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_seed5.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: 5
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=5-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed5.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7063, 0.1802],
        [0.0697, 0.0437]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.987 | Val Loss: 0.000 | Val Acc: 90.812
Training:
Accuracies by groups:
0, 0  acc: 105322 / 110857 =  95.007
0, 1  acc:  8904 /  9483 =  93.894
0, 2  acc: 13619 / 14720 =  92.520
0, 3  acc:  6955 /  7492 =  92.832
0, 4  acc:  2350 /  3037 =  77.379
0, 5  acc:   233 /   352 =  66.193
0, 6  acc:   306 /   376 =  81.383
0, 7  acc:   334 /   413 =  80.872
0, 8  acc: 11046 / 11587 =  95.331
0, 9  acc:   744 /   802 =  92.768
0, 10  acc:   772 /   826 =  93.462
0, 11  acc:   509 /   545 =  93.394
0, 12  acc:   431 /   543 =  79.374
0, 13  acc:    50 /    74 =  67.568
0, 14  acc:    72 /    86 =  83.721
0, 15  acc:    59 /    74 =  79.730
0, 16  acc:  5884 /  6844 =  85.973
0, 17  acc:   174 /   207 =  84.058
0, 18  acc:   615 /   679 =  90.574
0, 19  acc:   166 /   196 =  84.694
0, 20  acc:   113 /   152 =  74.342
0, 21  acc:    13 /    23 =  56.522
0, 22  acc:    57 /    74 =  77.027
0, 23  acc:     7 /    18 =  38.889
0, 24  acc:   769 /   905 =  84.972
0, 25  acc:    44 /    50 =  88.000
0, 26  acc:    70 /    78 =  89.744
0, 27  acc:    30 /    34 =  88.235
0, 28  acc:    44 /    51 =  86.275
0, 29  acc:     3 /     6 =  50.000
0, 30  acc:     3 /     6 =  50.000
0, 31  acc:     9 /    12 =  75.000
0, 32  acc:  2182 /  2346 =  93.009
0, 33  acc:   100 /   111 =  90.090
0, 34  acc:   117 /   124 =  94.355
0, 35  acc:    24 /    26 =  92.308
0, 36  acc:    29 /    42 =  69.048
0, 37  acc:     4 /     8 =  50.000
0, 38  acc:    13 /    17 =  76.471
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   643 /   679 =  94.698
0, 41  acc:    34 /    35 =  97.143
0, 42  acc:    35 /    36 =  97.222
0, 43  acc:    23 /    23 = 100.000
0, 44  acc:    22 /    28 =  78.571
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     8 /    10 =  80.000
0, 47  acc:     6 /     8 =  75.000
0, 48  acc:   334 /   401 =  83.292
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    36 /    38 =  94.737
0, 51  acc:    20 /    22 =  90.909
0, 52  acc:    11 /    12 =  91.667
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     6 /     7 =  85.714
0, 55  acc:     4 /     4 = 100.000
0, 56  acc:   389 /   431 =  90.255
0, 57  acc:    12 /    13 =  92.308
0, 58  acc:    14 /    19 =  73.684
0, 59  acc:    24 /    24 = 100.000
0, 60  acc:    16 /    22 =  72.727
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     4 /     6 =  66.667
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2279 /  2924 =  77.941
0, 65  acc:   291 /   375 =  77.600
0, 66  acc:   241 /   307 =  78.502
0, 67  acc:   113 /   125 =  90.400
0, 68  acc:    62 /    88 =  70.455
0, 69  acc:     0 /     1 =   0.000
0, 70  acc:    19 /    28 =  67.857
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    71 /    77 =  92.208
0, 73  acc:     6 /     7 =  85.714
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:    14 /    15 =  93.333
0, 76  acc:     2 /     6 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    65 /    90 =  72.222
0, 81  acc:     7 /     8 =  87.500
0, 82  acc:     8 /    14 =  57.143
0, 83  acc:     4 /     9 =  44.444
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     2 /     3 =  66.667
0, 86  acc:     1 /     9 =  11.111
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    54 /    71 =  76.056
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     4 /     5 =  80.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     6 /     9 =  66.667
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:     7 /     8 =  87.500
0, 102  acc:     1 /     2 =  50.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    21 /    27 =  77.778
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     7 =  14.286
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     3 /     5 =  60.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6125 /  7166 =  85.473
0, 118  acc:  1455 /  1734 =  83.910
0, 119  acc:   350 /   409 =  85.575
0, 120  acc:   351 /   409 =  85.819
0, 121  acc:    51 /    72 =  70.833
0, 122  acc:    19 /    27 =  70.370
0, 123  acc:     7 /    11 =  63.636
0, 124  acc:    23 /    28 =  82.143
0, 125  acc:   367 /   419 =  87.589
0, 126  acc:    99 /   124 =  79.839
0, 127  acc:    28 /    30 =  93.333
0, 128  acc:    34 /    45 =  75.556
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     4 /     6 =  66.667
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   181 /   242 =  74.793
0, 134  acc:    36 /    51 =  70.588
0, 135  acc:    26 /    30 =  86.667
0, 136  acc:    26 /    31 =  83.871
0, 137  acc:     7 /     9 =  77.778
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    56 /    72 =  77.778
0, 142  acc:     6 /    10 =  60.000
0, 143  acc:     3 /     6 =  50.000
0, 144  acc:     6 /     8 =  75.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     3 /     4 =  75.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   129 /   146 =  88.356
0, 149  acc:    16 /    20 =  80.000
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:     7 /    10 =  70.000
0, 152  acc:     2 /     5 =  40.000
0, 153  acc:     0 /     2 =   0.000
0, 154  acc:    28 /    32 =  87.500
0, 155  acc:     7 /    11 =  63.636
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    25 /    31 =  80.645
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    17 =  88.235
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     5 /     9 =  55.556
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1407 /  1860 =  75.645
0, 170  acc:   277 /   401 =  69.077
0, 171  acc:   107 /   143 =  74.825
0, 172  acc:   139 /   178 =  78.090
0, 173  acc:    20 /    23 =  86.957
0, 174  acc:     8 /    11 =  72.727
0, 175  acc:     2 /     3 =  66.667
0, 176  acc:    10 /    22 =  45.455
0, 177  acc:    66 /    80 =  82.500
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:    12 /    13 =  92.308
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     8 /     9 =  88.889
0, 184  acc:    44 /    57 =  77.193
0, 185  acc:     2 /     5 =  40.000
0, 186  acc:    10 /    13 =  76.923
