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_seed21.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: 21
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=21-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed21.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7025, 0.1841],
        [0.0784, 0.0350]])
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: 0.018 | Train Acc: 87.960 | Val Loss: 0.000 | Val Acc: 92.220
Training:
Accuracies by groups:
0, 0  acc: 108662 / 114228 =  95.127
0, 1  acc:  8256 /  8893 =  92.837
0, 2  acc: 12701 / 13868 =  91.585
0, 3  acc:  6253 /  6811 =  91.807
0, 4  acc:  1941 /  2611 =  74.339
0, 5  acc:   204 /   328 =  62.195
0, 6  acc:   252 /   336 =  75.000
0, 7  acc:   248 /   328 =  75.610
0, 8  acc: 11212 / 11794 =  95.065
0, 9  acc:   725 /   793 =  91.425
0, 10  acc:   761 /   815 =  93.374
0, 11  acc:   492 /   524 =  93.893
0, 12  acc:   361 /   487 =  74.127
0, 13  acc:    40 /    52 =  76.923
0, 14  acc:    74 /    86 =  86.047
0, 15  acc:    26 /    38 =  68.421
0, 16  acc:  4818 /  5815 =  82.855
0, 17  acc:   152 /   187 =  81.283
0, 18  acc:   477 /   549 =  86.885
0, 19  acc:   129 /   155 =  83.226
0, 20  acc:    74 /   125 =  59.200
0, 21  acc:     6 /    12 =  50.000
0, 22  acc:    36 /    46 =  78.261
0, 23  acc:     1 /     9 =  11.111
0, 24  acc:   613 /   766 =  80.026
0, 25  acc:    29 /    32 =  90.625
0, 26  acc:    51 /    63 =  80.952
0, 27  acc:    22 /    30 =  73.333
0, 28  acc:    22 /    31 =  70.968
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     3 /     6 =  50.000
0, 31  acc:     3 /     4 =  75.000
0, 32  acc:  1832 /  2016 =  90.873
0, 33  acc:    63 /    71 =  88.732
0, 34  acc:    87 /    93 =  93.548
0, 35  acc:    29 /    30 =  96.667
0, 36  acc:    22 /    30 =  73.333
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    13 /    18 =  72.222
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   598 /   652 =  91.718
0, 41  acc:    21 /    23 =  91.304
0, 42  acc:    17 /    21 =  80.952
0, 43  acc:    23 /    24 =  95.833
0, 44  acc:    19 /    21 =  90.476
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    14 /    15 =  93.333
0, 47  acc:     1 /     3 =  33.333
0, 48  acc:   302 /   379 =  79.683
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:     6 /     9 =  66.667
0, 51  acc:    16 /    20 =  80.000
0, 52  acc:     6 /    11 =  54.545
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     2 /     5 =  40.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   334 /   386 =  86.528
0, 57  acc:     6 /     7 =  85.714
0, 58  acc:    13 /    22 =  59.091
0, 59  acc:    12 /    13 =  92.308
0, 60  acc:     6 /    14 =  42.857
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     3 /     6 =  50.000
0, 63  acc:     1 /     2 =  50.000
0, 64  acc:  1915 /  2576 =  74.340
0, 65  acc:   251 /   353 =  71.105
0, 66  acc:   176 /   247 =  71.255
0, 67  acc:    90 /   112 =  80.357
0, 68  acc:    36 /    56 =  64.286
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:    12 /    26 =  46.154
0, 71  acc:     2 /     5 =  40.000
0, 72  acc:    56 /    67 =  83.582
0, 73  acc:     9 /    11 =  81.818
0, 74  acc:    14 /    15 =  93.333
0, 75  acc:     4 /     5 =  80.000
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:    38 /    70 =  54.286
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:     5 /     8 =  62.500
0, 83  acc:     4 /     6 =  66.667
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     0 /     2 =   0.000
0, 86  acc:     7 /    10 =  70.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     6 /    10 =  60.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    30 /    47 =  63.830
0, 95  acc:    11 /    12 =  91.667
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     5 /     8 =  62.500
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     8 /    10 =  80.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     5 /     6 =  83.333
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  4585 /  5741 =  79.864
0, 118  acc:  1117 /  1438 =  77.677
0, 119  acc:   265 /   348 =  76.149
0, 120  acc:   271 /   340 =  79.706
0, 121  acc:    42 /    56 =  75.000
0, 122  acc:    10 /    19 =  52.632
0, 123  acc:     2 /     6 =  33.333
0, 124  acc:    14 /    20 =  70.000
0, 125  acc:   277 /   349 =  79.370
0, 126  acc:    94 /   109 =  86.239
0, 127  acc:    14 /    20 =  70.000
0, 128  acc:    19 /    24 =  79.167
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   110 /   179 =  61.453
0, 134  acc:    15 /    33 =  45.455
0, 135  acc:     9 /    20 =  45.000
0, 136  acc:    16 /    25 =  64.000
0, 137  acc:     4 /    11 =  36.364
0, 138  acc:     1 /     3 =  33.333
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    24 /    45 =  53.333
0, 142  acc:     4 /     8 =  50.000
0, 143  acc:     1 /     5 =  20.000
0, 144  acc:     6 /     9 =  66.667
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    78 /    90 =  86.667
0, 149  acc:    11 /    13 =  84.615
0, 150  acc:     1 /     4 =  25.000
0, 151  acc:     5 /    10 =  50.000
0, 152  acc:     1 /     3 =  33.333
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    15 /    24 =  62.500
0, 155  acc:     4 /     6 =  66.667
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    17 /    24 =  70.833
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /     9 =  88.889
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     2 =   0.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1012 /  1507 =  67.153
0, 170  acc:   217 /   338 =  64.201
0, 171  acc:    69 /    99 =  69.697
0, 172  acc:    93 /   141 =  65.957
0, 173  acc:     9 /    12 =  75.000
0, 174  acc:     1 /     2 =  50.000
0, 175  acc:     0 /     6 =   0.000
0, 176  acc:     5 /    12 =  41.667
0, 177  acc:    65 /    80 =  81.250
0, 178  acc:    11 /    13 =  84.615
0, 179  acc:     6 /     9 =  66.667
0, 180  acc:     5 /     6 =  83.333
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    34 /    51 =  66.667
0, 185  acc:     3 /     6 =  50.000
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     1 /     7 =  14.286
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     0 /     1 =   0.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    14 /    26 =  53.846
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     3 =  33.333
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    30 /    43 =  69.767
0, 197  acc:     9 /    11 =  81.818
0, 198  acc:     0 /     2 =   0.000
0, 199  acc:     3 /     4 =  75.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    13 /    20 =  65.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     1 /     4 =  25.000
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     0 /     4 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     8 =  50.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 26816 / 33438 =  80.196
1, 1  acc:  2873 /  3594 =  79.939
1, 2  acc:  4939 /  6386 =  77.341
1, 3  acc:  2004 /  2623 =  76.401
1, 4  acc:  2431 /  3011 =  80.737
1, 5  acc:   492 /   579 =  84.974
1, 6  acc:   255 /   303 =  84.158
1, 7  acc:   290 /   348 =  83.333
1, 8  acc:  2111 /  2998 =  70.414
1, 9  acc:   178 /   242 =  73.554
1, 10  acc:   180 /   260 =  69.231
1, 11  acc:   113 /   154 =  73.377
1, 12  acc:   349 /   438 =  79.680
1, 13  acc:    50 /    65 =  76.923
1, 14  acc:    56 /    76 =  73.684
1, 15  acc:    52 /    75 =  69.333
1, 16  acc:  3655 /  4857 =  75.252
1, 17  acc:   134 /   174 =  77.011
1, 18  acc:   306 /   394 =  77.665
1, 19  acc:    92 /   129 =  71.318
1, 20  acc:   153 /   177 =  86.441
1, 21  acc:    30 /    30 = 100.000
1, 22  acc:    81 /    88 =  92.045
1, 23  acc:    24 /    26 =  92.308
1, 24  acc:   472 /   633 =  74.566
1, 25  acc:     9 /    11 =  81.818
1, 26  acc:    41 /    53 =  77.358
1, 27  acc:     6 /     8 =  75.000
1, 28  acc:    85 /    94 =  90.426
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    14 /    15 =  93.333
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:   693 /   961 =  72.112
1, 33  acc:    41 /    53 =  77.358
1, 34  acc:    28 /    36 =  77.778
1, 35  acc:    11 /    18 =  61.111
1, 36  acc:    17 /    19 =  89.474
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:     9 /    12 =  75.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   182 /   237 =  76.793
1, 41  acc:     8 /     9 =  88.889
1, 42  acc:     4 /     6 =  66.667
1, 43  acc:     6 /     9 =  66.667
1, 44  acc:    11 /    16 =  68.750
1, 45  acc:     3 /     8 =  37.500
1, 46  acc:     7 /     9 =  77.778
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   239 /   322 =  74.224
1, 49  acc:     6 /     7 =  85.714
1, 50  acc:     8 /    18 =  44.444
1, 51  acc:    13 /    15 =  86.667
1, 52  acc:     8 /    13 =  61.538
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    23 /    30 =  76.667
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   151 /   225 =  67.111
1, 57  acc:     4 /     7 =  57.143
1, 58  acc:    11 /    13 =  84.615
1, 59  acc:     3 /     4 =  75.000
1, 60  acc:    15 /    18 =  83.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    15 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2570 /  3176 =  80.919
1, 65  acc:   383 /   474 =  80.802
1, 66  acc:   243 /   300 =  81.000
1, 67  acc:    85 /   116 =  73.276
