5 /     5 = 100.000
0, 56  acc:   406 /   433 =  93.764
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    21 /    25 =  84.000
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    26 /    29 =  89.655
0, 61  acc:     3 /     4 =  75.000
0, 62  acc:     7 /     9 =  77.778
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2668 /  3018 =  88.403
0, 65  acc:   374 /   435 =  85.977
0, 66  acc:   250 /   294 =  85.034
0, 67  acc:   105 /   114 =  92.105
0, 68  acc:    66 /    77 =  85.714
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    26 /    29 =  89.655
0, 71  acc:    14 /    17 =  82.353
0, 72  acc:    78 /    81 =  96.296
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:    12 /    13 =  92.308
0, 76  acc:     5 /     7 =  71.429
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    65 /    83 =  78.313
0, 81  acc:     4 /     7 =  57.143
0, 82  acc:    12 /    15 =  80.000
0, 83  acc:     4 /     6 =  66.667
0, 84  acc:     8 /     9 =  88.889
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     6 /     9 =  66.667
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    74 /    80 =  92.500
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    10 /    12 =  83.333
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    13 /    13 = 100.000
0, 102  acc:     4 /     4 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    14 /    18 =  77.778
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     2 /     4 =  50.000
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     3 /     3 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6686 /  7255 =  92.157
0, 118  acc:  1563 /  1727 =  90.504
0, 119  acc:   405 /   436 =  92.890
0, 120  acc:   409 /   448 =  91.295
0, 121  acc:    62 /    80 =  77.500
0, 122  acc:    36 /    38 =  94.737
0, 123  acc:     6 /     7 =  85.714
0, 124  acc:    27 /    31 =  87.097
0, 125  acc:   449 /   477 =  94.130
0, 126  acc:   109 /   119 =  91.597
0, 127  acc:    28 /    32 =  87.500
0, 128  acc:    33 /    37 =  89.189
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     8 /     8 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   201 /   236 =  85.169
0, 134  acc:    37 /    49 =  75.510
0, 135  acc:    37 /    40 =  92.500
0, 136  acc:    19 /    24 =  79.167
0, 137  acc:    12 /    13 =  92.308
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    61 /    73 =  83.562
0, 142  acc:    13 /    17 =  76.471
0, 143  acc:     1 /     4 =  25.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   131 /   144 =  90.972
0, 149  acc:    18 /    20 =  90.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    16 /    18 =  88.889
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    37 /    40 =  92.500
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    21 /    25 =  84.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    17 =  94.118
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     3 /     4 =  75.000
0, 168  acc:     4 /     5 =  80.000
0, 169  acc:  1679 /  1929 =  87.040
0, 170  acc:   371 /   437 =  84.897
0, 171  acc:   102 /   119 =  85.714
0, 172  acc:   163 /   189 =  86.243
0, 173  acc:    17 /    22 =  77.273
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    18 /    26 =  69.231
0, 177  acc:    80 /    82 =  97.561
0, 178  acc:    10 /    13 =  76.923
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:    11 /    11 = 100.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    58 /    66 =  87.879
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     8 /     9 =  88.889
0, 187  acc:     6 /     6 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    27 =  92.593
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     2 /     5 =  40.000
0, 196  acc:    47 /    54 =  87.037
0, 197  acc:    13 /    14 =  92.857
0, 198  acc:     3 /     5 =  60.000
0, 199  acc:     5 /     6 =  83.333
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     4 /     4 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    23 /    26 =  88.462
0, 205  acc:     7 /     7 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     2 =  50.000
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 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 28450 / 31546 =  90.186
1, 1  acc:  3055 /  3419 =  89.354
1, 2  acc:  4966 /  5716 =  86.879
1, 3  acc:  2122 /  2501 =  84.846
1, 4  acc:  2501 /  2856 =  87.570
1, 5  acc:   449 /   514 =  87.354
1, 6  acc:   249 /   286 =  87.063
1, 7  acc:   324 /   367 =  88.283
1, 8  acc:  2311 /  2749 =  84.067
1, 9  acc:   165 /   195 =  84.615
1, 10  acc:   192 /   233 =  82.403
1, 11  acc:   102 /   126 =  80.952
1, 12  acc:   365 /   416 =  87.740
1, 13  acc:    48 /    56 =  85.714
1, 14  acc:    56 /    75 =  74.667
1, 15  acc:    64 /    77 =  83.117
1, 16  acc:  3709 /  4335 =  85.559
1, 17  acc:   137 /   157 =  87.261
1, 18  acc:   253 /   302 =  83.775
1, 19  acc:   103 /   127 =  81.102
1, 20  acc:   132 /   145 =  91.034
1, 21  acc:    16 /    16 = 100.000
1, 22  acc:    62 /    71 =  87.324
1, 23  acc:    19 /    24 =  79.167
1, 24  acc:   455 /   559 =  81.395
1, 25  acc:    12 /    17 =  70.588
1, 26  acc:    45 /    52 =  86.538
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:    55 /    64 =  85.938
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:    13 /    15 =  86.667
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:   784 /   923 =  84.940
1, 33  acc:    35 /    46 =  76.087
1, 34  acc:    26 /    35 =  74.286
1, 35  acc:     9 /     9 = 100.000
1, 36  acc:    27 /    32 =  84.375
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    17 /    20 =  85.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   174 /   206 =  84.466
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     2 /     8 =  25.000
1, 43  acc:    11 /    14 =  78.571
1, 44  acc:    11 /    15 =  73.333
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:     4 /     6 =  66.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   243 /   292 =  83.219
1, 49  acc:     5 /     8 =  62.500
1, 50  acc:    17 /    19 =  89.474
1, 51  acc:     5 /     6 =  83.333
1, 52  acc:     7 /     8 =  87.500
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    16 =  62.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   170 /   213 =  79.812
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:     8 /    10 =  80.000
1, 59  acc:     5 /     9 =  55.556
1, 60  acc:    14 /    19 =  73.684
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     5 /     5 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2577 /  2933 =  87.862
1, 65  acc:   325 /   383 =  84.856
1, 66  acc:   183 /   210 =  87.143
1, 67  acc:    78 /    99 =  78.788
1, 68  acc:   111 /   130 =  85.385
1, 69  acc:    19 /    22 =  86.364
1, 70  acc:    45 /    49 =  91.837
1, 71  acc:    15 /    17 =  88.235
1, 72  acc:    60 /    67 =  89.552
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:     8 /     9 =  88.889
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    84 /   106 =  79.245
1, 81  acc:    16 /    18 =  88.889
1, 82  acc:    21 /    26 =  80.769
1, 83  acc:     3 /     5 =  60.000