0, 187  acc:     6 /    10 =  60.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    33 =  69.697
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    38 /    46 =  82.609
0, 197  acc:     8 /    13 =  61.538
0, 198  acc:     2 /     4 =  50.000
0, 199  acc:     2 /     4 =  50.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     6 =  83.333
0, 204  acc:    24 /    27 =  88.889
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:    11 /    15 =  73.333
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     8 =  75.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 24906 / 32356 =  76.975
1, 1  acc:  2561 /  3418 =  74.927
1, 2  acc:  4168 /  5887 =  70.800
1, 3  acc:  1663 /  2419 =  68.747
1, 4  acc:  2048 /  2755 =  74.338
1, 5  acc:   375 /   495 =  75.758
1, 6  acc:   200 /   270 =  74.074
1, 7  acc:   244 /   339 =  71.976
1, 8  acc:  1877 /  2942 =  63.800
1, 9  acc:   135 /   204 =  66.176
1, 10  acc:   191 /   276 =  69.203
1, 11  acc:    87 /   142 =  61.268
1, 12  acc:   354 /   468 =  75.641
1, 13  acc:    32 /    52 =  61.538
1, 14  acc:    59 /    90 =  65.556
1, 15  acc:    37 /    77 =  48.052
1, 16  acc:  3024 /  4425 =  68.339
1, 17  acc:   118 /   163 =  72.393
1, 18  acc:   228 /   333 =  68.468
1, 19  acc:    86 /   141 =  60.993
1, 20  acc:   151 /   188 =  80.319
1, 21  acc:    21 /    23 =  91.304
1, 22  acc:    56 /    77 =  72.727
1, 23  acc:     9 /    13 =  69.231
1, 24  acc:   374 /   561 =  66.667
1, 25  acc:    12 /    16 =  75.000
1, 26  acc:    47 /    61 =  77.049
1, 27  acc:     5 /     6 =  83.333
1, 28  acc:    71 /    94 =  75.532
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:    11 /    14 =  78.571
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   595 /   880 =  67.614
1, 33  acc:    29 /    42 =  69.048
1, 34  acc:    18 /    29 =  62.069
1, 35  acc:     7 /     8 =  87.500
1, 36  acc:    22 /    28 =  78.571
1, 37  acc:     1 /     2 =  50.000
1, 38  acc:    17 /    20 =  85.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   134 /   199 =  67.337
1, 41  acc:    11 /    13 =  84.615
1, 42  acc:     5 /    10 =  50.000
1, 43  acc:     6 /     7 =  85.714
1, 44  acc:     7 /    13 =  53.846
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     5 /    10 =  50.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   179 /   298 =  60.067
1, 49  acc:     6 /     8 =  75.000
1, 50  acc:     9 /    15 =  60.000
1, 51  acc:     9 /    11 =  81.818
1, 52  acc:     8 /    10 =  80.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    13 /    18 =  72.222
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   157 /   248 =  63.306
1, 57  acc:     3 /     5 =  60.000
1, 58  acc:    10 /    13 =  76.923
1, 59  acc:     7 /    10 =  70.000
1, 60  acc:     6 /    12 =  50.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     6 /     8 =  75.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2285 /  3020 =  75.662
1, 65  acc:   292 /   396 =  73.737
1, 66  acc:   166 /   235 =  70.638
1, 67  acc:    65 /   101 =  64.356
1, 68  acc:   121 /   139 =  87.050
1, 69  acc:    18 /    20 =  90.000
1, 70  acc:    39 /    47 =  82.979
1, 71  acc:    12 /    17 =  70.588
1, 72  acc:    44 /    58 =  75.862
1, 73  acc:     2 /     5 =  40.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     7 /     9 =  77.778
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    64 /    98 =  65.306
1, 81  acc:    12 /    14 =  85.714
1, 82  acc:    22 /    33 =  66.667
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     2 /     4 =  50.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    16 =  81.250
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     3 /    11 =  27.273
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     3 /     4 =  75.000
1, 94  acc:    54 /    86 =  62.791
1, 95  acc:     9 /    16 =  56.250
1, 96  acc:     4 /     5 =  80.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    14 =  85.714
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    24 =  70.833
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    12 =  83.333
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     0 /     2 =   0.000
1, 112  acc:     5 /     6 =  83.333
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:  3195 /  4775 =  66.911
1, 118  acc:   757 /  1106 =  68.445
1, 119  acc:   181 /   258 =  70.155
1, 120  acc:   218 /   314 =  69.427
1, 121  acc:    71 /    92 =  77.174
1, 122  acc:    38 /    45 =  84.444
1, 123  acc:     8 /    15 =  53.333
1, 124  acc:    18 /    25 =  72.000
1, 125  acc:   194 /   291 =  66.667
1, 126  acc:    47 /    74 =  63.514
1, 127  acc:     4 /    14 =  28.571
1, 128  acc:    16 /    31 =  51.613
1, 129  acc:     2 /     5 =  40.000
1, 130  acc:     3 /     8 =  37.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     2 /     7 =  28.571
1, 133  acc:   166 /   241 =  68.880
1, 134  acc:    41 /    57 =  71.930
1, 135  acc:     8 /    14 =  57.143
1, 136  acc:    13 /    20 =  65.000
1, 137  acc:     2 /     3 =  66.667
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    50 /    72 =  69.444
1, 142  acc:    10 /    13 =  76.923
1, 143  acc:     4 /     6 =  66.667
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     4 =   0.000
1, 148  acc:    65 /   110 =  59.091
1, 149  acc:     7 /     8 =  87.500
1, 150  acc:     6 /    12 =  50.000
1, 151  acc:     2 /     9 =  22.222
1, 152  acc:     1 /     4 =  25.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:     8 /    16 =  50.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     9 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    11 /    17 =  64.706
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:     5 /    15 =  33.333
1, 165  acc:     1 /     4 =  25.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1410 /  1953 =  72.197
1, 170  acc:   286 /   363 =  78.788
1, 171  acc:    97 /   149 =  65.101
1, 172  acc:    91 /   125 =  72.800
1, 173  acc:    22 /    34 =  64.706
1, 174  acc:     2 /     8 =  25.000
1, 175  acc:     1 /     3 =  33.333
1, 176  acc:    14 /    31 =  45.161
1, 177  acc:    28 /    38 =  73.684
1, 178  acc:     5 /     9 =  55.556
1, 179  acc:     5 /     7 =  71.429
1, 180  acc:     2 /     6 =  33.333
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     0 /     3 =   0.000
1, 183  acc:     4 /     6 =  66.667
1, 184  acc:    52 /    69 =  75.362