1, 68  acc:   131 /   146 =  89.726
1, 69  acc:    27 /    28 =  96.429
1, 70  acc:    45 /    49 =  91.837
1, 71  acc:    12 /    14 =  85.714
1, 72  acc:    65 /    73 =  89.041
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:     7 /    11 =  63.636
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   107 /   129 =  82.946
1, 81  acc:     8 /    11 =  72.727
1, 82  acc:    21 /    29 =  72.414
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    13 =  84.615
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     2 /     3 =  66.667
1, 94  acc:    68 /    89 =  76.404
1, 95  acc:    12 /    13 =  92.308
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     6 /     6 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    13 /    17 =  76.471
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    21 /    21 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     8 /     8 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4015 /  5255 =  76.403
1, 118  acc:   997 /  1277 =  78.074
1, 119  acc:   238 /   294 =  80.952
1, 120  acc:   264 /   343 =  76.968
1, 121  acc:    86 /    95 =  90.526
1, 122  acc:    42 /    46 =  91.304
1, 123  acc:    13 /    18 =  72.222
1, 124  acc:    19 /    19 = 100.000
1, 125  acc:   228 /   305 =  74.754
1, 126  acc:    58 /    82 =  70.732
1, 127  acc:     4 /    14 =  28.571
1, 128  acc:    20 /    30 =  66.667
1, 129  acc:    15 /    16 =  93.750
1, 130  acc:     3 /     5 =  60.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     5 =  60.000
1, 133  acc:   290 /   339 =  85.546
1, 134  acc:    50 /    64 =  78.125
1, 135  acc:    20 /    23 =  86.957
1, 136  acc:    15 /    16 =  93.750
1, 137  acc:     2 /     3 =  66.667
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    54 /    80 =  67.500
1, 142  acc:    13 /    17 =  76.471
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     2 =   0.000
1, 148  acc:    82 /   117 =  70.085
1, 149  acc:    12 /    16 =  75.000
1, 150  acc:     7 /     9 =  77.778
1, 151  acc:     6 /    11 =  54.545
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    17 /    23 =  73.913
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     1 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    19 /    23 =  82.609
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    10 /    15 =  66.667
1, 165  acc:     4 /     6 =  66.667
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1808 /  2198 =  82.257
1, 170  acc:   312 /   379 =  82.322
1, 171  acc:   144 /   171 =  84.211
1, 172  acc:   127 /   149 =  85.235
1, 173  acc:    31 /    37 =  83.784
1, 174  acc:     9 /    11 =  81.818
1, 175  acc:     2 /     3 =  66.667
1, 176  acc:    23 /    40 =  57.500
1, 177  acc:    43 /    51 =  84.314
1, 178  acc:     4 /     7 =  57.143
1, 179  acc:     3 /     5 =  60.000
1, 180  acc:     3 /     4 =  75.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     6 /     7 =  85.714
1, 184  acc:    73 /    86 =  84.884
1, 185  acc:    12 /    18 =  66.667
1, 186  acc:     6 /     7 =  85.714
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     1 /     2 =  50.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    59 /    76 =  77.632
1, 197  acc:     7 /    10 =  70.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    17 =  58.824
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    18 /    18 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 236647 / 269038 =  87.960
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23394 / 25373 =  92.200
0, 1  acc: 28799 / 31282 =  92.063
0, 2  acc:  5678 /  6155 =  92.250
0, 3  acc: 22395 / 24292 =  92.191
0, 4  acc:  9925 / 10829 =  91.652
0, 5  acc:  5071 /  5541 =  91.518
0, 6  acc:  6239 /  6785 =  91.953
0, 7  acc: 11040 / 12016 =  91.877
1, 0  acc:  4111 /  4437 =  92.653
1, 1  acc:  4581 /  4962 =  92.322
1, 2  acc:  2085 /  2265 =  92.053
1, 3  acc:  2273 /  2446 =  92.927
1, 4  acc:  2914 /  3125 =  93.248
1, 5  acc:   935 /  1003 =  93.220
1, 6  acc:  2871 /  3111 =  92.285
1, 7  acc:  4303 /  4682 =  91.905
--------------------------------------
Average acc: 136614 / 148304 =  92.118
Robust  acc:  5071 /  5541 =  91.518
--------------------------------------
New max robust acc: 91.51777657462551
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed21.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed21.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.137 | Best Acc: 91.207
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10597 / 12092 =  87.636
0, 1  acc: 12585 / 14179 =  88.758
0, 2  acc:  2123 /  3210 =  66.137
0, 3  acc: 11037 / 12101 =  91.207
0, 4  acc:  4012 /  5355 =  74.921
0, 5  acc:  2532 /  2980 =  84.966
0, 6  acc:  2415 /  3335 =  72.414
0, 7  acc:  4367 /  5723 =  76.306
1, 0  acc:  1700 /  2203 =  77.167
1, 1  acc:  1715 /  2270 =  75.551
1, 2  acc:  1004 /  1216 =  82.566
1, 3  acc:   933 /  1260 =  74.048
1, 4  acc:  1301 /  1627 =  79.963
1, 5  acc:   397 /   520 =  76.346
1, 6  acc:  1225 /  1537 =  79.701
1, 7  acc:  1722 /  2246 =  76.670
------------------------------------
Average acc: 59665 / 71854 =  83.036
Robust  acc:  2123 /  3210 =  66.137
------------------------------------
Accuracies by groups:
0, 0  acc: 10597 / 12092 =  87.636
0, 1  acc: 12585 / 14179 =  88.758
0, 2  acc:  2123 /  3210 =  66.137
0, 3  acc: 11037 / 12101 =  91.207
0, 4  acc:  4012 /  5355 =  74.921
0, 5  acc:  2532 /  2980 =  84.966
0, 6  acc:  2415 /  3335 =  72.414
0, 7  acc:  4367 /  5723 =  76.306
1, 0  acc:  1700 /  2203 =  77.167
1, 1  acc:  1715 /  2270 =  75.551
1, 2  acc:  1004 /  1216 =  82.566
1, 3  acc:   933 /  1260 =  74.048
1, 4  acc:  1301 /  1627 =  79.963
1, 5  acc:   397 /   520 =  76.346
1, 6  acc:  1225 /  1537 =  79.701
1, 7  acc:  1722 /  2246 =  76.670
------------------------------------
Average acc: 59665 / 71854 =  83.036
Robust  acc:  2123 /  3210 =  66.137
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10597 / 12092 =  87.636
0, 1  acc: 12585 / 14179 =  88.758
0, 2  acc:  2123 /  3210 =  66.137
0, 3  acc: 11037 / 12101 =  91.207
0, 4  acc:  4012 /  5355 =  74.921
0, 5  acc:  2532 /  2980 =  84.966
0, 6  acc:  2415 /  3335 =  72.414
0, 7  acc:  4367 /  5723 =  76.306
1, 0  acc:  1700 /  2203 =  77.167
1, 1  acc:  1715 /  2270 =  75.551
1, 2  acc:  1004 /  1216 =  82.566
1, 3  acc:   933 /  1260 =  74.048
1, 4  acc:  1301 /  1627 =  79.963
1, 5  acc:   397 /   520 =  76.346
1, 6  acc:  1225 /  1537 =  79.701
1, 7  acc:  1722 /  2246 =  76.670
------------------------------------
Average acc: 59665 / 71854 =  83.036
Robust  acc:  2123 /  3210 =  66.137
------------------------------------

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: 0.011 | Train Acc: 93.652 | Val Loss: 0.000 | Val Acc: 94.859
Training:
Accuracies by groups:
0, 0  acc: 111442 / 114659 =  97.194
0, 1  acc:  8468 /  8816 =  96.053
0, 2  acc: 13259 / 13990 =  94.775
0, 3  acc:  6398 /  6756 =  94.701
0, 4  acc:  2190 /  2594 =  84.426
0, 5  acc:   222 /   286 =  77.622
0, 6  acc:   295 /   332 =  88.855
0, 7  acc:   280 /   315 =  88.889
0, 8  acc: 11284 / 11674 =  96.659
0, 9  acc:   692 /   738 =  93.767
0, 10  acc:   765 /   796 =  96.106
0, 11  acc:   514 /   533 =  96.435
0, 12  acc:   400 /   482 =  82.988
0, 13  acc:    50 /    62 =  80.645
0, 14  acc:    75 /    82 =  91.463
0, 15  acc:    28 /    45 =  62.222
0, 16  acc:  5131 /  5723 =  89.656
0, 17  acc:   188 /   210 =  89.524
0, 18  acc:   466 /   537 =  86.778
0, 19  acc:   151 /   176 =  85.795
0, 20  acc:    82 /   109 =  75.229
0, 21  acc:     8 /    10 =  80.000
0, 22  acc:    34 /    42 =  80.952
0, 23  acc:     6 /    11 =  54.545
0, 24  acc:   602 /   686 =  87.755
0, 25  acc:    31 /    31 = 100.000
0, 26  acc:    69 /    74 =  93.243
0, 27  acc:    33 /    36 =  91.667
0, 28  acc:    24 /    31 =  77.419
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     1 /     3 =  33.333
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  1991 /  2087 =  95.400
0, 33  acc:    76 /    84 =  90.476
0, 34  acc:    86 /    89 =  96.629
0, 35  acc:    29 /    30 =  96.667
0, 36  acc:    30 /    35 =  85.714
0, 37  acc:     1 /     4 =  25.000
0, 38  acc:     5 /     6 =  83.333
0, 39  acc:     4 /     4 = 100.000
0, 40  acc:   580 /   611 =  94.926
0, 41  acc:    30 /    31 =  96.774
0, 42  acc:    24 /    25 =  96.000
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    24 /    29 =  82.759
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     5 /     7 =  71.429
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   301 /   346 =  86.994
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    21 /    23 =  91.304
0, 51  acc:    17 /    18 =  94.444
0, 52  acc:     4 /     5 =  80.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     7 /     8 =  87.500
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   319 /   355 =  89.859
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:     9 /    10 =  90.000
0, 59  acc:    21 /    22 =  95.455
0, 60  acc:    11 /    18 =  61.111
0, 61  acc:     3 /     4 =  75.000
0, 62  acc:     3 /     5 =  60.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2195 /  2565 =  85.575
0, 65  acc:   318 /   381 =  83.465
0, 66  acc:   240 /   289 =  83.045
0, 67  acc:   116 /   134 =  86.567
0, 68  acc:    51 /    67 =  76.119
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    19 /    22 =  86.364