1, 84  acc:     2 /     3 =  66.667
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    12 =  91.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /     8 =  62.500
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    77 /    87 =  88.506
1, 95  acc:     7 /     8 =  87.500
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     8 = 100.000
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:     9 /    10 =  90.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     9 =  88.889
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     1 /     2 =  50.000
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:  3876 /  4629 =  83.733
1, 118  acc:   899 /  1049 =  85.701
1, 119  acc:   250 /   292 =  85.616
1, 120  acc:   243 /   292 =  83.219
1, 121  acc:    78 /    92 =  84.783
1, 122  acc:    35 /    41 =  85.366
1, 123  acc:    14 /    17 =  82.353
1, 124  acc:    22 /    26 =  84.615
1, 125  acc:   245 /   293 =  83.618
1, 126  acc:    65 /    77 =  84.416
1, 127  acc:    17 /    21 =  80.952
1, 128  acc:    19 /    23 =  82.609
1, 129  acc:    17 /    19 =  89.474
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     5 =  80.000
1, 133  acc:   214 /   258 =  82.946
1, 134  acc:    47 /    52 =  90.385
1, 135  acc:    16 /    20 =  80.000
1, 136  acc:    16 /    19 =  84.211
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    39 /    52 =  75.000
1, 142  acc:    10 /    12 =  83.333
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:    59 /    82 =  71.951
1, 149  acc:     5 /     8 =  62.500
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:     0 /     8 =   0.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    11 /    14 =  78.571
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    16 /    18 =  88.889
1, 160  acc:     4 /     5 =  80.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     5 =  60.000
1, 164  acc:    17 /    19 =  89.474
1, 165  acc:     0 /     0 =     nan
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1698 /  1991 =  85.284
1, 170  acc:   300 /   359 =  83.565
1, 171  acc:   115 /   130 =  88.462
1, 172  acc:    91 /   105 =  86.667
1, 173  acc:    23 /    25 =  92.000
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    19 /    31 =  61.290
1, 177  acc:    55 /    60 =  91.667
1, 178  acc:     3 /     5 =  60.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     4 /     6 =  66.667
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     3 /     7 =  42.857
1, 184  acc:    46 /    58 =  79.310
1, 185  acc:    15 /    20 =  75.000
1, 186  acc:     8 /    11 =  72.727
1, 187  acc:     3 /     5 =  60.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    43 /    57 =  75.439
1, 197  acc:     5 /     7 =  71.429
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     2 /     5 =  40.000
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    10 =  80.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     9 /    10 =  90.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251250 / 269038 =  93.388
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24216 / 25373 =  95.440
0, 1  acc: 29887 / 31282 =  95.541
0, 2  acc:  5860 /  6155 =  95.207
0, 3  acc: 23167 / 24292 =  95.369
0, 4  acc: 10373 / 10829 =  95.789
0, 5  acc:  5319 /  5541 =  95.994
0, 6  acc:  6472 /  6785 =  95.387
0, 7  acc: 11475 / 12016 =  95.498
1, 0  acc:  4263 /  4437 =  96.078
1, 1  acc:  4736 /  4962 =  95.445
1, 2  acc:  2172 /  2265 =  95.894
1, 3  acc:  2329 /  2446 =  95.217
1, 4  acc:  2994 /  3125 =  95.808
1, 5  acc:   969 /  1003 =  96.610
1, 6  acc:  2979 /  3111 =  95.757
1, 7  acc:  4480 /  4682 =  95.686
--------------------------------------
Average acc: 141691 / 148304 =  95.541
Robust  acc:  5860 /  6155 =  95.207
--------------------------------------
New max robust acc: 95.20714865962631
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed20.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed20.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 67.352 | Best Acc: 91.480
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10633 / 12092 =  87.934
0, 1  acc: 12650 / 14179 =  89.216
0, 2  acc:  2162 /  3210 =  67.352
0, 3  acc: 11070 / 12101 =  91.480
0, 4  acc:  4207 /  5355 =  78.562
0, 5  acc:  2555 /  2980 =  85.738
0, 6  acc:  2333 /  3335 =  69.955
0, 7  acc:  4414 /  5723 =  77.127
1, 0  acc:  1625 /  2203 =  73.763
1, 1  acc:  1625 /  2270 =  71.586
1, 2  acc:   949 /  1216 =  78.043
1, 3  acc:   892 /  1260 =  70.794
1, 4  acc:  1194 /  1627 =  73.387
1, 5  acc:   373 /   520 =  71.731
1, 6  acc:  1202 /  1537 =  78.204
1, 7  acc:  1631 /  2246 =  72.618
------------------------------------
Average acc: 59515 / 71854 =  82.828
Robust  acc:  2162 /  3210 =  67.352
------------------------------------
Accuracies by groups:
0, 0  acc: 10633 / 12092 =  87.934
0, 1  acc: 12650 / 14179 =  89.216
0, 2  acc:  2162 /  3210 =  67.352
0, 3  acc: 11070 / 12101 =  91.480
0, 4  acc:  4207 /  5355 =  78.562
0, 5  acc:  2555 /  2980 =  85.738
0, 6  acc:  2333 /  3335 =  69.955
0, 7  acc:  4414 /  5723 =  77.127
1, 0  acc:  1625 /  2203 =  73.763
1, 1  acc:  1625 /  2270 =  71.586
1, 2  acc:   949 /  1216 =  78.043
1, 3  acc:   892 /  1260 =  70.794
1, 4  acc:  1194 /  1627 =  73.387
1, 5  acc:   373 /   520 =  71.731
1, 6  acc:  1202 /  1537 =  78.204
1, 7  acc:  1631 /  2246 =  72.618
------------------------------------
Average acc: 59515 / 71854 =  82.828
Robust  acc:  2162 /  3210 =  67.352
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10633 / 12092 =  87.934
0, 1  acc: 12650 / 14179 =  89.216
0, 2  acc:  2162 /  3210 =  67.352
0, 3  acc: 11070 / 12101 =  91.480
0, 4  acc:  4207 /  5355 =  78.562
0, 5  acc:  2555 /  2980 =  85.738
0, 6  acc:  2333 /  3335 =  69.955
0, 7  acc:  4414 /  5723 =  77.127
1, 0  acc:  1625 /  2203 =  73.763
1, 1  acc:  1625 /  2270 =  71.586
1, 2  acc:   949 /  1216 =  78.043
1, 3  acc:   892 /  1260 =  70.794
1, 4  acc:  1194 /  1627 =  73.387
1, 5  acc:   373 /   520 =  71.731
1, 6  acc:  1202 /  1537 =  78.204
1, 7  acc:  1631 /  2246 =  72.618
------------------------------------
Average acc: 59515 / 71854 =  82.828
Robust  acc:  2162 /  3210 =  67.352
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.465 | Val Loss: 0.000 | Val Acc: 97.519
Training:
Accuracies by groups:
0, 0  acc: 109053 / 110890 =  98.343
0, 1  acc:  9313 /  9521 =  97.815
0, 2  acc: 14666 / 15088 =  97.203
0, 3  acc:  7486 /  7680 =  97.474
0, 4  acc:  2857 /  3057 =  93.458
0, 5  acc:   358 /   403 =  88.834
0, 6  acc:   348 /   362 =  96.133
0, 7  acc:   373 /   408 =  91.422
0, 8  acc: 11370 / 11610 =  97.933
0, 9  acc:   780 /   796 =  97.990
0, 10  acc:   774 /   798 =  96.992
0, 11  acc:   530 /   540 =  98.148
0, 12  acc:   541 /   577 =  93.761
0, 13  acc:    55 /    59 =  93.220
0, 14  acc:   103 /   110 =  93.636
0, 15  acc:    54 /    54 = 100.000
0, 16  acc:  6601 /  6927 =  95.294
0, 17  acc:   214 /   227 =  94.273
0, 18  acc:   706 /   729 =  96.845
0, 19  acc:   198 /   211 =  93.839
0, 20  acc:   120 /   134 =  89.552
0, 21  acc:    19 /    23 =  82.609
0, 22  acc:    58 /    64 =  90.625
0, 23  acc:    13 /    19 =  68.421