1, 185  acc:    17 /    24 =  70.833
1, 186  acc:     7 /    11 =  63.636
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     6 =  33.333
1, 190  acc:     5 /     8 =  62.500
1, 191  acc:     3 /     4 =  75.000
1, 192  acc:     1 /     1 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     2 =  50.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    49 /    76 =  64.474
1, 197  acc:     1 /     4 =  25.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     1 /     6 =  16.667
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     7 =  71.429
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     4 /     5 =  80.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 234029 / 269038 =  86.987
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22984 / 25373 =  90.584
0, 1  acc: 28303 / 31282 =  90.477
0, 2  acc:  5620 /  6155 =  91.308
0, 3  acc: 22006 / 24292 =  90.589
0, 4  acc:  9803 / 10829 =  90.525
0, 5  acc:  5004 /  5541 =  90.309
0, 6  acc:  6139 /  6785 =  90.479
0, 7  acc: 10903 / 12016 =  90.737
1, 0  acc:  4050 /  4437 =  91.278
1, 1  acc:  4503 /  4962 =  90.750
1, 2  acc:  2058 /  2265 =  90.861
1, 3  acc:  2246 /  2446 =  91.823
1, 4  acc:  2864 /  3125 =  91.648
1, 5  acc:   923 /  1003 =  92.024
1, 6  acc:  2823 /  3111 =  90.743
1, 7  acc:  4281 /  4682 =  91.435
--------------------------------------
Average acc: 134510 / 148304 =  90.699
Robust  acc:  5004 /  5541 =  90.309
--------------------------------------
New max robust acc: 90.30860855441256
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed5.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed5.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: 72.280 | Best Acc: 91.100
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10552 / 12092 =  87.264
0, 1  acc: 12580 / 14179 =  88.723
0, 2  acc:  2391 /  3210 =  74.486
0, 3  acc: 11024 / 12101 =  91.100
0, 4  acc:  4242 /  5355 =  79.216
0, 5  acc:  2558 /  2980 =  85.839
0, 6  acc:  2474 /  3335 =  74.183
0, 7  acc:  4400 /  5723 =  76.883
1, 0  acc:  1668 /  2203 =  75.715
1, 1  acc:  1705 /  2270 =  75.110
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   927 /  1260 =  73.571
1, 4  acc:  1176 /  1627 =  72.280
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1180 /  1537 =  76.773
1, 7  acc:  1672 /  2246 =  74.443
------------------------------------
Average acc: 59850 / 71854 =  83.294
Robust  acc:  1176 /  1627 =  72.280
------------------------------------
Accuracies by groups:
0, 0  acc: 10552 / 12092 =  87.264
0, 1  acc: 12580 / 14179 =  88.723
0, 2  acc:  2391 /  3210 =  74.486
0, 3  acc: 11024 / 12101 =  91.100
0, 4  acc:  4242 /  5355 =  79.216
0, 5  acc:  2558 /  2980 =  85.839
0, 6  acc:  2474 /  3335 =  74.183
0, 7  acc:  4400 /  5723 =  76.883
1, 0  acc:  1668 /  2203 =  75.715
1, 1  acc:  1705 /  2270 =  75.110
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   927 /  1260 =  73.571
1, 4  acc:  1176 /  1627 =  72.280
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1180 /  1537 =  76.773
1, 7  acc:  1672 /  2246 =  74.443
------------------------------------
Average acc: 59850 / 71854 =  83.294
Robust  acc:  1176 /  1627 =  72.280
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10552 / 12092 =  87.264
0, 1  acc: 12580 / 14179 =  88.723
0, 2  acc:  2391 /  3210 =  74.486
0, 3  acc: 11024 / 12101 =  91.100
0, 4  acc:  4242 /  5355 =  79.216
0, 5  acc:  2558 /  2980 =  85.839
0, 6  acc:  2474 /  3335 =  74.183
0, 7  acc:  4400 /  5723 =  76.883
1, 0  acc:  1668 /  2203 =  75.715
1, 1  acc:  1705 /  2270 =  75.110
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   927 /  1260 =  73.571
1, 4  acc:  1176 /  1627 =  72.280
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1180 /  1537 =  76.773
1, 7  acc:  1672 /  2246 =  74.443
------------------------------------
Average acc: 59850 / 71854 =  83.294
Robust  acc:  1176 /  1627 =  72.280
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.386 | Val Loss: 0.000 | Val Acc: 95.979
Training:
Accuracies by groups:
0, 0  acc: 108007 / 111175 =  97.150
0, 1  acc:  8939 /  9268 =  96.450
0, 2  acc: 14133 / 14867 =  95.063
0, 3  acc:  7379 /  7752 =  95.188
0, 4  acc:  2657 /  3045 =  87.258
0, 5  acc:   333 /   406 =  82.020
0, 6  acc:   356 /   408 =  87.255
0, 7  acc:   343 /   406 =  84.483
0, 8  acc: 11095 / 11523 =  96.286
0, 9  acc:   778 /   813 =  95.695
0, 10  acc:   766 /   798 =  95.990
0, 11  acc:   555 /   581 =  95.525
0, 12  acc:   518 /   599 =  86.477
0, 13  acc:    45 /    62 =  72.581
0, 14  acc:   105 /   113 =  92.920
0, 15  acc:    41 /    47 =  87.234
0, 16  acc:  6214 /  6786 =  91.571
0, 17  acc:   198 /   217 =  91.244
0, 18  acc:   625 /   675 =  92.593
0, 19  acc:   166 /   192 =  86.458
0, 20  acc:   125 /   144 =  86.806
0, 21  acc:    12 /    13 =  92.308
0, 22  acc:    55 /    61 =  90.164
0, 23  acc:    14 /    16 =  87.500
0, 24  acc:   845 /   927 =  91.154
0, 25  acc:    46 /    48 =  95.833
0, 26  acc:    75 /    77 =  97.403
0, 27  acc:    24 /    28 =  85.714
0, 28  acc:    36 /    41 =  87.805
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2185 /  2277 =  95.960
0, 33  acc:   108 /   116 =  93.103
0, 34  acc:   107 /   109 =  98.165
0, 35  acc:    23 /    24 =  95.833
0, 36  acc:    57 /    59 =  96.610
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   645 /   675 =  95.556
0, 41  acc:    32 /    33 =  96.970
0, 42  acc:    20 /    22 =  90.909
0, 43  acc:    34 /    34 = 100.000
0, 44  acc:    16 /    18 =  88.889
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   367 /   400 =  91.750
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    36 /    41 =  87.805
0, 51  acc:    24 /    25 =  96.000
0, 52  acc:     6 /     8 =  75.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     3 =  66.667
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   394 /   431 =  91.415
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    27 /    32 =  84.375
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    12 /    13 =  92.308
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    10 /    13 =  76.923
0, 63  acc:     1 /     2 =  50.000
0, 64  acc:  2645 /  3036 =  87.121
0, 65  acc:   361 /   423 =  85.343
0, 66  acc:   257 /   290 =  88.621
0, 67  acc:   111 /   119 =  93.277
0, 68  acc:    56 /    73 =  76.712
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:    24 /    34 =  70.588