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    82 /    87 =  94.253
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:    11 /    13 =  84.615
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    51 /    76 =  67.105
0, 81  acc:     3 /     4 =  75.000
0, 82  acc:     4 /     5 =  80.000
0, 83  acc:     4 /     7 =  57.143
0, 84  acc:     3 /     5 =  60.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     2 /     6 =  33.333
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     2 /     4 =  50.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    65 /    77 =  84.416
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     5 /     9 =  55.556
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     3 =  33.333
0, 101  acc:     2 /     3 =  66.667
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:    12 /    17 =  70.588
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     4 /     6 =  66.667
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     2 =  50.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  4996 /  5694 =  87.741
0, 118  acc:  1217 /  1395 =  87.240
0, 119  acc:   300 /   344 =  87.209
0, 120  acc:   269 /   312 =  86.218
0, 121  acc:    43 /    57 =  75.439
0, 122  acc:    17 /    22 =  77.273
0, 123  acc:     5 /     7 =  71.429
0, 124  acc:    20 /    21 =  95.238
0, 125  acc:   308 /   364 =  84.615
0, 126  acc:    75 /    95 =  78.947
0, 127  acc:    26 /    28 =  92.857
0, 128  acc:    22 /    25 =  88.000
0, 129  acc:     4 /     7 =  57.143
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     1 /     3 =  33.333
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   126 /   159 =  79.245
0, 134  acc:    25 /    44 =  56.818
0, 135  acc:    18 /    22 =  81.818
0, 136  acc:    15 /    17 =  88.235
0, 137  acc:     5 /     7 =  71.429
0, 138  acc:     3 /     4 =  75.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    42 /    54 =  77.778
0, 142  acc:     7 /     9 =  77.778
0, 143  acc:     1 /     3 =  33.333
0, 144  acc:     2 /     3 =  66.667
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   105 /   113 =  92.920
0, 149  acc:    11 /    11 = 100.000
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     2 /     8 =  25.000
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    29 /    32 =  90.625
0, 155  acc:     1 /     1 = 100.000
0, 156  acc:     5 /     5 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    16 /    22 =  72.727
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    13 =  69.231
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1182 /  1458 =  81.070
0, 170  acc:   241 /   319 =  75.549
0, 171  acc:    78 /    96 =  81.250
0, 172  acc:   121 /   157 =  77.070
0, 173  acc:    11 /    14 =  78.571
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     1 /     1 = 100.000
0, 176  acc:    12 /    17 =  70.588
0, 177  acc:    65 /    76 =  85.526
0, 178  acc:    11 /    13 =  84.615
0, 179  acc:     6 /     9 =  66.667
0, 180  acc:     5 /     6 =  83.333
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    26 /    36 =  72.222
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     3 /     4 =  75.000
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    15 /    23 =  65.217
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    25 /    32 =  78.125
0, 197  acc:     5 /    10 =  50.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     1 /     2 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    15 /    17 =  88.235
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     4 /     5 =  80.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     7 /     7 = 100.000
0, 210  acc:     2 /     3 =  66.667
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     5 =  80.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 30547 / 33511 =  91.155
1, 1  acc:  3236 /  3582 =  90.341
1, 2  acc:  5699 /  6325 =  90.103
1, 3  acc:  2331 /  2636 =  88.429
1, 4  acc:  2800 /  3098 =  90.381
1, 5  acc:   459 /   503 =  91.252
1, 6  acc:   255 /   288 =  88.542
1, 7  acc:   332 /   364 =  91.209
1, 8  acc:  2534 /  2941 =  86.161
1, 9  acc:   187 /   209 =  89.474
1, 10  acc:   236 /   277 =  85.199
1, 11  acc:   113 /   138 =  81.884
1, 12  acc:   413 /   453 =  91.170
1, 13  acc:    46 /    58 =  79.310
1, 14  acc:    61 /    72 =  84.722
1, 15  acc:    58 /    70 =  82.857
1, 16  acc:  4258 /  4790 =  88.894
1, 17  acc:   161 /   182 =  88.462
1, 18  acc:   332 /   373 =  89.008
1, 19  acc:   145 /   165 =  87.879
1, 20  acc:   160 /   166 =  96.386
1, 21  acc:    35 /    35 = 100.000
1, 22  acc:    75 /    82 =  91.463
1, 23  acc:    28 /    31 =  90.323
1, 24  acc:   520 /   606 =  85.809
1, 25  acc:     9 /    10 =  90.000
1, 26  acc:    59 /    65 =  90.769
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    92 /    96 =  95.833
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:     6 /     7 =  85.714
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   896 /  1008 =  88.889
1, 33  acc:    42 /    50 =  84.000
1, 34  acc:    28 /    34 =  82.353
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    32 /    34 =  94.118
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    23 /    26 =  88.462
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   213 /   232 =  91.810
1, 41  acc:    16 /    17 =  94.118
1, 42  acc:     5 /     8 =  62.500
1, 43  acc:     9 /    14 =  64.286
1, 44  acc:    15 /    15 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     5 /     7 =  71.429
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   309 /   347 =  89.049
1, 49  acc:     6 /     7 =  85.714
1, 50  acc:    19 /    23 =  82.609
1, 51  acc:    16 /    16 = 100.000
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    12 /    13 =  92.308
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   208 /   234 =  88.889
1, 57  acc:     9 /     9 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     4 /     9 =  44.444
1, 60  acc:    17 /    19 =  89.474
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    15 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2985 /  3270 =  91.284
1, 65  acc:   423 /   466 =  90.773
1, 66  acc:   270 /   296 =  91.216
1, 67  acc:   114 /   127 =  89.764
1, 68  acc:   143 /   160 =  89.375
1, 69  acc:    26 /    26 = 100.000
1, 70  acc:    40 /    43 =  93.023
1, 71  acc:    14 /    17 =  82.353
1, 72  acc:    63 /    66 =  95.455
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    13 /    13 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:    89 /    98 =  90.816
1, 81  acc:    20 /    22 =  90.909
1, 82  acc:    27 /    33 =  81.818
1, 83  acc:     6 /     7 =  85.714
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     6 /     7 =  85.714
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    14 /    17 =  82.353
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    68 /    83 =  81.928
1, 95  acc:     4 /     5 =  80.000
1, 96  acc:     1 /     1 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    15 =  93.333
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /    10 =  80.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     9 /    10 =  90.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    13 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    10 /    10 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:     8 /     8 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4682 /  5270 =  88.843
1, 118  acc:  1125 /  1254 =  89.713
1, 119  acc:   298 /   336 =  88.690
1, 120  acc:   290 /   331 =  87.613
1, 121  acc:    94 /    99 =  94.949
1, 122  acc:    35 /    40 =  87.500
1, 123  acc:    13 /    17 =  76.471
1, 124  acc:    18 /    18 = 100.000
1, 125  acc:   296 /   330 =  89.697
1, 126  acc:    83 /    90 =  92.222
1, 127  acc:     6 /     7 =  85.714
1, 128  acc:    21 /    25 =  84.000
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:     4 /     5 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     2 /     5 =  40.000
1, 133  acc:   266 /   296 =  89.865
1, 134  acc:    53 /    62 =  85.484
1, 135  acc:    22 /    23 =  95.652
1, 136  acc:    23 /    28 =  82.143
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     5 /     8 =  62.500
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:    47 /    59 =  79.661
1, 142  acc:    12 /    15 =  80.000
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:    91 /   113 =  80.531
1, 149  acc:    12 /    12 = 100.000
1, 150  acc:     2 /     2 = 100.000
1, 151  acc:     9 /    10 =  90.000
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    22 /    29 =  75.862
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     4 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    16 /    17 =  94.118
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    18 /    20 =  90.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1941 /  2143 =  90.574
1, 170  acc:   408 /   445 =  91.685
1, 171  acc:   152 /   173 =  87.861
1, 172  acc:   130 /   143 =  90.909
1, 173  acc:    41 /    45 =  91.111
1, 174  acc:    11 /    13 =  84.615
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    24 /    32 =  75.000
1, 177  acc:    37 /    44 =  84.091
1, 178  acc:     2 /     5 =  40.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     2 /     5 =  40.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     6 /     9 =  66.667