0, 24  acc:   846 /   895 =  94.525
0, 25  acc:    43 /    45 =  95.556
0, 26  acc:    74 /    79 =  93.671
0, 27  acc:    36 /    38 =  94.737
0, 28  acc:    33 /    35 =  94.286
0, 29  acc:     6 /     7 =  85.714
0, 30  acc:     6 /     7 =  85.714
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  2227 /  2291 =  97.206
0, 33  acc:   106 /   109 =  97.248
0, 34  acc:   101 /   106 =  95.283
0, 35  acc:    30 /    31 =  96.774
0, 36  acc:    39 /    42 =  92.857
0, 37  acc:     8 /     9 =  88.889
0, 38  acc:    25 /    28 =  89.286
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   688 /   703 =  97.866
0, 41  acc:    33 /    34 =  97.059
0, 42  acc:    25 /    25 = 100.000
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    23 /    25 =  92.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   439 /   464 =  94.612
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    31 /    32 =  96.875
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   429 /   445 =  96.404
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    17 /    22 =  77.273
0, 59  acc:    20 /    21 =  95.238
0, 60  acc:    25 /    25 = 100.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     6 /     6 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2831 /  3037 =  93.217
0, 65  acc:   404 /   435 =  92.874
0, 66  acc:   265 /   287 =  92.334
0, 67  acc:   109 /   122 =  89.344
0, 68  acc:    67 /    75 =  89.333
0, 69  acc:     4 /     5 =  80.000
0, 70  acc:    24 /    28 =  85.714
0, 71  acc:    15 /    15 = 100.000
0, 72  acc:    73 /    76 =  96.053
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    95 /   109 =  87.156
0, 81  acc:    10 /    10 = 100.000
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:    13 /    13 = 100.000
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     2 /     3 =  66.667
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     7 /     8 =  87.500
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    69 /    72 =  95.833
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     5 /     6 =  83.333
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     8 /    10 =  80.000
0, 99  acc:     3 /     4 =  75.000
0, 100  acc:     2 /     4 =  50.000
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     5 /     5 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    12 =  91.667
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:    10 /    14 =  71.429
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    12 /    12 = 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:  6970 /  7316 =  95.271
0, 118  acc:  1632 /  1729 =  94.390
0, 119  acc:   398 /   423 =  94.090
0, 120  acc:   382 /   405 =  94.321
0, 121  acc:    65 /    76 =  85.526
0, 122  acc:    28 /    29 =  96.552
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    26 /    28 =  92.857
0, 125  acc:   445 /   453 =  98.234
0, 126  acc:   116 /   125 =  92.800
0, 127  acc:    27 /    33 =  81.818
0, 128  acc:    41 /    43 =  95.349
0, 129  acc:     4 /     5 =  80.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   196 /   221 =  88.688
0, 134  acc:    52 /    57 =  91.228
0, 135  acc:    21 /    22 =  95.455
0, 136  acc:    22 /    23 =  95.652
0, 137  acc:     5 /     7 =  71.429
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    58 /    58 = 100.000
0, 142  acc:     6 /     7 =  85.714
0, 143  acc:     0 /     0 =     nan
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     2 /     3 =  66.667
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   135 /   140 =  96.429
0, 149  acc:     9 /     9 = 100.000
0, 150  acc:     7 /     8 =  87.500
0, 151  acc:    13 /    15 =  86.667
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    32 /    35 =  91.429
0, 155  acc:     7 /     9 =  77.778
0, 156  acc:     4 /     4 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    28 /    31 =  90.323
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     5 =  80.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    17 =  82.353
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1762 /  1912 =  92.155
0, 170  acc:   377 /   408 =  92.402
0, 171  acc:   116 /   129 =  89.922
0, 172  acc:   185 /   201 =  92.040
0, 173  acc:    18 /    23 =  78.261
0, 174  acc:     6 /     9 =  66.667
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    18 /    20 =  90.000
0, 177  acc:    85 /    90 =  94.444
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:     7 /     9 =  77.778
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     6 /     6 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    64 /    66 =  96.970
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:     9 /    12 =  75.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    20 /    24 =  83.333
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    40 /    43 =  93.023
0, 197  acc:     9 /     9 = 100.000
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:     4 /     7 =  57.143
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    18 /    21 =  85.714
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     2 /     3 =  66.667
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     7 =  85.714
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 30307 / 31831 =  95.212
1, 1  acc:  3111 /  3289 =  94.588
1, 2  acc:  5431 /  5774 =  94.060
1, 3  acc:  2300 /  2457 =  93.610
1, 4  acc:  2724 /  2904 =  93.802
1, 5  acc:   471 /   494 =  95.344
1, 6  acc:   235 /   253 =  92.885
1, 7  acc:   296 /   316 =  93.671
1, 8  acc:  2743 /  2942 =  93.236
1, 9  acc:   188 /   206 =  91.262
1, 10  acc:   239 /   265 =  90.189
1, 11  acc:   102 /   113 =  90.265
1, 12  acc:   416 /   445 =  93.483
1, 13  acc:    59 /    67 =  88.060
1, 14  acc:    71 /    75 =  94.667
1, 15  acc:    80 /    82 =  97.561
1, 16  acc:  4031 /  4326 =  93.181
1, 17  acc:   136 /   144 =  94.444
1, 18  acc:   305 /   336 =  90.774
1, 19  acc:   112 /   131 =  85.496
1, 20  acc:   142 /   155 =  91.613
1, 21  acc:    26 /    26 = 100.000
1, 22  acc:    66 /    72 =  91.667
1, 23  acc:    16 /    16 = 100.000
1, 24  acc:   503 /   549 =  91.621
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    71 /    75 =  94.667
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    79 /    84 =  94.048
1, 29  acc:    12 /    12 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:   882 /   941 =  93.730
1, 33  acc:    48 /    56 =  85.714
1, 34  acc:    34 /    37 =  91.892
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    28 /    31 =  90.323
1, 37  acc:     0 /     1 =   0.000
1, 38  acc:    11 /    12 =  91.667
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   204 /   220 =  92.727
1, 41  acc:     8 /     8 = 100.000
1, 42  acc:     4 /     9 =  44.444
1, 43  acc:    12 /    12 = 100.000
1, 44  acc:    12 /    13 =  92.308
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     8 /     9 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   244 /   267 =  91.386
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    25 /    27 =  92.593
1, 51  acc:    10 /    11 =  90.909
1, 52  acc:     3 /     3 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    17 /    18 =  94.444