0, 71  acc:    13 /    14 =  92.857
0, 72  acc:    86 /    92 =  93.478
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:     6 /     7 =  85.714
0, 76  acc:     6 /     9 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    86 /    99 =  86.869
0, 81  acc:     7 /    11 =  63.636
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:    10 /    13 =  76.923
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     6 /     9 =  66.667
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    13 /    15 =  86.667
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     3 =  66.667
0, 94  acc:    72 /    82 =  87.805
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     5 /     6 =  83.333
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     4 /     5 =  80.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    27 /    32 =  84.375
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     6 =  33.333
0, 111  acc:     1 /     3 =  33.333
0, 112  acc:     9 /    12 =  75.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6587 /  7233 =  91.069
0, 118  acc:  1544 /  1695 =  91.091
0, 119  acc:   398 /   441 =  90.249
0, 120  acc:   360 /   402 =  89.552
0, 121  acc:    55 /    71 =  77.465
0, 122  acc:    30 /    32 =  93.750
0, 123  acc:     9 /    10 =  90.000
0, 124  acc:    27 /    31 =  87.097
0, 125  acc:   389 /   418 =  93.062
0, 126  acc:   115 /   126 =  91.270
0, 127  acc:    32 /    39 =  82.051
0, 128  acc:    38 /    42 =  90.476
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   197 /   233 =  84.549
0, 134  acc:    41 /    54 =  75.926
0, 135  acc:    28 /    29 =  96.552
0, 136  acc:    15 /    18 =  83.333
0, 137  acc:     5 /     6 =  83.333
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    46 /    60 =  76.667
0, 142  acc:    12 /    14 =  85.714
0, 143  acc:     4 /     7 =  57.143
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   117 /   132 =  88.636
0, 149  acc:    25 /    28 =  89.286
0, 150  acc:     1 /     3 =  33.333
0, 151  acc:     5 /    10 =  50.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    33 /    36 =  91.667
0, 155  acc:     4 /     5 =  80.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     3 /     3 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    25 /    27 =  92.593
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     3 /     4 =  75.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1599 /  1868 =  85.600
0, 170  acc:   356 /   426 =  83.568
0, 171  acc:   116 /   137 =  84.672
0, 172  acc:   168 /   186 =  90.323
0, 173  acc:    19 /    23 =  82.609
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     2 /     4 =  50.000
0, 176  acc:     3 /     8 =  37.500
0, 177  acc:    88 /    97 =  90.722
0, 178  acc:    13 /    16 =  81.250
0, 179  acc:     5 /     5 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     3 /     4 =  75.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    43 /    50 =  86.000
0, 185  acc:     9 /    10 =  90.000
0, 186  acc:     4 /     5 =  80.000
0, 187  acc:     8 /    10 =  80.000
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     5 /     6 =  83.333
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    37 =  83.784
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    36 /    41 =  87.805
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     6 /     7 =  85.714
0, 199  acc:     8 /     9 =  88.889
0, 200  acc:     7 /     8 =  87.500
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    22 /    24 =  91.667
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:    11 /    11 = 100.000
0, 210  acc:     0 /     2 =   0.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     2 /     5 =  40.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     6 =  83.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 28751 / 31829 =  90.330
1, 1  acc:  3016 /  3371 =  89.469
1, 2  acc:  5250 /  5984 =  87.734
1, 3  acc:  2184 /  2576 =  84.783
1, 4  acc:  2414 /  2757 =  87.559
1, 5  acc:   479 /   534 =  89.700
1, 6  acc:   247 /   281 =  87.900
1, 7  acc:   296 /   336 =  88.095
1, 8  acc:  2421 /  2833 =  85.457
1, 9  acc:   166 /   193 =  86.010
1, 10  acc:   207 /   245 =  84.490
1, 11  acc:    99 /   119 =  83.193
1, 12  acc:   392 /   448 =  87.500
1, 13  acc:    56 /    66 =  84.848
1, 14  acc:    50 /    69 =  72.464
1, 15  acc:    48 /    68 =  70.588
1, 16  acc:  3782 /  4388 =  86.190
1, 17  acc:   150 /   163 =  92.025
1, 18  acc:   294 /   346 =  84.971
1, 19  acc:   106 /   130 =  81.538
1, 20  acc:   165 /   176 =  93.750
1, 21  acc:    29 /    30 =  96.667
1, 22  acc:    70 /    80 =  87.500
1, 23  acc:    26 /    29 =  89.655
1, 24  acc:   488 /   584 =  83.562
1, 25  acc:     8 /    10 =  80.000
1, 26  acc:    61 /    68 =  89.706
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    85 /    97 =  87.629
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    13 /    14 =  92.857
1, 31  acc:     6 /     7 =  85.714
1, 32  acc:   819 /   937 =  87.407
1, 33  acc:    43 /    49 =  87.755
1, 34  acc:    28 /    31 =  90.323
1, 35  acc:    14 /    17 =  82.353
1, 36  acc:    24 /    26 =  92.308
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    15 /    19 =  78.947
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   198 /   228 =  86.842
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     1 /     5 =  20.000
1, 43  acc:     5 /     8 =  62.500
1, 44  acc:     4 /     8 =  50.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     5 /     7 =  71.429
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   272 /   305 =  89.180
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    20 /    23 =  86.957
1, 51  acc:     6 /     7 =  85.714
1, 52  acc:     8 /     9 =  88.889
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    24 =  87.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   166 /   210 =  79.048
1, 57  acc:    12 /    13 =  92.308
1, 58  acc:     7 /     7 = 100.000
1, 59  acc:     2 /     6 =  33.333
1, 60  acc:    13 /    15 =  86.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2689 /  3011 =  89.306
1, 65  acc:   338 /   399 =  84.712
1, 66  acc:   230 /   265 =  86.792
1, 67  acc:    98 /   119 =  82.353
1, 68  acc:   128 /   146 =  87.671
1, 69  acc:    26 /    27 =  96.296
1, 70  acc:    28 /    30 =  93.333
1, 71  acc:     8 /     9 =  88.889