1, 184  acc:    65 /    76 =  85.526
1, 185  acc:    21 /    22 =  95.455
1, 186  acc:    16 /    17 =  94.118
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    48 /    58 =  82.759
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:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    12 =  91.667
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    16 /    18 =  88.889
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251960 / 269038 =  93.652
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24057 / 25373 =  94.813
0, 1  acc: 29679 / 31282 =  94.876
0, 2  acc:  5837 /  6155 =  94.833
0, 3  acc: 23076 / 24292 =  94.994
0, 4  acc: 10296 / 10829 =  95.078
0, 5  acc:  5231 /  5541 =  94.405
0, 6  acc:  6397 /  6785 =  94.282
0, 7  acc: 11390 / 12016 =  94.790
1, 0  acc:  4193 /  4437 =  94.501
1, 1  acc:  4704 /  4962 =  94.800
1, 2  acc:  2129 /  2265 =  93.996
1, 3  acc:  2315 /  2446 =  94.644
1, 4  acc:  2974 /  3125 =  95.168
1, 5  acc:   953 /  1003 =  95.015
1, 6  acc:  2962 /  3111 =  95.211
1, 7  acc:  4444 /  4682 =  94.917
--------------------------------------
Average acc: 140637 / 148304 =  94.830
Robust  acc:  2129 /  2265 =  93.996
--------------------------------------
New max robust acc: 93.99558498896248
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed21.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed21.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 62.729 | Best Acc: 89.786
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10323 / 12092 =  85.370
0, 1  acc: 12409 / 14179 =  87.517
0, 2  acc:  2255 /  3210 =  70.249
0, 3  acc: 10865 / 12101 =  89.786
0, 4  acc:  3883 /  5355 =  72.512
0, 5  acc:  2411 /  2980 =  80.906
0, 6  acc:  2092 /  3335 =  62.729
0, 7  acc:  3837 /  5723 =  67.045
1, 0  acc:  1732 /  2203 =  78.620
1, 1  acc:  1725 /  2270 =  75.991
1, 2  acc:   946 /  1216 =  77.796
1, 3  acc:   940 /  1260 =  74.603
1, 4  acc:  1313 /  1627 =  80.701
1, 5  acc:   413 /   520 =  79.423
1, 6  acc:  1299 /  1537 =  84.515
1, 7  acc:  1847 /  2246 =  82.235
------------------------------------
Average acc: 58290 / 71854 =  81.123
Robust  acc:  2092 /  3335 =  62.729
------------------------------------
Accuracies by groups:
0, 0  acc: 10323 / 12092 =  85.370
0, 1  acc: 12409 / 14179 =  87.517
0, 2  acc:  2255 /  3210 =  70.249
0, 3  acc: 10865 / 12101 =  89.786
0, 4  acc:  3883 /  5355 =  72.512
0, 5  acc:  2411 /  2980 =  80.906
0, 6  acc:  2092 /  3335 =  62.729
0, 7  acc:  3837 /  5723 =  67.045
1, 0  acc:  1732 /  2203 =  78.620
1, 1  acc:  1725 /  2270 =  75.991
1, 2  acc:   946 /  1216 =  77.796
1, 3  acc:   940 /  1260 =  74.603
1, 4  acc:  1313 /  1627 =  80.701
1, 5  acc:   413 /   520 =  79.423
1, 6  acc:  1299 /  1537 =  84.515
1, 7  acc:  1847 /  2246 =  82.235
------------------------------------
Average acc: 58290 / 71854 =  81.123
Robust  acc:  2092 /  3335 =  62.729
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10323 / 12092 =  85.370
0, 1  acc: 12409 / 14179 =  87.517
0, 2  acc:  2255 /  3210 =  70.249
0, 3  acc: 10865 / 12101 =  89.786
0, 4  acc:  3883 /  5355 =  72.512
0, 5  acc:  2411 /  2980 =  80.906
0, 6  acc:  2092 /  3335 =  62.729
0, 7  acc:  3837 /  5723 =  67.045
1, 0  acc:  1732 /  2203 =  78.620
1, 1  acc:  1725 /  2270 =  75.991
1, 2  acc:   946 /  1216 =  77.796
1, 3  acc:   940 /  1260 =  74.603
1, 4  acc:  1313 /  1627 =  80.701
1, 5  acc:   413 /   520 =  79.423
1, 6  acc:  1299 /  1537 =  84.515
1, 7  acc:  1847 /  2246 =  82.235
------------------------------------
Average acc: 58290 / 71854 =  81.123
Robust  acc:  2092 /  3335 =  62.729
------------------------------------

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: 96.359 | Val Loss: 0.000 | Val Acc: 97.736
Training:
Accuracies by groups:
0, 0  acc: 112493 / 114475 =  98.269
0, 1  acc:  8838 /  9087 =  97.260
0, 2  acc: 13596 / 14028 =  96.920
0, 3  acc:  6731 /  6944 =  96.933
0, 4  acc:  2374 /  2601 =  91.273
0, 5  acc:   274 /   309 =  88.673
0, 6  acc:   313 /   346 =  90.462
0, 7  acc:   299 /   339 =  88.201
0, 8  acc: 11309 / 11579 =  97.668
0, 9  acc:   759 /   778 =  97.558
0, 10  acc:   726 /   751 =  96.671
0, 11  acc:   501 /   517 =  96.905
0, 12  acc:   482 /   537 =  89.758
0, 13  acc:    50 /    57 =  87.719
0, 14  acc:    85 /    93 =  91.398
0, 15  acc:    29 /    32 =  90.625
0, 16  acc:  5255 /  5610 =  93.672
0, 17  acc:   178 /   192 =  92.708
0, 18  acc:   500 /   533 =  93.809
0, 19  acc:   158 /   174 =  90.805
0, 20  acc:    95 /   111 =  85.586
0, 21  acc:    10 /    10 = 100.000
0, 22  acc:    32 /    39 =  82.051
0, 23  acc:     6 /    10 =  60.000
0, 24  acc:   661 /   727 =  90.922
0, 25  acc:    48 /    50 =  96.000
0, 26  acc:    62 /    65 =  95.385
0, 27  acc:    24 /    27 =  88.889
0, 28  acc:    22 /    28 =  78.571
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     1 /     3 =  33.333
0, 31  acc:     5 /     6 =  83.333
0, 32  acc:  1989 /  2058 =  96.647
0, 33  acc:   100 /   105 =  95.238
0, 34  acc:    75 /    80 =  93.750
0, 35  acc:    22 /    23 =  95.652
0, 36  acc:    30 /    31 =  96.774
0, 37  acc:     5 /     8 =  62.500
0, 38  acc:    13 /    15 =  86.667
0, 39  acc:     6 /     6 = 100.000
0, 40  acc:   608 /   624 =  97.436
0, 41  acc:    31 /    33 =  93.939
0, 42  acc:    23 /    23 = 100.000
0, 43  acc:    25 /    26 =  96.154
0, 44  acc:    23 /    24 =  95.833
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     3 /     3 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   339 /   360 =  94.167
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    15 /    16 =  93.750
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     6 =  66.667
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   346 /   361 =  95.845
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    12 /    15 =  80.000
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:     4 /     8 =  50.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     3 /     3 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2363 /  2590 =  91.236
0, 65  acc:   315 /   349 =  90.258
0, 66  acc:   244 /   269 =  90.706
0, 67  acc:   112 /   125 =  89.600
0, 68  acc:    54 /    59 =  91.525
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    13 /    15 =  86.667
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    70 /    71 =  98.592
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    62 /    70 =  88.571
0, 81  acc:     3 /     5 =  60.000
0, 82  acc:     3 /     4 =  75.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     4 /     5 =  80.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     3 /     3 = 100.000
0, 89  acc:     3 /     4 =  75.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    56 /    59 =  94.915
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    10 /    11 =  90.909
0, 99  acc:     2 /     3 =  66.667
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     5 /     5 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    19 =  78.947
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    12 /    13 =  92.308
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5339 /  5781 =  92.354
0, 118  acc:  1250 /  1356 =  92.183
0, 119  acc:   351 /   377 =  93.103
0, 120  acc:   331 /   356 =  92.978
0, 121  acc:    42 /    51 =  82.353
0, 122  acc:    19 /    20 =  95.000
0, 123  acc:     5 /     5 = 100.000
0, 124  acc:    13 /    16 =  81.250
0, 125  acc:   368 /   391 =  94.118
0, 126  acc:    85 /    92 =  92.391
0, 127  acc:    25 /    28 =  89.286
0, 128  acc:    27 /    31 =  87.097
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     5 /     6 =  83.333
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   133 /   153 =  86.928
0, 134  acc:    30 /    43 =  69.767
0, 135  acc:    21 /    21 = 100.000
0, 136  acc:    16 /    18 =  88.889
0, 137  acc:     6 /     8 =  75.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    34 /    38 =  89.474
0, 142  acc:     7 /     9 =  77.778
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:     6 /     8 =  75.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    85 /    94 =  90.426
0, 149  acc:    11 /    14 =  78.571
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:     8 /     9 =  88.889
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    19 /    19 = 100.000
0, 155  acc:     3 /     5 =  60.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    20 /    22 =  90.909
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     0 /     1 =   0.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     3 /     3 = 100.000
0, 165  acc:     5 /     5 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1308 /  1498 =  87.316
0, 170  acc:   266 /   314 =  84.713
0, 171  acc:    98 /   116 =  84.483
0, 172  acc:   124 /   143 =  86.713
0, 173  acc:    15 /    18 =  83.333
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     0 /     0 =     nan
0, 176  acc:    17 /    21 =  80.952
0, 177  acc:    65 /    69 =  94.203
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     5 /    10 =  50.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    31 /    34 =  91.176
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:     9 /    14 =  64.286