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   199 /   218 =  91.284
1, 57  acc:    10 /    11 =  90.909
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:    10 /    11 =  90.909
1, 60  acc:    10 /    12 =  83.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2773 /  2949 =  94.032
1, 65  acc:   393 /   416 =  94.471
1, 66  acc:   249 /   267 =  93.258
1, 67  acc:    86 /    98 =  87.755
1, 68  acc:   131 /   138 =  94.928
1, 69  acc:    21 /    23 =  91.304
1, 70  acc:    51 /    51 = 100.000
1, 71  acc:    18 /    19 =  94.737
1, 72  acc:    66 /    69 =  95.652
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    11 /    15 =  73.333
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:    87 /    94 =  92.553
1, 81  acc:    14 /    15 =  93.333
1, 82  acc:    31 /    32 =  96.875
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     3 /     3 = 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 /    14 =  85.714
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     3 =  66.667
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:    77 /    81 =  95.062
1, 95  acc:     7 /     8 =  87.500
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    15 =  86.667
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    18 /    18 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    10 =  90.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:    11 /    12 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4077 /  4452 =  91.577
1, 118  acc:  1023 /  1116 =  91.667
1, 119  acc:   248 /   262 =  94.656
1, 120  acc:   281 /   303 =  92.739
1, 121  acc:    80 /    85 =  94.118
1, 122  acc:    36 /    45 =  80.000
1, 123  acc:    15 /    16 =  93.750
1, 124  acc:    17 /    18 =  94.444
1, 125  acc:   255 /   275 =  92.727
1, 126  acc:    64 /    70 =  91.429
1, 127  acc:    18 /    19 =  94.737
1, 128  acc:    16 /    18 =  88.889
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:     8 /     8 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   216 /   236 =  91.525
1, 134  acc:    40 /    45 =  88.889
1, 135  acc:    12 /    13 =  92.308
1, 136  acc:    18 /    22 =  81.818
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    45 /    55 =  81.818
1, 142  acc:    11 /    13 =  84.615
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     2 =   0.000
1, 148  acc:    79 /    95 =  83.158
1, 149  acc:     5 /     6 =  83.333
1, 150  acc:     5 /     6 =  83.333
1, 151  acc:     8 /    11 =  72.727
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    13 /    19 =  68.421
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:    19 /    20 =  95.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    13 /    15 =  86.667
1, 165  acc:     0 /     0 =     nan
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1793 /  1944 =  92.233
1, 170  acc:   363 /   385 =  94.286
1, 171  acc:   136 /   146 =  93.151
1, 172  acc:   108 /   115 =  93.913
1, 173  acc:    32 /    38 =  84.211
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    19 /    22 =  86.364
1, 177  acc:    50 /    52 =  96.154
1, 178  acc:     9 /    10 =  90.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     3 /     4 =  75.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:    16 /    16 = 100.000
1, 184  acc:    75 /    80 =  93.750
1, 185  acc:    25 /    25 = 100.000
1, 186  acc:    14 /    15 =  93.333
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    55 /    66 =  83.333
1, 197  acc:     6 /     7 =  85.714
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /    10 =  80.000
1, 205  acc:     1 /     2 =  50.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     4 /     7 =  57.143
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    14 /    14 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259528 / 269038 =  96.465
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24696 / 25373 =  97.332
0, 1  acc: 30478 / 31282 =  97.430
0, 2  acc:  6007 /  6155 =  97.595
0, 3  acc: 23683 / 24292 =  97.493
0, 4  acc: 10574 / 10829 =  97.645
0, 5  acc:  5403 /  5541 =  97.509
0, 6  acc:  6621 /  6785 =  97.583
0, 7  acc: 11754 / 12016 =  97.820
1, 0  acc:  4310 /  4437 =  97.138
1, 1  acc:  4832 /  4962 =  97.380
1, 2  acc:  2219 /  2265 =  97.969
1, 3  acc:  2379 /  2446 =  97.261
1, 4  acc:  3052 /  3125 =  97.664
1, 5  acc:   975 /  1003 =  97.208
1, 6  acc:  3040 /  3111 =  97.718
1, 7  acc:  4572 /  4682 =  97.651
--------------------------------------
Average acc: 144595 / 148304 =  97.499
Robust  acc:  4310 /  4437 =  97.138
--------------------------------------
New max robust acc: 97.13770565697544
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed20.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed20.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.704 | Best Acc: 92.397
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10844 / 12092 =  89.679
0, 1  acc: 12804 / 14179 =  90.303
0, 2  acc:  2427 /  3210 =  75.607
0, 3  acc: 11181 / 12101 =  92.397
0, 4  acc:  4500 /  5355 =  84.034
0, 5  acc:  2634 /  2980 =  88.389
0, 6  acc:  2502 /  3335 =  75.022
0, 7  acc:  4497 /  5723 =  78.578
1, 0  acc:  1513 /  2203 =  68.679
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   848 /  1216 =  69.737
1, 3  acc:   841 /  1260 =  66.746
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   346 /   520 =  66.538
1, 6  acc:  1132 /  1537 =  73.650
1, 7  acc:  1540 /  2246 =  68.566
------------------------------------
Average acc: 60253 / 71854 =  83.855
Robust  acc:  1069 /  1627 =  65.704
------------------------------------
Accuracies by groups:
0, 0  acc: 10844 / 12092 =  89.679
0, 1  acc: 12804 / 14179 =  90.303
0, 2  acc:  2427 /  3210 =  75.607
0, 3  acc: 11181 / 12101 =  92.397
0, 4  acc:  4500 /  5355 =  84.034
0, 5  acc:  2634 /  2980 =  88.389
0, 6  acc:  2502 /  3335 =  75.022
0, 7  acc:  4497 /  5723 =  78.578
1, 0  acc:  1513 /  2203 =  68.679
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   848 /  1216 =  69.737
1, 3  acc:   841 /  1260 =  66.746
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   346 /   520 =  66.538
1, 6  acc:  1132 /  1537 =  73.650
1, 7  acc:  1540 /  2246 =  68.566
------------------------------------
Average acc: 60253 / 71854 =  83.855
Robust  acc:  1069 /  1627 =  65.704
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10844 / 12092 =  89.679
0, 1  acc: 12804 / 14179 =  90.303
0, 2  acc:  2427 /  3210 =  75.607
0, 3  acc: 11181 / 12101 =  92.397
0, 4  acc:  4500 /  5355 =  84.034
0, 5  acc:  2634 /  2980 =  88.389
0, 6  acc:  2502 /  3335 =  75.022
0, 7  acc:  4497 /  5723 =  78.578
1, 0  acc:  1513 /  2203 =  68.679
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   848 /  1216 =  69.737
1, 3  acc:   841 /  1260 =  66.746
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   346 /   520 =  66.538
1, 6  acc:  1132 /  1537 =  73.650
1, 7  acc:  1540 /  2246 =  68.566
------------------------------------
Average acc: 60253 / 71854 =  83.855
Robust  acc:  1069 /  1627 =  65.704
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.860 | Val Loss: 0.000 | Val Acc: 98.908
Training:
Accuracies by groups:
0, 0  acc: 109741 / 110984 =  98.880
0, 1  acc:  9292 /  9438 =  98.453
0, 2  acc: 14949 / 15218 =  98.232
0, 3  acc:  7453 /  7556 =  98.637
0, 4  acc:  2881 /  3008 =  95.778
0, 5  acc:   363 /   382 =  95.026
0, 6  acc:   375 /   389 =  96.401
0, 7  acc:   419 /   440 =  95.227
0, 8  acc: 11496 / 11637 =  98.788
0, 9  acc:   770 /   784 =  98.214
0, 10  acc:   802 /   813 =  98.647
0, 11  acc:   592 /   602 =  98.339
0, 12  acc:   563 /   586 =  96.075
0, 13  acc:    67 /    67 = 100.000
0, 14  acc:    93 /    98 =  94.898
0, 15  acc:    47 /    51 =  92.157
0, 16  acc:  6696 /  6918 =  96.791
0, 17  acc:   226 /   230 =  98.261
0, 18  acc:   639 /   660 =  96.818
0, 19  acc:   206 /   210 =  98.095
0, 20  acc:   140 /   152 =  92.105
0, 21  acc:    23 /    24 =  95.833
0, 22  acc:    69 /    70 =  98.571
0, 23  acc:     8 /    12 =  66.667
0, 24  acc:   858 /   894 =  95.973
0, 25  acc:    45 /    48 =  93.750
0, 26  acc:    80 /    80 = 100.000
0, 27  acc:    33 /    33 = 100.000
0, 28  acc:    39 /    45 =  86.667
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     6 /     8 =  75.000
0, 31  acc:     9 /     9 = 100.000
0, 32  acc:  2273 /  2314 =  98.228
0, 33  acc:    98 /   103 =  95.146
0, 34  acc:    77 /    79 =  97.468
0, 35  acc:    34 /    34 = 100.000
0, 36  acc:    34 /    37 =  91.892
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    24 /    24 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   647 /   654 =  98.930
0, 41  acc:    33 /    33 = 100.000
0, 42  acc:    28 /    29 =  96.552
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    25 /    25 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   445 /   463 =  96.112
0, 49  acc:     9 /     9 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    26 /    26 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   434 /   443 =  97.968
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    25 /    26 =  96.154
0, 59  acc:    22 /    22 = 100.000
0, 60  acc:    25 /    25 = 100.000
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     6 /     7 =  85.714
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2900 /  3026 =  95.836
0, 65  acc:   424 /   440 =  96.364
0, 66  acc:   274 /   283 =  96.820
0, 67  acc:   132 /   137 =  96.350
0, 68  acc:    51 /    53 =  96.226
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    28 /    30 =  93.333
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    77 /    77 = 100.000
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    17 /    17 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    87 /    91 =  95.604
0, 81  acc:    10 /    13 =  76.923
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     8 /     9 =  88.889
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    12 /    13 =  92.308
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    16 /    16 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    78 /    80 =  97.500
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    20 /    20 = 100.000
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    18 =  94.444
0, 107  acc:     0 /     1 =   0.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7046 /  7279 =  96.799
0, 118  acc:  1587 /  1629 =  97.422
0, 119  acc:   441 /   456 =  96.711
0, 120  acc:   435 /   455 =  95.604
0, 121  acc:    74 /    81 =  91.358
0, 122  acc:    29 /    31 =  93.548
0, 123  acc:    16 /    17 =  94.118
0, 124  acc:    25 /    29 =  86.207
0, 125  acc:   434 /   442 =  98.190
0, 126  acc:   126 /   130 =  96.923
0, 127  acc:    37 /    37 = 100.000
0, 128  acc:    56 /    57 =  98.246
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:    10 /    11 =  90.909
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   221 /   234 =  94.444
0, 134  acc:    62 /    67 =  92.537
0, 135  acc:    21 /    21 = 100.000
0, 136  acc:    30 /    30 = 100.000
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    68 /    69 =  98.551
0, 142  acc:    14 /    15 =  93.333
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:    15 /    15 = 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:   146 /   150 =  97.333
0, 149  acc:    19 /    19 = 100.000
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:    11 /    13 =  84.615
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    32 /    34 =  94.118
0, 155  acc:     9 /    10 =  90.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    26 /    27 =  96.296
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    20 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1766 /  1869 =  94.489
0, 170  acc:   357 /   377 =  94.695
0, 171  acc:   140 /   145 =  96.552
0, 172  acc:   181 /   182 =  99.451
0, 173  acc:    24 /    26 =  92.308
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    10 /    12 =  83.333
0, 177  acc:    88 /    91 =  96.703
0, 178  acc:    14 /    16 =  87.500
0, 179  acc:    10 /    11 =  90.909
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     6 /     6 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    58 /    60 =  96.667
0, 185  acc:     3 /     4 =  75.000
0, 186  acc:    12 /    12 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    36 /    36 = 100.000
0, 192  acc:     2 /     3 =  66.667
0, 193  acc:     2 /     3 =  66.667
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    57 /    61 =  93.443
0, 197  acc:    16 /    17 =  94.118
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    19 /    21 =  90.476
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 30782 / 31715 =  97.058
1, 1  acc:  3179 /  3281 =  96.891
1, 2  acc:  5700 /  5884 =  96.873
1, 3  acc:  2357 /  2442 =  96.519
1, 4  acc:  2708 /  2801 =  96.680
1, 5  acc:   500 /   510 =  98.039
1, 6  acc:   261 /   273 =  95.604
1, 7  acc:   331 /   342 =  96.784
1, 8  acc:  2659 /  2770 =  95.993
1, 9  acc:   190 /   196 =  96.939
1, 10  acc:   221 /   231 =  95.671
1, 11  acc:   136 /   144 =  94.444
1, 12  acc:   453 /   471 =  96.178
1, 13  acc:    65 /    67 =  97.015
1, 14  acc:    80 /    83 =  96.386
1, 15  acc:    71 /    73 =  97.260
1, 16  acc:  4282 /  4447 =  96.290
1, 17  acc:   147 /   151 =  97.351
1, 18  acc:   333 /   345 =  96.522
1, 19  acc:   108 /   111 =  97.297
1, 20  acc:   160 /   168 =  95.238
1, 21  acc:    26 /    27 =  96.296
1, 22  acc:    76 /    77 =  98.701
1, 23  acc:    19 /    22 =  86.364
1, 24  acc:   511 /   533 =  95.872
1, 25  acc:    13 /    14 =  92.857
1, 26  acc:    46 /    48 =  95.833
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    61 /    63 =  96.825
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   834 /   870 =  95.862
1, 33  acc:    45 /    46 =  97.826
1, 34  acc:    32 /    34 =  94.118
1, 35  acc:    12 /    13 =  92.308
1, 36  acc:    30 /    30 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    18 /    18 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   232 /   238 =  97.479
1, 41  acc:    12 /    13 =  92.308
1, 42  acc:     5 /     6 =  83.333
1, 43  acc:     8 /     9 =  88.889
1, 44  acc:    18 /    18 = 100.000
1, 45  acc:     0 /     0 =     nan
1, 46  acc:    17 /    17 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   252 /   268 =  94.030