1, 72  acc:    51 /    57 =  89.474
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     6 =  16.667
1, 75  acc:     0 /     0 =     nan
1, 76  acc:     9 /    12 =  75.000
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    79 /    92 =  85.870
1, 81  acc:     8 /    11 =  72.727
1, 82  acc:    17 /    22 =  77.273
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     2 /     2 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     4 /     5 =  80.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    62 /    72 =  86.111
1, 95  acc:     5 /     7 =  71.429
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     9 =  88.889
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    16 =  93.750
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    10 /    10 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:     3 /     4 =  75.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3842 /  4581 =  83.868
1, 118  acc:   948 /  1098 =  86.339
1, 119  acc:   242 /   278 =  87.050
1, 120  acc:   255 /   284 =  89.789
1, 121  acc:    75 /    87 =  86.207
1, 122  acc:    30 /    41 =  73.171
1, 123  acc:    15 /    21 =  71.429
1, 124  acc:    19 /    19 = 100.000
1, 125  acc:   243 /   290 =  83.793
1, 126  acc:    58 /    70 =  82.857
1, 127  acc:    16 /    20 =  80.000
1, 128  acc:    21 /    24 =  87.500
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     5 =  60.000
1, 133  acc:   190 /   230 =  82.609
1, 134  acc:    40 /    47 =  85.106
1, 135  acc:    21 /    25 =  84.000
1, 136  acc:    13 /    18 =  72.222
1, 137  acc:     1 /     2 =  50.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    70 /    88 =  79.545
1, 142  acc:     7 /     9 =  77.778
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:    94 /   117 =  80.342
1, 149  acc:     8 /    12 =  66.667
1, 150  acc:     2 /     3 =  66.667
1, 151  acc:     6 /     9 =  66.667
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    17 /    21 =  80.952
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    18 =  94.444
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    14 /    19 =  73.684
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:  1689 /  1958 =  86.261
1, 170  acc:   307 /   357 =  85.994
1, 171  acc:   136 /   149 =  91.275
1, 172  acc:   115 /   137 =  83.942
1, 173  acc:    21 /    25 =  84.000
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     6 /     8 =  75.000
1, 176  acc:    21 /    28 =  75.000
1, 177  acc:    40 /    48 =  83.333
1, 178  acc:     1 /     2 =  50.000
1, 179  acc:     0 /     1 =   0.000
1, 180  acc:     9 /    11 =  81.818
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:     3 /     6 =  50.000
1, 184  acc:    67 /    82 =  81.707
1, 185  acc:    14 /    19 =  73.684
1, 186  acc:     8 /    13 =  61.538
1, 187  acc:     5 /     6 =  83.333
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     8 /     9 =  88.889
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     3 /     3 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    56 /    63 =  88.889
1, 197  acc:     3 /     5 =  60.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     9 =  55.556
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /     8 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     8 /    10 =  80.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     1 /     1 = 100.000
1, 218  acc:     1 /     2 =  50.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251245 / 269038 =  93.386
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24364 / 25373 =  96.023
0, 1  acc: 30032 / 31282 =  96.004
0, 2  acc:  5900 /  6155 =  95.857
0, 3  acc: 23346 / 24292 =  96.106
0, 4  acc: 10408 / 10829 =  96.112
0, 5  acc:  5309 /  5541 =  95.813
0, 6  acc:  6505 /  6785 =  95.873
0, 7  acc: 11486 / 12016 =  95.589
1, 0  acc:  4272 /  4437 =  96.281
1, 1  acc:  4765 /  4962 =  96.030
1, 2  acc:  2179 /  2265 =  96.203
1, 3  acc:  2350 /  2446 =  96.075
1, 4  acc:  2976 /  3125 =  95.232
1, 5  acc:   957 /  1003 =  95.414
1, 6  acc:  2986 /  3111 =  95.982
1, 7  acc:  4521 /  4682 =  96.561
--------------------------------------
Average acc: 142356 / 148304 =  95.989
Robust  acc:  2976 /  3125 =  95.232
--------------------------------------
New max robust acc: 95.232
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed5.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed5.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: 66.508 | Best Acc: 92.265
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10678 / 12092 =  88.306
0, 1  acc: 12757 / 14179 =  89.971
0, 2  acc:  2480 /  3210 =  77.259
0, 3  acc: 11165 / 12101 =  92.265
0, 4  acc:  4313 /  5355 =  80.542
0, 5  acc:  2559 /  2980 =  85.872
0, 6  acc:  2369 /  3335 =  71.034
0, 7  acc:  4414 /  5723 =  77.127
1, 0  acc:  1574 /  2203 =  71.448
1, 1  acc:  1582 /  2270 =  69.692
1, 2  acc:   830 /  1216 =  68.257
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1129 /  1627 =  69.392
1, 5  acc:   374 /   520 =  71.923
1, 6  acc:  1187 /  1537 =  77.228
1, 7  acc:  1611 /  2246 =  71.728
------------------------------------
Average acc: 59860 / 71854 =  83.308
Robust  acc:   838 /  1260 =  66.508
------------------------------------
Accuracies by groups:
0, 0  acc: 10678 / 12092 =  88.306
0, 1  acc: 12757 / 14179 =  89.971
0, 2  acc:  2480 /  3210 =  77.259
0, 3  acc: 11165 / 12101 =  92.265
0, 4  acc:  4313 /  5355 =  80.542
0, 5  acc:  2559 /  2980 =  85.872
0, 6  acc:  2369 /  3335 =  71.034
0, 7  acc:  4414 /  5723 =  77.127
1, 0  acc:  1574 /  2203 =  71.448
1, 1  acc:  1582 /  2270 =  69.692
1, 2  acc:   830 /  1216 =  68.257
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1129 /  1627 =  69.392
1, 5  acc:   374 /   520 =  71.923
1, 6  acc:  1187 /  1537 =  77.228
1, 7  acc:  1611 /  2246 =  71.728
------------------------------------
Average acc: 59860 / 71854 =  83.308
Robust  acc:   838 /  1260 =  66.508
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10678 / 12092 =  88.306
0, 1  acc: 12757 / 14179 =  89.971
0, 2  acc:  2480 /  3210 =  77.259
0, 3  acc: 11165 / 12101 =  92.265
0, 4  acc:  4313 /  5355 =  80.542
0, 5  acc:  2559 /  2980 =  85.872
0, 6  acc:  2369 /  3335 =  71.034
0, 7  acc:  4414 /  5723 =  77.127
1, 0  acc:  1574 /  2203 =  71.448
1, 1  acc:  1582 /  2270 =  69.692
1, 2  acc:   830 /  1216 =  68.257