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    17 /    22 =  77.273
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    27 /    33 =  81.818
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    14 /    16 =  87.500
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     3 =  66.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 31757 / 33256 =  95.493
1, 1  acc:  3498 /  3661 =  95.548
1, 2  acc:  5975 /  6328 =  94.422
1, 3  acc:  2454 /  2610 =  94.023
1, 4  acc:  2865 /  3019 =  94.899
1, 5  acc:   498 /   526 =  94.677
1, 6  acc:   304 /   317 =  95.899
1, 7  acc:   365 /   376 =  97.074
1, 8  acc:  2774 /  2983 =  92.994
1, 9  acc:   187 /   200 =  93.500
1, 10  acc:   253 /   275 =  92.000
1, 11  acc:   135 /   147 =  91.837
1, 12  acc:   388 /   424 =  91.509
1, 13  acc:    60 /    64 =  93.750
1, 14  acc:    62 /    74 =  83.784
1, 15  acc:    70 /    74 =  94.595
1, 16  acc:  4391 /  4662 =  94.187
1, 17  acc:   175 /   186 =  94.086
1, 18  acc:   311 /   339 =  91.740
1, 19  acc:   130 /   138 =  94.203
1, 20  acc:   198 /   213 =  92.958
1, 21  acc:    39 /    39 = 100.000
1, 22  acc:    81 /    92 =  88.043
1, 23  acc:    23 /    23 = 100.000
1, 24  acc:   557 /   597 =  93.300
1, 25  acc:     8 /     8 = 100.000
1, 26  acc:    56 /    61 =  91.803
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:    80 /    86 =  93.023
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    17 /    18 =  94.444
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:   967 /  1019 =  94.897
1, 33  acc:    52 /    55 =  94.545
1, 34  acc:    30 /    35 =  85.714
1, 35  acc:    13 /    13 = 100.000
1, 36  acc:    31 /    31 = 100.000
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    12 /    13 =  92.308
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   226 /   240 =  94.167
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:     7 /     8 =  87.500
1, 43  acc:    11 /    13 =  84.615
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   288 /   306 =  94.118
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    14 /    15 =  93.333
1, 51  acc:    17 /    17 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    23 =  91.304
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   260 /   274 =  94.891
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     7 /     8 =  87.500
1, 60  acc:    17 /    20 =  85.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    17 =  94.118
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3079 /  3228 =  95.384
1, 65  acc:   440 /   463 =  95.032
1, 66  acc:   267 /   274 =  97.445
1, 67  acc:    98 /   105 =  93.333
1, 68  acc:   154 /   156 =  98.718
1, 69  acc:    33 /    35 =  94.286
1, 70  acc:    48 /    49 =  97.959
1, 71  acc:    11 /    12 =  91.667
1, 72  acc:    51 /    54 =  94.444
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    18 /    19 =  94.737
1, 77  acc:     0 /     2 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   124 /   131 =  94.656
1, 81  acc:     9 /     9 = 100.000
1, 82  acc:    32 /    33 =  96.970
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    11 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    23 /    24 =  95.833
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:     1 /     1 = 100.000
1, 94  acc:    80 /    83 =  96.386
1, 95  acc:    11 /    13 =  84.615
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    15 =  93.333
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    17 =  88.235
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    10 /    11 =  90.909
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:  5075 /  5391 =  94.138
1, 118  acc:  1213 /  1283 =  94.544
1, 119  acc:   280 /   296 =  94.595
1, 120  acc:   315 /   337 =  93.472
1, 121  acc:    74 /    82 =  90.244
1, 122  acc:    35 /    39 =  89.744
1, 123  acc:    17 /    17 = 100.000
1, 124  acc:    27 /    28 =  96.429
1, 125  acc:   300 /   326 =  92.025
1, 126  acc:    71 /    74 =  95.946
1, 127  acc:    12 /    12 = 100.000
1, 128  acc:    22 /    25 =  88.000
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:     8 /     8 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     7 =  71.429
1, 133  acc:   282 /   300 =  94.000
1, 134  acc:    49 /    52 =  94.231
1, 135  acc:    28 /    29 =  96.552
1, 136  acc:    26 /    26 = 100.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    77 /    81 =  95.062
1, 142  acc:    12 /    13 =  92.308
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     6 =  83.333
1, 148  acc:   130 /   143 =  90.909
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:     4 /     9 =  44.444
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    21 /    24 =  87.500
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    17 = 100.000
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    28 /    30 =  93.333
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2076 /  2189 =  94.838
1, 170  acc:   373 /   396 =  94.192
1, 171  acc:   167 /   174 =  95.977
1, 172  acc:   129 /   137 =  94.161
1, 173  acc:    40 /    43 =  93.023
1, 174  acc:     9 /     9 = 100.000
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    35 /    37 =  94.595
1, 177  acc:    55 /    58 =  94.828
1, 178  acc:     4 /     4 = 100.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     9 /     9 = 100.000
1, 184  acc:    58 /    63 =  92.063
1, 185  acc:    27 /    27 = 100.000
1, 186  acc:     9 /    10 =  90.000
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     8 /     9 =  88.889
1, 191  acc:     9 /     9 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    58 /    64 =  90.625
1, 197  acc:     8 /     9 =  88.889
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    16 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    10 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     5 /     5 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     1 /     1 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259243 / 269038 =  96.359
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24811 / 25373 =  97.785
0, 1  acc: 30583 / 31282 =  97.765
0, 2  acc:  6009 /  6155 =  97.628
0, 3  acc: 23767 / 24292 =  97.839
0, 4  acc: 10582 / 10829 =  97.719
0, 5  acc:  5409 /  5541 =  97.618
0, 6  acc:  6625 /  6785 =  97.642
0, 7  acc: 11754 / 12016 =  97.820
1, 0  acc:  4337 /  4437 =  97.746
1, 1  acc:  4857 /  4962 =  97.884
1, 2  acc:  2213 /  2265 =  97.704
1, 3  acc:  2400 /  2446 =  98.119
1, 4  acc:  3037 /  3125 =  97.184
1, 5  acc:   969 /  1003 =  96.610
1, 6  acc:  3041 /  3111 =  97.750
1, 7  acc:  4585 /  4682 =  97.928
--------------------------------------
Average acc: 144979 / 148304 =  97.758
Robust  acc:   969 /  1003 =  96.610
--------------------------------------
New max robust acc: 96.61016949152543
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed21.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed21.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: 64.966 | Best Acc: 92.761
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10834 / 12092 =  89.596
0, 1  acc: 12918 / 14179 =  91.107
0, 2  acc:  2482 /  3210 =  77.321
0, 3  acc: 11225 / 12101 =  92.761
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2623 /  2980 =  88.020
0, 6  acc:  2584 /  3335 =  77.481
0, 7  acc:  4568 /  5723 =  79.818
1, 0  acc:  1566 /  2203 =  71.085
1, 1  acc:  1582 /  2270 =  69.692
1, 2  acc:   823 /  1216 =  67.681
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1057 /  1627 =  64.966
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1103 /  1537 =  71.763
1, 7  acc:  1574 /  2246 =  70.080
------------------------------------
Average acc: 60720 / 71854 =  84.505
Robust  acc:  1057 /  1627 =  64.966
------------------------------------
Accuracies by groups:
0, 0  acc: 10834 / 12092 =  89.596
0, 1  acc: 12918 / 14179 =  91.107
0, 2  acc:  2482 /  3210 =  77.321
0, 3  acc: 11225 / 12101 =  92.761
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2623 /  2980 =  88.020
0, 6  acc:  2584 /  3335 =  77.481
0, 7  acc:  4568 /  5723 =  79.818
1, 0  acc:  1566 /  2203 =  71.085
1, 1  acc:  1582 /  2270 =  69.692
1, 2  acc:   823 /  1216 =  67.681
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1057 /  1627 =  64.966
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1103 /  1537 =  71.763
1, 7  acc:  1574 /  2246 =  70.080
------------------------------------
Average acc: 60720 / 71854 =  84.505
Robust  acc:  1057 /  1627 =  64.966
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10834 / 12092 =  89.596
0, 1  acc: 12918 / 14179 =  91.107
0, 2  acc:  2482 /  3210 =  77.321
0, 3  acc: 11225 / 12101 =  92.761
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2623 /  2980 =  88.020
0, 6  acc:  2584 /  3335 =  77.481
0, 7  acc:  4568 /  5723 =  79.818
1, 0  acc:  1566 /  2203 =  71.085
1, 1  acc:  1582 /  2270 =  69.692
1, 2  acc:   823 /  1216 =  67.681
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1057 /  1627 =  64.966
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1103 /  1537 =  71.763
1, 7  acc:  1574 /  2246 =  70.080
------------------------------------
Average acc: 60720 / 71854 =  84.505
Robust  acc:  1057 /  1627 =  64.966
------------------------------------

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: 97.824 | Val Loss: 0.000 | Val Acc: 98.637