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    21 /    24 =  87.500
1, 51  acc:    10 /    10 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    19 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   193 /   204 =  94.608
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:    14 /    14 = 100.000
1, 59  acc:     9 /    10 =  90.000
1, 60  acc:     9 /    10 =  90.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2942 /  3028 =  97.160
1, 65  acc:   370 /   384 =  96.354
1, 66  acc:   248 /   258 =  96.124
1, 67  acc:   105 /   108 =  97.222
1, 68  acc:   133 /   136 =  97.794
1, 69  acc:    31 /    31 = 100.000
1, 70  acc:    39 /    41 =  95.122
1, 71  acc:    10 /    10 = 100.000
1, 72  acc:    66 /    68 =  97.059
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    12 /    13 =  92.308
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   109 /   116 =  93.966
1, 81  acc:    10 /    10 = 100.000
1, 82  acc:    22 /    25 =  88.000
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    11 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    85 /    87 =  97.701
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    15 =  93.333
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    19 /    19 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     4 /     4 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    12 /    12 = 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:  4424 /  4642 =  95.304
1, 118  acc:  1078 /  1121 =  96.164
1, 119  acc:   281 /   294 =  95.578
1, 120  acc:   305 /   318 =  95.912
1, 121  acc:    88 /    91 =  96.703
1, 122  acc:    50 /    53 =  94.340
1, 123  acc:    15 /    17 =  88.235
1, 124  acc:    18 /    18 = 100.000
1, 125  acc:   271 /   281 =  96.441
1, 126  acc:    74 /    78 =  94.872
1, 127  acc:    17 /    19 =  89.474
1, 128  acc:    17 /    19 =  89.474
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     5 =  80.000
1, 133  acc:   212 /   219 =  96.804
1, 134  acc:    40 /    42 =  95.238
1, 135  acc:    24 /    24 = 100.000
1, 136  acc:    19 /    24 =  79.167
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    61 /    62 =  98.387
1, 142  acc:     8 /     8 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   108 /   112 =  96.429
1, 149  acc:     7 /     7 = 100.000
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     5 /     7 =  71.429
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    19 /    19 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    20 /    20 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:    24 /    24 = 100.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1890 /  1987 =  95.118
1, 170  acc:   342 /   352 =  97.159
1, 171  acc:   150 /   153 =  98.039
1, 172  acc:   118 /   124 =  95.161
1, 173  acc:    34 /    34 = 100.000
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    21 /    25 =  84.000
1, 177  acc:    36 /    36 = 100.000
1, 178  acc:     6 /     6 = 100.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:     2 /     2 = 100.000
1, 184  acc:    69 /    74 =  93.243
1, 185  acc:    19 /    20 =  95.000
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     4 /     5 =  80.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    59 /    63 =  93.651
1, 197  acc:     3 /     3 = 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:     8 /    10 =  80.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     6 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263280 / 269038 =  97.860
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25095 / 25373 =  98.904
0, 1  acc: 30917 / 31282 =  98.833
0, 2  acc:  6103 /  6155 =  99.155
0, 3  acc: 24036 / 24292 =  98.946
0, 4  acc: 10730 / 10829 =  99.086
0, 5  acc:  5492 /  5541 =  99.116
0, 6  acc:  6713 /  6785 =  98.939
0, 7  acc: 11888 / 12016 =  98.935
1, 0  acc:  4393 /  4437 =  99.008
1, 1  acc:  4904 /  4962 =  98.831
1, 2  acc:  2236 /  2265 =  98.720
1, 3  acc:  2429 /  2446 =  99.305
1, 4  acc:  3098 /  3125 =  99.136
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3075 /  3111 =  98.843
1, 7  acc:  4624 /  4682 =  98.761
--------------------------------------
Average acc: 146726 / 148304 =  98.936
Robust  acc:  2236 /  2265 =  98.720
--------------------------------------
New max robust acc: 98.719646799117
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed20.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed20.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.143 | Best Acc: 94.934
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11207 / 12092 =  92.681
0, 1  acc: 13238 / 14179 =  93.363
0, 2  acc:  2685 /  3210 =  83.645
0, 3  acc: 11488 / 12101 =  94.934
0, 4  acc:  4714 /  5355 =  88.030
0, 5  acc:  2743 /  2980 =  92.047
0, 6  acc:  2734 /  3335 =  81.979
0, 7  acc:  4823 /  5723 =  84.274
1, 0  acc:  1367 /  2203 =  62.052
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   737 /  1216 =  60.609
1, 3  acc:   720 /  1260 =  57.143
1, 4  acc:   952 /  1627 =  58.513
1, 5  acc:   315 /   520 =  60.577
1, 6  acc:   976 /  1537 =  63.500
1, 7  acc:  1393 /  2246 =  62.021
------------------------------------
Average acc: 61485 / 71854 =  85.569
Robust  acc:   720 /  1260 =  57.143
------------------------------------
Accuracies by groups:
0, 0  acc: 11207 / 12092 =  92.681
0, 1  acc: 13238 / 14179 =  93.363
0, 2  acc:  2685 /  3210 =  83.645
0, 3  acc: 11488 / 12101 =  94.934
0, 4  acc:  4714 /  5355 =  88.030
0, 5  acc:  2743 /  2980 =  92.047
0, 6  acc:  2734 /  3335 =  81.979
0, 7  acc:  4823 /  5723 =  84.274
1, 0  acc:  1367 /  2203 =  62.052
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   737 /  1216 =  60.609
1, 3  acc:   720 /  1260 =  57.143
1, 4  acc:   952 /  1627 =  58.513
1, 5  acc:   315 /   520 =  60.577
1, 6  acc:   976 /  1537 =  63.500
1, 7  acc:  1393 /  2246 =  62.021
------------------------------------
Average acc: 61485 / 71854 =  85.569
Robust  acc:   720 /  1260 =  57.143
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11207 / 12092 =  92.681
0, 1  acc: 13238 / 14179 =  93.363
0, 2  acc:  2685 /  3210 =  83.645
0, 3  acc: 11488 / 12101 =  94.934
0, 4  acc:  4714 /  5355 =  88.030
0, 5  acc:  2743 /  2980 =  92.047
0, 6  acc:  2734 /  3335 =  81.979
0, 7  acc:  4823 /  5723 =  84.274
1, 0  acc:  1367 /  2203 =  62.052
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   737 /  1216 =  60.609
1, 3  acc:   720 /  1260 =  57.143
1, 4  acc:   952 /  1627 =  58.513
1, 5  acc:   315 /   520 =  60.577
1, 6  acc:   976 /  1537 =  63.500
1, 7  acc:  1393 /  2246 =  62.021
------------------------------------
Average acc: 61485 / 71854 =  85.569
Robust  acc:   720 /  1260 =  57.143
------------------------------------

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: 98.536 | Val Loss: 0.000 | Val Acc: 99.321
Training:
Accuracies by groups:
0, 0  acc: 110010 / 110792 =  99.294
0, 1  acc:  9465 /  9567 =  98.934
0, 2  acc: 14911 / 15081 =  98.873
0, 3  acc:  7673 /  7757 =  98.917
0, 4  acc:  3063 /  3146 =  97.362
0, 5  acc:   356 /   371 =  95.957
0, 6  acc:   383 /   393 =  97.455
0, 7  acc:   405 /   415 =  97.590