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1129 /  1627 =  69.392
1, 5  acc:   374 /   520 =  71.923
1, 6  acc:  1187 /  1537 =  77.228
1, 7  acc:  1611 /  2246 =  71.728
------------------------------------
Average acc: 59860 / 71854 =  83.308
Robust  acc:   838 /  1260 =  66.508
------------------------------------

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: 96.379 | Val Loss: 0.000 | Val Acc: 97.948
Training:
Accuracies by groups:
0, 0  acc: 108444 / 110441 =  98.192
0, 1  acc:  9131 /  9354 =  97.616
0, 2  acc: 14616 / 15029 =  97.252
0, 3  acc:  7203 /  7411 =  97.193
0, 4  acc:  2926 /  3110 =  94.084
0, 5  acc:   352 /   395 =  89.114
0, 6  acc:   375 /   397 =  94.458
0, 7  acc:   380 /   412 =  92.233
0, 8  acc: 11365 / 11579 =  98.152
0, 9  acc:   773 /   795 =  97.233
0, 10  acc:   775 /   796 =  97.362
0, 11  acc:   545 /   560 =  97.321
0, 12  acc:   592 /   636 =  93.082
0, 13  acc:    70 /    76 =  92.105
0, 14  acc:    94 /   100 =  94.000
0, 15  acc:    43 /    48 =  89.583
0, 16  acc:  6596 /  6954 =  94.852
0, 17  acc:   210 /   220 =  95.455
0, 18  acc:   708 /   733 =  96.589
0, 19  acc:   190 /   200 =  95.000
0, 20  acc:   127 /   145 =  87.586
0, 21  acc:    24 /    25 =  96.000
0, 22  acc:    65 /    70 =  92.857
0, 23  acc:    12 /    13 =  92.308
0, 24  acc:   846 /   900 =  94.000
0, 25  acc:    44 /    44 = 100.000
0, 26  acc:    83 /    87 =  95.402
0, 27  acc:    31 /    36 =  86.111
0, 28  acc:    43 /    46 =  93.478
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     3 /     9 =  33.333
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2288 /  2353 =  97.238
0, 33  acc:   112 /   114 =  98.246
0, 34  acc:    83 /    85 =  97.647
0, 35  acc:    26 /    26 = 100.000
0, 36  acc:    40 /    41 =  97.561
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    23 /    25 =  92.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   678 /   696 =  97.414
0, 41  acc:    22 /    23 =  95.652
0, 42  acc:    33 /    35 =  94.286
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    25 /    26 =  96.154
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     6 /     6 = 100.000
0, 48  acc:   422 /   455 =  92.747
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    25 /    26 =  96.154
0, 51  acc:    19 /    19 = 100.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     4 /     4 = 100.000
0, 56  acc:   447 /   476 =  93.908
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    27 /    31 =  87.097
0, 59  acc:    24 /    24 = 100.000
0, 60  acc:    21 /    23 =  91.304
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    11 /    12 =  91.667
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2825 /  3058 =  92.381
0, 65  acc:   388 /   425 =  91.294
0, 66  acc:   285 /   307 =  92.834
0, 67  acc:    94 /   103 =  91.262
0, 68  acc:    66 /    71 =  92.958
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    23 /    26 =  88.462
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    86 /    87 =  98.851
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:    20 /    20 = 100.000
0, 76  acc:     9 /    11 =  81.818
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    87 /    94 =  92.553
0, 81  acc:     9 /    12 =  75.000
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     5 /     7 =  71.429
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     7 /     8 =  87.500
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    74 /    78 =  94.872
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    13 /    13 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    19 /    21 =  90.476
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     4 /     6 =  66.667
0, 111  acc:     3 /     3 = 100.000
0, 112  acc:    10 /    11 =  90.909
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     3 /     3 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6796 /  7169 =  94.797
0, 118  acc:  1609 /  1704 =  94.425
0, 119  acc:   438 /   461 =  95.011
0, 120  acc:   434 /   461 =  94.143
0, 121  acc:    70 /    82 =  85.366
0, 122  acc:    26 /    28 =  92.857
0, 123  acc:     5 /     5 = 100.000
0, 124  acc:    31 /    34 =  91.176
0, 125  acc:   422 /   449 =  93.987
0, 126  acc:   118 /   126 =  93.651
0, 127  acc:    32 /    32 = 100.000
0, 128  acc:    45 /    50 =  90.000
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   194 /   213 =  91.080
0, 134  acc:    46 /    56 =  82.143
0, 135  acc:    32 /    32 = 100.000
0, 136  acc:    26 /    31 =  83.871
0, 137  acc:    13 /    15 =  86.667
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    70 /    74 =  94.595
0, 142  acc:     7 /     8 =  87.500
0, 143  acc:     8 /     8 = 100.000
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   105 /   110 =  95.455
0, 149  acc:    15 /    17 =  88.235
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:     5 /     9 =  55.556
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    36 /    37 =  97.297
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    18 /    22 =  81.818
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    15 =  93.333
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1733 /  1878 =  92.279
0, 170  acc:   414 /   443 =  93.454
0, 171  acc:   111 /   120 =  92.500
0, 172  acc:   200 /   216 =  92.593
0, 173  acc:    27 /    29 =  93.103
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:     9 /    15 =  60.000
0, 177  acc:    88 /    90 =  97.778
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:    11 /    11 = 100.000
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     3 /     4 =  75.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    41 /    44 =  93.182
0, 185  acc:     7 /     8 =  87.500
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     9 /     9 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    28 /    30 =  93.333
0, 192  acc:     4 /     4 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    50 /    53 =  94.340
0, 197  acc:     8 /     9 =  88.889
0, 198  acc:     2 /     4 =  50.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     6 /     7 =  85.714
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    16 /    18 =  88.889
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     7 /     7 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     4 /     4 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 30367 / 31935 =  95.090