Training:
Accuracies by groups:
0, 0  acc: 113047 / 114311 =  98.894
0, 1  acc:  8633 /  8767 =  98.472
0, 2  acc: 13789 / 14068 =  98.017
0, 3  acc:  6751 /  6892 =  97.954
0, 4  acc:  2389 /  2529 =  94.464
0, 5  acc:   284 /   310 =  91.613
0, 6  acc:   301 /   317 =  94.953
0, 7  acc:   337 /   350 =  96.286
0, 8  acc: 11410 / 11561 =  98.694
0, 9  acc:   765 /   778 =  98.329
0, 10  acc:   763 /   776 =  98.325
0, 11  acc:   558 /   573 =  97.382
0, 12  acc:   471 /   499 =  94.389
0, 13  acc:    51 /    56 =  91.071
0, 14  acc:    73 /    74 =  98.649
0, 15  acc:    38 /    41 =  92.683
0, 16  acc:  5348 /  5583 =  95.791
0, 17  acc:   171 /   178 =  96.067
0, 18  acc:   557 /   581 =  95.869
0, 19  acc:   174 /   180 =  96.667
0, 20  acc:   103 /   117 =  88.034
0, 21  acc:     9 /    12 =  75.000
0, 22  acc:    49 /    51 =  96.078
0, 23  acc:     3 /     5 =  60.000
0, 24  acc:   735 /   780 =  94.231
0, 25  acc:    26 /    27 =  96.296
0, 26  acc:    74 /    81 =  91.358
0, 27  acc:    26 /    27 =  96.296
0, 28  acc:    28 /    34 =  82.353
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     8 =  62.500
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  1992 /  2034 =  97.935
0, 33  acc:    93 /    93 = 100.000
0, 34  acc:    88 /    90 =  97.778
0, 35  acc:    34 /    34 = 100.000
0, 36  acc:    35 /    38 =  92.105
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    13 /    13 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   625 /   636 =  98.270
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    31 /    31 = 100.000
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    19 /    19 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     2 /     2 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   361 /   381 =  94.751
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    18 /    20 =  90.000
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   287 /   304 =  94.408
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    10 /    13 =  76.923
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    11 /    14 =  78.571
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     6 /     8 =  75.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2448 /  2587 =  94.627
0, 65  acc:   332 /   352 =  94.318
0, 66  acc:   239 /   248 =  96.371
0, 67  acc:   122 /   128 =  95.312
0, 68  acc:    59 /    62 =  95.161
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    22 /    25 =  88.000
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    82 /    83 =  98.795
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:     4 /     5 =  80.000
0, 76  acc:     2 /     3 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    66 /    72 =  91.667
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:     5 /     6 =  83.333
0, 84  acc:     3 /     3 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     9 =  77.778
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    62 /    66 =  93.939
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     1 /     2 =  50.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     4 /     4 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     8 /     8 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    13 /    13 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     1 /     2 =  50.000
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:  5541 /  5792 =  95.666
0, 118  acc:  1342 /  1389 =  96.616
0, 119  acc:   368 /   379 =  97.098
0, 120  acc:   317 /   335 =  94.627
0, 121  acc:    58 /    64 =  90.625
0, 122  acc:    19 /    21 =  90.476
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    20 /    21 =  95.238
0, 125  acc:   355 /   367 =  96.730
0, 126  acc:    75 /    79 =  94.937
0, 127  acc:    21 /    21 = 100.000
0, 128  acc:    32 /    36 =  88.889
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   151 /   166 =  90.964
0, 134  acc:    34 /    39 =  87.179
0, 135  acc:    18 /    18 = 100.000
0, 136  acc:     9 /    11 =  81.818
0, 137  acc:     6 /     7 =  85.714
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    45 =  95.556
0, 142  acc:     6 /     8 =  75.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     4 /     4 = 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:   102 /   107 =  95.327
0, 149  acc:    10 /    10 = 100.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     9 /    11 =  81.818
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    33 /    33 = 100.000
0, 155  acc:     1 /     1 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    16 /    17 =  94.118
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:     9 /    10 =  90.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1378 /  1485 =  92.795
0, 170  acc:   281 /   303 =  92.739
0, 171  acc:    79 /    84 =  94.048
0, 172  acc:   141 /   150 =  94.000
0, 173  acc:    19 /    20 =  95.000
0, 174  acc:     3 /     3 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    16 /    17 =  94.118
0, 177  acc:    69 /    71 =  97.183
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    27 /    30 =  90.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     4 /     5 =  80.000
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    24 =  87.500
0, 192  acc:     1 /     1 = 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:    29 /    32 =  90.625
0, 197  acc:     7 /     7 = 100.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     2 /     2 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    16 /    19 =  84.211
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     2 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     6 /     6 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 32845 / 33746 =  97.330
1, 1  acc:  3594 /  3705 =  97.004
1, 2  acc:  6146 /  6340 =  96.940
1, 3  acc:  2540 /  2633 =  96.468
1, 4  acc:  2881 /  2963 =  97.233
1, 5  acc:   526 /   540 =  97.407
1, 6  acc:   329 /   336 =  97.917
1, 7  acc:   342 /   354 =  96.610
1, 8  acc:  2876 /  2997 =  95.963
1, 9  acc:   197 /   205 =  96.098
1, 10  acc:   262 /   267 =  98.127
1, 11  acc:   149 /   155 =  96.129
1, 12  acc:   464 /   480 =  96.667
1, 13  acc:    75 /    77 =  97.403
1, 14  acc:    67 /    72 =  93.056
1, 15  acc:    68 /    74 =  91.892
1, 16  acc:  4573 /  4715 =  96.988
1, 17  acc:   172 /   175 =  98.286
1, 18  acc:   347 /   358 =  96.927
1, 19  acc:   122 /   127 =  96.063
1, 20  acc:   180 /   188 =  95.745
1, 21  acc:    32 /    33 =  96.970
1, 22  acc:    84 /    86 =  97.674
1, 23  acc:    27 /    28 =  96.429
1, 24  acc:   566 /   590 =  95.932
1, 25  acc:    13 /    14 =  92.857
1, 26  acc:    66 /    66 = 100.000
1, 27  acc:     5 /     6 =  83.333
1, 28  acc:    89 /    90 =  98.889
1, 29  acc:     2 /     3 =  66.667
1, 30  acc:    16 /    17 =  94.118
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   962 /   997 =  96.489
1, 33  acc:    46 /    46 = 100.000
1, 34  acc:    56 /    56 = 100.000
1, 35  acc:     9 /     9 = 100.000
1, 36  acc:    32 /    32 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    26 /    26 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   263 /   272 =  96.691
1, 41  acc:     6 /     6 = 100.000
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:     7 /     7 = 100.000
1, 44  acc:    15 /    16 =  93.750
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:    11 /    13 =  84.615
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   283 /   299 =  94.649
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    24 /    24 = 100.000
1, 51  acc:    12 /    12 = 100.000
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    19 =  94.737
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   221 /   235 =  94.043
1, 57  acc:     5 /     5 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     9 /     9 = 100.000
1, 60  acc:    23 /    23 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3129 /  3214 =  97.355
1, 65  acc:   493 /   505 =  97.624
1, 66  acc:   264 /   276 =  95.652
1, 67  acc:   111 /   117 =  94.872
1, 68  acc:   161 /   163 =  98.773
1, 69  acc:    29 /    29 = 100.000
1, 70  acc:    39 /    39 = 100.000
1, 71  acc:    15 /    15 = 100.000
1, 72  acc:    66 /    67 =  98.507
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     3 =  33.333
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     7 /     7 = 100.000
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   147 /   150 =  98.000
1, 81  acc:    16 /    17 =  94.118
1, 82  acc:    32 /    33 =  96.970
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    10 /    10 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    15 = 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:     4 /     4 = 100.000
1, 94  acc:    82 /    85 =  96.471
1, 95  acc:    15 /    15 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     5 /     5 = 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:    13 /    13 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     8 /     8 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  5069 /  5266 =  96.259
1, 118  acc:  1187 /  1225 =  96.898
1, 119  acc:   316 /   325 =  97.231
1, 120  acc:   321 /   330 =  97.273
1, 121  acc:   103 /   106 =  97.170
1, 122  acc:    58 /    59 =  98.305
1, 123  acc:    18 /    19 =  94.737