0, 8  acc: 11571 / 11669 =  99.160
0, 9  acc:   875 /   885 =  98.870
0, 10  acc:   826 /   831 =  99.398
0, 11  acc:   629 /   639 =  98.435
0, 12  acc:   636 /   653 =  97.397
0, 13  acc:    70 /    72 =  97.222
0, 14  acc:    91 /    91 = 100.000
0, 15  acc:    49 /    51 =  96.078
0, 16  acc:  6659 /  6798 =  97.955
0, 17  acc:   231 /   238 =  97.059
0, 18  acc:   671 /   683 =  98.243
0, 19  acc:   184 /   188 =  97.872
0, 20  acc:   130 /   138 =  94.203
0, 21  acc:    21 /    21 = 100.000
0, 22  acc:    57 /    57 = 100.000
0, 23  acc:    13 /    17 =  76.471
0, 24  acc:   936 /   961 =  97.399
0, 25  acc:    38 /    38 = 100.000
0, 26  acc:    74 /    74 = 100.000
0, 27  acc:    33 /    33 = 100.000
0, 28  acc:    42 /    46 =  91.304
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     7 /     8 =  87.500
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2325 /  2345 =  99.147
0, 33  acc:    89 /    90 =  98.889
0, 34  acc:   105 /   106 =  99.057
0, 35  acc:    30 /    30 = 100.000
0, 36  acc:    51 /    52 =  98.077
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    25 /    26 =  96.154
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   641 /   651 =  98.464
0, 41  acc:    36 /    36 = 100.000
0, 42  acc:    30 /    30 = 100.000
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    26 /    26 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   434 /   440 =  98.636
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    15 /    16 =  93.750
0, 51  acc:    26 /    27 =  96.296
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   423 /   433 =  97.691
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    15 /    15 = 100.000
0, 59  acc:    18 /    18 = 100.000
0, 60  acc:    13 /    14 =  92.857
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     3 /     3 = 100.000
0, 63  acc:     2 /     3 =  66.667
0, 64  acc:  2936 /  3026 =  97.026
0, 65  acc:   432 /   443 =  97.517
0, 66  acc:   275 /   284 =  96.831
0, 67  acc:   130 /   132 =  98.485
0, 68  acc:    60 /    64 =  93.750
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    27 =  92.593
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    65 /    68 =  95.588
0, 73  acc:     9 /    10 =  90.000
0, 74  acc:    17 /    17 = 100.000
0, 75  acc:    16 /    17 =  94.118
0, 76  acc:     9 /    11 =  81.818
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   101 /   109 =  92.661
0, 81  acc:    14 /    17 =  82.353
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     8 /     9 =  88.889
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:    13 /    13 = 100.000
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    84 /    85 =  98.824
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     4 /     4 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    24 /    26 =  92.308
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     1 /     1 = 100.000
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:     3 /     3 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7198 /  7356 =  97.852
0, 118  acc:  1674 /  1703 =  98.297
0, 119  acc:   461 /   467 =  98.715
0, 120  acc:   377 /   389 =  96.915
0, 121  acc:    83 /    88 =  94.318
0, 122  acc:    28 /    30 =  93.333
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    32 /    33 =  96.970
0, 125  acc:   456 /   461 =  98.915
0, 126  acc:   107 /   108 =  99.074
0, 127  acc:    43 /    46 =  93.478
0, 128  acc:    35 /    36 =  97.222
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     8 /     8 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   239 /   243 =  98.354
0, 134  acc:    83 /    84 =  98.810
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    23 /    24 =  95.833
0, 137  acc:     9 /     9 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    55 /    59 =  93.220
0, 142  acc:    10 /    10 = 100.000
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   143 /   145 =  98.621
0, 149  acc:    19 /    21 =  90.476
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:    13 /    15 =  86.667
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    40 /    40 = 100.000
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    27 /    27 = 100.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    26 /    26 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     2 /     3 =  66.667
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1842 /  1893 =  97.306
0, 170  acc:   436 /   454 =  96.035
0, 171  acc:   139 /   141 =  98.582
0, 172  acc:   180 /   182 =  98.901
0, 173  acc:    24 /    26 =  92.308
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    19 /    21 =  90.476
0, 177  acc:    95 /    99 =  95.960
0, 178  acc:    10 /    11 =  90.909
0, 179  acc:    12 /    13 =  92.308
0, 180  acc:    13 /    13 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    52 /    52 = 100.000
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:     4 /     4 = 100.000
0, 187  acc:     6 /     8 =  75.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    35 =  88.571
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    53 /    54 =  98.148
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    18 /    19 =  94.737
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:    13 /    14 =  92.857
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     5 /     5 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 100.000
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:     6 /     6 = 100.000
1, 0  acc: 30988 / 31617 =  98.011
1, 1  acc:  3238 /  3322 =  97.471
1, 2  acc:  5652 /  5812 =  97.247
1, 3  acc:  2345 /  2396 =  97.871
1, 4  acc:  2697 /  2760 =  97.717
1, 5  acc:   493 /   510 =  96.667
1, 6  acc:   275 /   281 =  97.865
1, 7  acc:   348 /   354 =  98.305
1, 8  acc:  2660 /  2752 =  96.657
1, 9  acc:   206 /   211 =  97.630
1, 10  acc:   229 /   232 =  98.707
1, 11  acc:   109 /   116 =  93.966
1, 12  acc:   424 /   433 =  97.921
1, 13  acc:    57 /    59 =  96.610
1, 14  acc:    66 /    70 =  94.286
1, 15  acc:    70 /    72 =  97.222
1, 16  acc:  4291 /  4409 =  97.324
1, 17  acc:   147 /   151 =  97.351
1, 18  acc:   304 /   314 =  96.815
1, 19  acc:   108 /   113 =  95.575
1, 20  acc:   154 /   159 =  96.855
1, 21  acc:    23 /    23 = 100.000
1, 22  acc:    74 /    77 =  96.104
1, 23  acc:    23 /    27 =  85.185
1, 24  acc:   546 /   570 =  95.789
1, 25  acc:    14 /    15 =  93.333
1, 26  acc:    64 /    66 =  96.970
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:    86 /    88 =  97.727
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:     9 /     9 = 100.000
1, 31  acc:     3 /     3 = 100.000
1, 32  acc:   850 /   886 =  95.937
1, 33  acc:    49 /    50 =  98.000
1, 34  acc:    39 /    40 =  97.500
1, 35  acc:    11 /    11 = 100.000
1, 36  acc:    20 /    21 =  95.238
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    19 /    19 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   215 /   219 =  98.174
1, 41  acc:     8 /     9 =  88.889
1, 42  acc:    11 /    12 =  91.667
1, 43  acc:     7 /     7 = 100.000