1, 1  acc:  3148 /  3333 =  94.449
1, 2  acc:  5500 /  5826 =  94.404
1, 3  acc:  2395 /  2557 =  93.664
1, 4  acc:  2666 /  2835 =  94.039
1, 5  acc:   460 /   484 =  95.041
1, 6  acc:   262 /   280 =  93.571
1, 7  acc:   326 /   348 =  93.678
1, 8  acc:  2668 /  2890 =  92.318
1, 9  acc:   200 /   216 =  92.593
1, 10  acc:   256 /   278 =  92.086
1, 11  acc:   102 /   122 =  83.607
1, 12  acc:   406 /   442 =  91.855
1, 13  acc:    62 /    68 =  91.176
1, 14  acc:    58 /    66 =  87.879
1, 15  acc:    86 /    97 =  88.660
1, 16  acc:  4129 /  4439 =  93.016
1, 17  acc:   165 /   176 =  93.750
1, 18  acc:   311 /   328 =  94.817
1, 19  acc:   129 /   134 =  96.269
1, 20  acc:   155 /   164 =  94.512
1, 21  acc:    22 /    23 =  95.652
1, 22  acc:    79 /    85 =  92.941
1, 23  acc:    20 /    21 =  95.238
1, 24  acc:   500 /   551 =  90.744
1, 25  acc:    11 /    13 =  84.615
1, 26  acc:    55 /    59 =  93.220
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    86 /    92 =  93.478
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:     9 /    10 =  90.000
1, 31  acc:     1 /     2 =  50.000
1, 32  acc:   879 /   929 =  94.618
1, 33  acc:    49 /    53 =  92.453
1, 34  acc:    32 /    35 =  91.429
1, 35  acc:    18 /    20 =  90.000
1, 36  acc:    25 /    26 =  96.154
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    16 /    16 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   204 /   225 =  90.667
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:     7 /    10 =  70.000
1, 43  acc:     7 /    10 =  70.000
1, 44  acc:    10 /    13 =  76.923
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:     3 /     4 =  75.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   283 /   305 =  92.787
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    17 /    20 =  85.000
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    25 /    26 =  96.154
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   191 /   207 =  92.271
1, 57  acc:    11 /    12 =  91.667
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:     7 /     8 =  87.500
1, 60  acc:    14 /    15 =  93.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2797 /  2982 =  93.796
1, 65  acc:   422 /   462 =  91.342
1, 66  acc:   262 /   283 =  92.580
1, 67  acc:   102 /   107 =  95.327
1, 68  acc:   137 /   143 =  95.804
1, 69  acc:    29 /    29 = 100.000
1, 70  acc:    34 /    37 =  91.892
1, 71  acc:    11 /    14 =  78.571
1, 72  acc:    55 /    58 =  94.828
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     8 /     8 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:    71 /    80 =  88.750
1, 81  acc:     8 /    12 =  66.667
1, 82  acc:    30 /    30 = 100.000
1, 83  acc:     1 /     5 =  20.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    10 /    11 =  90.909
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    10 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    78 /    82 =  95.122
1, 95  acc:     5 /     6 =  83.333
1, 96  acc:     3 /     3 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     8 =  87.500
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    15 =  93.333
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     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:    12 /    13 =  92.308
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     4 /     4 = 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:  4342 /  4687 =  92.639
1, 118  acc:  1084 /  1149 =  94.343
1, 119  acc:   254 /   278 =  91.367
1, 120  acc:   305 /   337 =  90.504
1, 121  acc:    69 /    74 =  93.243
1, 122  acc:    50 /    55 =  90.909
1, 123  acc:    13 /    15 =  86.667
1, 124  acc:    30 /    30 = 100.000
1, 125  acc:   236 /   253 =  93.281
1, 126  acc:    76 /    79 =  96.203
1, 127  acc:    10 /    10 = 100.000
1, 128  acc:    25 /    27 =  92.593
1, 129  acc:    12 /    13 =  92.308
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   242 /   258 =  93.798
1, 134  acc:    44 /    44 = 100.000
1, 135  acc:    18 /    18 = 100.000
1, 136  acc:     7 /    11 =  63.636
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    63 /    66 =  95.455
1, 142  acc:     9 /    10 =  90.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   100 /   108 =  92.593
1, 149  acc:    11 /    11 = 100.000
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     2 /     6 =  33.333
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    10 /    11 =  90.909
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:    16 /    18 =  88.889
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    15 /    16 =  93.750
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1802 /  1934 =  93.175
1, 170  acc:   315 /   344 =  91.570
1, 171  acc:   144 /   154 =  93.506
1, 172  acc:   131 /   136 =  96.324
1, 173  acc:    28 /    32 =  87.500
1, 174  acc:     5 /     5 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    22 /    22 = 100.000
1, 177  acc:    48 /    50 =  96.000
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     5 /     7 =  71.429
1, 184  acc:    60 /    68 =  88.235
1, 185  acc:    23 /    25 =  92.000
1, 186  acc:    14 /    14 = 100.000
1, 187  acc:     8 /     9 =  88.889
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    67 /    72 =  93.056
1, 197  acc:     3 /     4 =  75.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /     9 =  66.667
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /     7 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    15 /    15 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259296 / 269038 =  96.379
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24845 / 25373 =  97.919
0, 1  acc: 30665 / 31282 =  98.028
0, 2  acc:  6033 /  6155 =  98.018
0, 3  acc: 23781 / 24292 =  97.896
0, 4  acc: 10599 / 10829 =  97.876
0, 5  acc:  5425 /  5541 =  97.907
0, 6  acc:  6662 /  6785 =  98.187
0, 7  acc: 11788 / 12016 =  98.103
1, 0  acc:  4347 /  4437 =  97.972
1, 1  acc:  4865 /  4962 =  98.045
1, 2  acc:  2208 /  2265 =  97.483
1, 3  acc:  2391 /  2446 =  97.751
1, 4  acc:  3068 /  3125 =  98.176
1, 5  acc:   983 /  1003 =  98.006
1, 6  acc:  3045 /  3111 =  97.878
1, 7  acc:  4588 /  4682 =  97.992
--------------------------------------
Average acc: 145293 / 148304 =  97.970
Robust  acc:  2208 /  2265 =  97.483
--------------------------------------