1, 124  acc:    19 /    21 =  90.476
1, 125  acc:   297 /   311 =  95.498
1, 126  acc:    81 /    84 =  96.429
1, 127  acc:    17 /    18 =  94.444
1, 128  acc:    30 /    30 = 100.000
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   284 /   291 =  97.595
1, 134  acc:    59 /    61 =  96.721
1, 135  acc:    24 /    24 = 100.000
1, 136  acc:    11 /    14 =  78.571
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    72 /    73 =  98.630
1, 142  acc:    12 /    12 = 100.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   123 /   130 =  94.615
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:     3 /     4 =  75.000
1, 151  acc:     6 /    10 =  60.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    25 /    26 =  96.154
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:    22 /    25 =  88.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    15 /    15 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2229 /  2289 =  97.379
1, 170  acc:   377 /   390 =  96.667
1, 171  acc:   178 /   183 =  97.268
1, 172  acc:   116 /   120 =  96.667
1, 173  acc:    30 /    30 = 100.000
1, 174  acc:     3 /     3 = 100.000
1, 175  acc:     2 /     3 =  66.667
1, 176  acc:    33 /    33 = 100.000
1, 177  acc:    54 /    57 =  94.737
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     8 /     9 =  88.889
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    81 /    82 =  98.780
1, 185  acc:    25 /    25 = 100.000
1, 186  acc:     4 /     4 = 100.000
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    66 /    68 =  97.059
1, 197  acc:     8 /     8 = 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:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    16 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    14 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263183 / 269038 =  97.824
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25009 / 25373 =  98.565
0, 1  acc: 30854 / 31282 =  98.632
0, 2  acc:  6070 /  6155 =  98.619
0, 3  acc: 23929 / 24292 =  98.506
0, 4  acc: 10687 / 10829 =  98.689
0, 5  acc:  5456 /  5541 =  98.466
0, 6  acc:  6678 /  6785 =  98.423
0, 7  acc: 11843 / 12016 =  98.560
1, 0  acc:  4378 /  4437 =  98.670
1, 1  acc:  4896 /  4962 =  98.670
1, 2  acc:  2232 /  2265 =  98.543
1, 3  acc:  2409 /  2446 =  98.487
1, 4  acc:  3079 /  3125 =  98.528
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3069 /  3111 =  98.650
1, 7  acc:  4622 /  4682 =  98.718
--------------------------------------
Average acc: 146201 / 148304 =  98.582
Robust  acc:  6678 /  6785 =  98.423
--------------------------------------
New max robust acc: 98.42299189388358
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed21.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed21.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.413 | Best Acc: 93.257
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10896 / 12092 =  90.109
0, 1  acc: 12971 / 14179 =  91.480
0, 2  acc:  2563 /  3210 =  79.844
0, 3  acc: 11285 / 12101 =  93.257
0, 4  acc:  4484 /  5355 =  83.735
0, 5  acc:  2646 /  2980 =  88.792
0, 6  acc:  2473 /  3335 =  74.153
0, 7  acc:  4562 /  5723 =  79.713
1, 0  acc:  1524 /  2203 =  69.178
1, 1  acc:  1551 /  2270 =  68.326
1, 2  acc:   804 /  1216 =  66.118
1, 3  acc:   799 /  1260 =  63.413
1, 4  acc:  1087 /  1627 =  66.810
1, 5  acc:   336 /   520 =  64.615
1, 6  acc:  1140 /  1537 =  74.170
1, 7  acc:  1563 /  2246 =  69.590
------------------------------------
Average acc: 60684 / 71854 =  84.455
Robust  acc:   799 /  1260 =  63.413
------------------------------------
Accuracies by groups:
0, 0  acc: 10896 / 12092 =  90.109
0, 1  acc: 12971 / 14179 =  91.480
0, 2  acc:  2563 /  3210 =  79.844
0, 3  acc: 11285 / 12101 =  93.257
0, 4  acc:  4484 /  5355 =  83.735
0, 5  acc:  2646 /  2980 =  88.792
0, 6  acc:  2473 /  3335 =  74.153
0, 7  acc:  4562 /  5723 =  79.713
1, 0  acc:  1524 /  2203 =  69.178
1, 1  acc:  1551 /  2270 =  68.326
1, 2  acc:   804 /  1216 =  66.118
1, 3  acc:   799 /  1260 =  63.413
1, 4  acc:  1087 /  1627 =  66.810
1, 5  acc:   336 /   520 =  64.615
1, 6  acc:  1140 /  1537 =  74.170
1, 7  acc:  1563 /  2246 =  69.590
------------------------------------
Average acc: 60684 / 71854 =  84.455
Robust  acc:   799 /  1260 =  63.413
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10896 / 12092 =  90.109
0, 1  acc: 12971 / 14179 =  91.480
0, 2  acc:  2563 /  3210 =  79.844
0, 3  acc: 11285 / 12101 =  93.257
0, 4  acc:  4484 /  5355 =  83.735
0, 5  acc:  2646 /  2980 =  88.792
0, 6  acc:  2473 /  3335 =  74.153
0, 7  acc:  4562 /  5723 =  79.713
1, 0  acc:  1524 /  2203 =  69.178
1, 1  acc:  1551 /  2270 =  68.326
1, 2  acc:   804 /  1216 =  66.118
1, 3  acc:   799 /  1260 =  63.413
1, 4  acc:  1087 /  1627 =  66.810
1, 5  acc:   336 /   520 =  64.615
1, 6  acc:  1140 /  1537 =  74.170
1, 7  acc:  1563 /  2246 =  69.590
------------------------------------
Average acc: 60684 / 71854 =  84.455
Robust  acc:   799 /  1260 =  63.413
------------------------------------

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: 98.534 | Val Loss: 0.000 | Val Acc: 99.300
Training:
Accuracies by groups:
0, 0  acc: 113289 / 114123 =  99.269
0, 1  acc:  8851 /  8948 =  98.916
0, 2  acc: 13681 / 13859 =  98.716
0, 3  acc:  6875 /  6970 =  98.637
0, 4  acc:  2486 /  2573 =  96.619
0, 5  acc:   296 /   308 =  96.104
0, 6  acc:   309 /   318 =  97.170
0, 7  acc:   325 /   337 =  96.439
0, 8  acc: 11444 / 11541 =  99.160
0, 9  acc:   786 /   795 =  98.868
0, 10  acc:   833 /   843 =  98.814
0, 11  acc:   508 /   512 =  99.219
0, 12  acc:   445 /   463 =  96.112
0, 13  acc:    60 /    63 =  95.238
0, 14  acc:    69 /    71 =  97.183
0, 15  acc:    43 /    45 =  95.556
0, 16  acc:  5478 /  5654 =  96.887
0, 17  acc:   171 /   176 =  97.159
0, 18  acc:   549 /   562 =  97.687
0, 19  acc:   157 /   164 =  95.732
0, 20  acc:   104 /   111 =  93.694
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    33 /    36 =  91.667
0, 23  acc:     7 /     9 =  77.778
0, 24  acc:   708 /   729 =  97.119
0, 25  acc:    30 /    34 =  88.235
0, 26  acc:    66 /    67 =  98.507
0, 27  acc:    31 /    32 =  96.875
0, 28  acc:    34 /    37 =  91.892
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     2 /     2 = 100.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  2003 /  2031 =  98.621
0, 33  acc:    95 /   100 =  95.000
0, 34  acc:    74 /    77 =  96.104
0, 35  acc:    30 /    31 =  96.774
0, 36  acc:    33 /    36 =  91.667
0, 37  acc:     2 /     3 =  66.667
0, 38  acc:    13 /    13 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   606 /   615 =  98.537
0, 41  acc:    35 /    35 = 100.000
0, 42  acc:    19 /    19 = 100.000
0, 43  acc:    25 /    26 =  96.154
0, 44  acc:    16 /    17 =  94.118
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   344 /   353 =  97.450
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    17 /    18 =  94.444
0, 51  acc:    17 /    17 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   351 /   362 =  96.961
0, 57  acc:    16 /    16 = 100.000
0, 58  acc:    12 /    14 =  85.714
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    17 /    18 =  94.444
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     5 /     6 =  83.333
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2445 /  2546 =  96.033
0, 65  acc:   297 /   306 =  97.059
0, 66  acc:   247 /   257 =  96.109
0, 67  acc:   119 /   123 =  96.748
0, 68  acc:    54 /    57 =  94.737
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    12 /    12 = 100.000
0, 71  acc:     9 /    10 =  90.000
0, 72  acc:    70 /    71 =  98.592
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    68 /    74 =  91.892
0, 81  acc:    10 /    12 =  83.333
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     4 /     5 =  80.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    10 /    11 =  90.909
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    67 /    69 =  97.101
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     1 /     1 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     6 /     6 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    22 /    23 =  95.652
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     3 /     3 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5611 /  5782 =  97.043
0, 118  acc:  1387 /  1426 =  97.265
0, 119  acc:   328 /   342 =  95.906
0, 120  acc:   323 /   335 =  96.418
0, 121  acc:    52 /    61 =  85.246
0, 122  acc:    16 /    16 = 100.000
0, 123  acc:     5 /     6 =  83.333
0, 124  acc:    21 /    24 =  87.500
0, 125  acc:   361 /   367 =  98.365
0, 126  acc:   102 /   105 =  97.143
0, 127  acc:    25 /    26 =  96.154
0, 128  acc:    24 /    25 =  96.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   154 /   163 =  94.479
0, 134  acc:    44 /    46 =  95.652
0, 135  acc:    23 /    23 = 100.000
0, 136  acc:    20 /    20 = 100.000
0, 137  acc:     5 /     5 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    50 =  98.000
0, 142  acc:     4 /     5 =  80.000
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    96 /    98 =  97.959
0, 149  acc:    13 /    16 =  81.250
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    12 /    14 =  85.714
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    39 /    39 = 100.000