1, 44  acc:    15 /    15 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   285 /   290 =  98.276
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    16 /    16 = 100.000
1, 51  acc:    12 /    12 = 100.000
1, 52  acc:    12 /    12 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     9 /    11 =  81.818
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   202 /   217 =  93.088
1, 57  acc:     7 /     7 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    12 /    15 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2954 /  3026 =  97.621
1, 65  acc:   406 /   411 =  98.783
1, 66  acc:   254 /   260 =  97.692
1, 67  acc:   108 /   114 =  94.737
1, 68  acc:   127 /   132 =  96.212
1, 69  acc:    26 /    27 =  96.296
1, 70  acc:    52 /    52 = 100.000
1, 71  acc:     8 /     8 = 100.000
1, 72  acc:    80 /    82 =  97.561
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    15 /    15 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   107 /   110 =  97.273
1, 81  acc:    15 /    17 =  88.235
1, 82  acc:    29 /    30 =  96.667
1, 83  acc:     0 /     1 =   0.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    15 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     9 /     9 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    81 /    83 =  97.590
1, 95  acc:    12 /    12 = 100.000
1, 96  acc:     3 /     3 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    15 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     7 =  85.714
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    13 /    13 = 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:  4431 /  4579 =  96.768
1, 118  acc:  1036 /  1056 =  98.106
1, 119  acc:   256 /   261 =  98.084
1, 120  acc:   262 /   271 =  96.679
1, 121  acc:    83 /    85 =  97.647
1, 122  acc:    44 /    44 = 100.000
1, 123  acc:    13 /    14 =  92.857
1, 124  acc:    12 /    13 =  92.308
1, 125  acc:   261 /   273 =  95.604
1, 126  acc:    63 /    66 =  95.455
1, 127  acc:    11 /    12 =  91.667
1, 128  acc:    27 /    27 = 100.000
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     1 = 100.000
1, 133  acc:   227 /   233 =  97.425
1, 134  acc:    32 /    34 =  94.118
1, 135  acc:    26 /    26 = 100.000
1, 136  acc:    12 /    12 = 100.000
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     2 /     3 =  66.667
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    56 /    61 =  91.803
1, 142  acc:     9 /     9 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   114 /   118 =  96.610
1, 149  acc:     9 /     9 = 100.000
1, 150  acc:     2 /     2 = 100.000
1, 151  acc:     4 /     7 =  57.143
1, 152  acc:     7 /     7 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    20 /    20 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     7 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    21 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    17 /    17 = 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:  1860 /  1908 =  97.484
1, 170  acc:   355 /   373 =  95.174
1, 171  acc:   141 /   142 =  99.296
1, 172  acc:   126 /   130 =  96.923
1, 173  acc:    38 /    39 =  97.436
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    20 /    21 =  95.238
1, 177  acc:    51 /    53 =  96.226
1, 178  acc:     6 /     7 =  85.714
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     7 /     8 =  87.500
1, 184  acc:    58 /    59 =  98.305
1, 185  acc:    27 /    27 = 100.000
1, 186  acc:    16 /    16 = 100.000
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     3 /     3 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    58 /    61 =  95.082
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     5 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /     9 =  77.778
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     2 /     2 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265098 / 269038 =  98.536
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25215 / 25373 =  99.377
0, 1  acc: 31088 / 31282 =  99.380
0, 2  acc:  6117 /  6155 =  99.383
0, 3  acc: 24122 / 24292 =  99.300
0, 4  acc: 10763 / 10829 =  99.391
0, 5  acc:  5502 /  5541 =  99.296
0, 6  acc:  6734 /  6785 =  99.248
0, 7  acc: 11935 / 12016 =  99.326
1, 0  acc:  4415 /  4437 =  99.504
1, 1  acc:  4923 /  4962 =  99.214
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2418 /  2446 =  98.855
1, 4  acc:  3108 /  3125 =  99.456
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3084 /  3111 =  99.132
1, 7  acc:  4645 /  4682 =  99.210
--------------------------------------
Average acc: 147318 / 148304 =  99.335
Robust  acc:  2418 /  2446 =  98.855
--------------------------------------
New max robust acc: 98.85527391659853
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed20.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed20.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 56.905 | Best Acc: 95.397
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11198 / 12092 =  92.607
0, 1  acc: 13226 / 14179 =  93.279
0, 2  acc:  2737 /  3210 =  85.265
0, 3  acc: 11544 / 12101 =  95.397
0, 4  acc:  4742 /  5355 =  88.553
0, 5  acc:  2752 /  2980 =  92.349
0, 6  acc:  2762 /  3335 =  82.819
0, 7  acc:  4890 /  5723 =  85.445
1, 0  acc:  1383 /  2203 =  62.778
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   727 /  1216 =  59.786
1, 3  acc:   717 /  1260 =  56.905
1, 4  acc:   949 /  1627 =  58.328
1, 5  acc:   309 /   520 =  59.423
1, 6  acc:   996 /  1537 =  64.802
1, 7  acc:  1364 /  2246 =  60.730
------------------------------------
Average acc: 61689 / 71854 =  85.853
Robust  acc:   717 /  1260 =  56.905
------------------------------------
Accuracies by groups:
0, 0  acc: 11198 / 12092 =  92.607
0, 1  acc: 13226 / 14179 =  93.279
0, 2  acc:  2737 /  3210 =  85.265
0, 3  acc: 11544 / 12101 =  95.397
0, 4  acc:  4742 /  5355 =  88.553
0, 5  acc:  2752 /  2980 =  92.349
0, 6  acc:  2762 /  3335 =  82.819
0, 7  acc:  4890 /  5723 =  85.445
1, 0  acc:  1383 /  2203 =  62.778
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   727 /  1216 =  59.786
1, 3  acc:   717 /  1260 =  56.905
1, 4  acc:   949 /  1627 =  58.328
1, 5  acc:   309 /   520 =  59.423
1, 6  acc:   996 /  1537 =  64.802
1, 7  acc:  1364 /  2246 =  60.730
------------------------------------
Average acc: 61689 / 71854 =  85.853
Robust  acc:   717 /  1260 =  56.905
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11198 / 12092 =  92.607
0, 1  acc: 13226 / 14179 =  93.279
0, 2  acc:  2737 /  3210 =  85.265
0, 3  acc: 11544 / 12101 =  95.397
0, 4  acc:  4742 /  5355 =  88.553
0, 5  acc:  2752 /  2980 =  92.349
0, 6  acc:  2762 /  3335 =  82.819
0, 7  acc:  4890 /  5723 =  85.445
1, 0  acc:  1383 /  2203 =  62.778
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   727 /  1216 =  59.786
1, 3  acc:   717 /  1260 =  56.905
1, 4  acc:   949 /  1627 =  58.328
1, 5  acc:   309 /   520 =  59.423
1, 6  acc:   996 /  1537 =  64.802
1, 7  acc:  1364 /  2246 =  60.730
------------------------------------
Average acc: 61689 / 71854 =  85.853
Robust  acc:   717 /  1260 =  56.905
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed20.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed20.pt