0, 155  acc:     2 /     4 =  50.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    21 /    23 =  91.304
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1498 /  1561 =  95.964
0, 170  acc:   307 /   320 =  95.938
0, 171  acc:    99 /   106 =  93.396
0, 172  acc:   124 /   129 =  96.124
0, 173  acc:    19 /    20 =  95.000
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:    10 /    15 =  66.667
0, 177  acc:    83 /    87 =  95.402
0, 178  acc:     8 /     8 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    46 /    46 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     1 /     2 =  50.000
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    18 /    18 = 100.000
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    37 /    39 =  94.872
0, 197  acc:     5 /     5 = 100.000
0, 198  acc:     1 /     1 = 100.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    21 /    24 =  87.500
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     4 =  50.000
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:     1 /     1 = 100.000
1, 0  acc: 33027 / 33633 =  98.198
1, 1  acc:  3594 /  3658 =  98.250
1, 2  acc:  6179 /  6304 =  98.017
1, 3  acc:  2551 /  2613 =  97.627
1, 4  acc:  2963 /  3015 =  98.275
1, 5  acc:   521 /   528 =  98.674
1, 6  acc:   323 /   329 =  98.176
1, 7  acc:   384 /   394 =  97.462
1, 8  acc:  2916 /  2987 =  97.623
1, 9  acc:   222 /   226 =  98.230
1, 10  acc:   297 /   301 =  98.671
1, 11  acc:   154 /   156 =  98.718
1, 12  acc:   483 /   491 =  98.371
1, 13  acc:    68 /    70 =  97.143
1, 14  acc:    89 /    90 =  98.889
1, 15  acc:    77 /    80 =  96.250
1, 16  acc:  4687 /  4808 =  97.483
1, 17  acc:   186 /   186 = 100.000
1, 18  acc:   377 /   385 =  97.922
1, 19  acc:   122 /   127 =  96.063
1, 20  acc:   169 /   177 =  95.480
1, 21  acc:    27 /    28 =  96.429
1, 22  acc:    89 /    90 =  98.889
1, 23  acc:    34 /    36 =  94.444
1, 24  acc:   625 /   641 =  97.504
1, 25  acc:    16 /    17 =  94.118
1, 26  acc:    81 /    81 = 100.000
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   104 /   106 =  98.113
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    23 /    23 = 100.000
1, 31  acc:     2 /     2 = 100.000
1, 32  acc:   942 /   964 =  97.718
1, 33  acc:    61 /    63 =  96.825
1, 34  acc:    50 /    50 = 100.000
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    30 /    30 = 100.000
1, 37  acc:     9 /     9 = 100.000
1, 38  acc:    21 /    21 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   246 /   251 =  98.008
1, 41  acc:     8 /     8 = 100.000
1, 42  acc:     9 /     9 = 100.000
1, 43  acc:     6 /     6 = 100.000
1, 44  acc:    18 /    19 =  94.737
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   319 /   321 =  99.377
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    17 /    19 =  89.474
1, 51  acc:    11 /    11 = 100.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    16 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   248 /   256 =  96.875
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:    14 /    14 = 100.000
1, 60  acc:    19 /    19 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3235 /  3307 =  97.823
1, 65  acc:   475 /   483 =  98.344
1, 66  acc:   304 /   308 =  98.701
1, 67  acc:   126 /   128 =  98.438
1, 68  acc:   152 /   153 =  99.346
1, 69  acc:    15 /    15 = 100.000
1, 70  acc:    47 /    48 =  97.917
1, 71  acc:     7 /     7 = 100.000
1, 72  acc:    58 /    58 = 100.000
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    14 /    14 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   102 /   106 =  96.226
1, 81  acc:     8 /    10 =  80.000
1, 82  acc:    31 /    31 = 100.000
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    15 =  93.333
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    97 /    99 =  97.980
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    19 /    19 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    21 /    21 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     3 /     3 = 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:  5186 /  5315 =  97.573
1, 118  acc:  1218 /  1250 =  97.440
1, 119  acc:   314 /   322 =  97.516
1, 120  acc:   299 /   308 =  97.078
1, 121  acc:    91 /    95 =  95.789
1, 122  acc:    42 /    45 =  93.333
1, 123  acc:    20 /    21 =  95.238
1, 124  acc:    34 /    34 = 100.000
1, 125  acc:   324 /   331 =  97.885
1, 126  acc:    70 /    71 =  98.592
1, 127  acc:    16 /    16 = 100.000
1, 128  acc:    24 /    26 =  92.308
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   299 /   302 =  99.007
1, 134  acc:    53 /    55 =  96.364
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    19 /    19 = 100.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    76 /    80 =  95.000
1, 142  acc:     9 /     9 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   128 /   130 =  98.462
1, 149  acc:    11 /    11 = 100.000
1, 150  acc:     2 /     2 = 100.000
1, 151  acc:     5 /    10 =  50.000
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    25 /    27 =  92.593
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:    20 /    21 =  95.238
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    12 /    12 = 100.000
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2057 /  2097 =  98.093
1, 170  acc:   415 /   423 =  98.109
1, 171  acc:   155 /   157 =  98.726
1, 172  acc:   127 /   130 =  97.692
1, 173  acc:    40 /    42 =  95.238
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    28 /    30 =  93.333
1, 177  acc:    33 /    35 =  94.286
1, 178  acc:     6 /     6 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    15 /    16 =  93.750
1, 184  acc:    85 /    87 =  97.701
1, 185  acc:    20 /    20 = 100.000
1, 186  acc:    13 /    13 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    63 /    66 =  95.455
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /     9 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    14 =  92.857
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    11 /    11 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265095 / 269038 =  98.534
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25197 / 25373 =  99.306
0, 1  acc: 31059 / 31282 =  99.287
0, 2  acc:  6128 /  6155 =  99.561
0, 3  acc: 24123 / 24292 =  99.304
0, 4  acc: 10739 / 10829 =  99.169
0, 5  acc:  5503 /  5541 =  99.314
0, 6  acc:  6737 /  6785 =  99.293
0, 7  acc: 11920 / 12016 =  99.201
1, 0  acc:  4413 /  4437 =  99.459
1, 1  acc:  4933 /  4962 =  99.416
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2432 /  2446 =  99.428
1, 4  acc:  3100 /  3125 =  99.200
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3088 /  3111 =  99.261
1, 7  acc:  4646 /  4682 =  99.231
--------------------------------------
Average acc: 147269 / 148304 =  99.302
Robust  acc: 10739 / 10829 =  99.169
--------------------------------------
New max robust acc: 99.1688983285622
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed21.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed21.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 56.825 | Best Acc: 95.265
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11188 / 12092 =  92.524
0, 1  acc: 13291 / 14179 =  93.737
0, 2  acc:  2699 /  3210 =  84.081
0, 3  acc: 11528 / 12101 =  95.265
0, 4  acc:  4711 /  5355 =  87.974
0, 5  acc:  2727 /  2980 =  91.510
0, 6  acc:  2777 /  3335 =  83.268
0, 7  acc:  4862 /  5723 =  84.955
1, 0  acc:  1391 /  2203 =  63.141
1, 1  acc:  1391 /  2270 =  61.278
1, 2  acc:   741 /  1216 =  60.938
1, 3  acc:   716 /  1260 =  56.825
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:   988 /  1537 =  64.281
1, 7  acc:  1395 /  2246 =  62.110
------------------------------------
Average acc: 61641 / 71854 =  85.786
Robust  acc:   716 /  1260 =  56.825
------------------------------------
Accuracies by groups:
0, 0  acc: 11188 / 12092 =  92.524
0, 1  acc: 13291 / 14179 =  93.737
0, 2  acc:  2699 /  3210 =  84.081
0, 3  acc: 11528 / 12101 =  95.265
0, 4  acc:  4711 /  5355 =  87.974
0, 5  acc:  2727 /  2980 =  91.510
0, 6  acc:  2777 /  3335 =  83.268
0, 7  acc:  4862 /  5723 =  84.955
1, 0  acc:  1391 /  2203 =  63.141
1, 1  acc:  1391 /  2270 =  61.278
1, 2  acc:   741 /  1216 =  60.938
1, 3  acc:   716 /  1260 =  56.825
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:   988 /  1537 =  64.281
1, 7  acc:  1395 /  2246 =  62.110
------------------------------------
Average acc: 61641 / 71854 =  85.786
Robust  acc:   716 /  1260 =  56.825
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11188 / 12092 =  92.524
0, 1  acc: 13291 / 14179 =  93.737
0, 2  acc:  2699 /  3210 =  84.081
0, 3  acc: 11528 / 12101 =  95.265
0, 4  acc:  4711 /  5355 =  87.974
0, 5  acc:  2727 /  2980 =  91.510
0, 6  acc:  2777 /  3335 =  83.268
0, 7  acc:  4862 /  5723 =  84.955
1, 0  acc:  1391 /  2203 =  63.141
1, 1  acc:  1391 /  2270 =  61.278
1, 2  acc:   741 /  1216 =  60.938
1, 3  acc:   716 /  1260 =  56.825
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:   988 /  1537 =  64.281
1, 7  acc:  1395 /  2246 =  62.110
------------------------------------
Average acc: 61641 / 71854 =  85.786
Robust  acc:   716 /  1260 =  56.825
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed21.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed21.pt