New max robust acc: 97.48344370860927
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed5.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed5.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.937 | Best Acc: 94.323
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11055 / 12092 =  91.424
0, 1  acc: 13088 / 14179 =  92.306
0, 2  acc:  2702 /  3210 =  84.174
0, 3  acc: 11414 / 12101 =  94.323
0, 4  acc:  4607 /  5355 =  86.032
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2762 /  3335 =  82.819
0, 7  acc:  4849 /  5723 =  84.728
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1442 /  2270 =  63.524
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   730 /  1260 =  57.937
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   320 /   520 =  61.538
1, 6  acc:   981 /  1537 =  63.826
1, 7  acc:  1374 /  2246 =  61.175
------------------------------------
Average acc: 61179 / 71854 =  85.143
Robust  acc:   730 /  1260 =  57.937
------------------------------------
Accuracies by groups:
0, 0  acc: 11055 / 12092 =  91.424
0, 1  acc: 13088 / 14179 =  92.306
0, 2  acc:  2702 /  3210 =  84.174
0, 3  acc: 11414 / 12101 =  94.323
0, 4  acc:  4607 /  5355 =  86.032
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2762 /  3335 =  82.819
0, 7  acc:  4849 /  5723 =  84.728
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1442 /  2270 =  63.524
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   730 /  1260 =  57.937
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   320 /   520 =  61.538
1, 6  acc:   981 /  1537 =  63.826
1, 7  acc:  1374 /  2246 =  61.175
------------------------------------
Average acc: 61179 / 71854 =  85.143
Robust  acc:   730 /  1260 =  57.937
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11055 / 12092 =  91.424
0, 1  acc: 13088 / 14179 =  92.306
0, 2  acc:  2702 /  3210 =  84.174
0, 3  acc: 11414 / 12101 =  94.323
0, 4  acc:  4607 /  5355 =  86.032
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2762 /  3335 =  82.819
0, 7  acc:  4849 /  5723 =  84.728
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1442 /  2270 =  63.524
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   730 /  1260 =  57.937
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   320 /   520 =  61.538
1, 6  acc:   981 /  1537 =  63.826
1, 7  acc:  1374 /  2246 =  61.175
------------------------------------
Average acc: 61179 / 71854 =  85.143
Robust  acc:   730 /  1260 =  57.937
------------------------------------

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: 97.877 | Val Loss: 0.000 | Val Acc: 98.916
Training:
Accuracies by groups:
0, 0  acc: 109953 / 111100 =  98.968
0, 1  acc:  9128 /  9250 =  98.681
0, 2  acc: 14554 / 14813 =  98.252
0, 3  acc:  7352 /  7482 =  98.262
0, 4  acc:  2906 /  3038 =  95.655
0, 5  acc:   373 /   392 =  95.153
0, 6  acc:   410 /   419 =  97.852
0, 7  acc:   412 /   425 =  96.941
0, 8  acc: 11463 / 11611 =  98.725
0, 9  acc:   760 /   763 =  99.607
0, 10  acc:   803 /   818 =  98.166
0, 11  acc:   568 /   582 =  97.595
0, 12  acc:   582 /   598 =  97.324
0, 13  acc:    50 /    52 =  96.154
0, 14  acc:    83 /    85 =  97.647
0, 15  acc:    50 /    53 =  94.340
0, 16  acc:  6533 /  6751 =  96.771
0, 17  acc:   204 /   210 =  97.143
0, 18  acc:   703 /   714 =  98.459
0, 19  acc:   193 /   199 =  96.985
0, 20  acc:   124 /   131 =  94.656
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    60 /    63 =  95.238
0, 23  acc:     6 /    11 =  54.545
0, 24  acc:   907 /   928 =  97.737
0, 25  acc:    44 /    44 = 100.000
0, 26  acc:    83 /    84 =  98.810
0, 27  acc:    28 /    28 = 100.000
0, 28  acc:    30 /    35 =  85.714
0, 29  acc:     6 /     7 =  85.714
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2304 /  2342 =  98.377
0, 33  acc:    89 /    90 =  98.889
0, 34  acc:    87 /    89 =  97.753
0, 35  acc:    29 /    30 =  96.667
0, 36  acc:    35 /    39 =  89.744
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    12 /    12 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   673 /   686 =  98.105
0, 41  acc:    29 /    29 = 100.000
0, 42  acc:    18 /    19 =  94.737
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    27 /    28 =  96.429
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   419 /   433 =  96.767
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    27 /    27 = 100.000
0, 51  acc:    28 /    28 = 100.000
0, 52  acc:     9 /    10 =  90.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   424 /   436 =  97.248
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    17 /    17 = 100.000
0, 59  acc:    20 /    21 =  95.238
0, 60  acc:    19 /    21 =  90.476
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     5 /     5 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2929 /  3051 =  96.001
0, 65  acc:   435 /   449 =  96.882
0, 66  acc:   305 /   318 =  95.912
0, 67  acc:   117 /   124 =  94.355
0, 68  acc:    49 /    54 =  90.741
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    24 /    25 =  96.000
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    97 /   100 =  97.000
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    86 /    97 =  88.660
0, 81  acc:    12 /    12 = 100.000
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:    14 /    16 =  87.500
0, 84  acc:     8 /    10 =  80.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    11 /    12 =  91.667
0, 87  acc:     3 /     3 = 100.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     7 /     7 = 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:     1 /     1 = 100.000
0, 94  acc:    70 /    73 =  95.890
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     8 /     9 =  88.889
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    16 /    16 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    13 /    14 =  92.857
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     3 /     3 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7050 /  7283 =  96.801
0, 118  acc:  1689 /  1743 =  96.902
0, 119  acc:   422 /   434 =  97.235
0, 120  acc:   364 /   375 =  97.067
0, 121  acc:    79 /    87 =  90.805
0, 122  acc:    34 /    34 = 100.000
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    34 /    35 =  97.143
0, 125  acc:   427 /   442 =  96.606
0, 126  acc:   125 /   128 =  97.656
0, 127  acc:    29 /    29 = 100.000
0, 128  acc:    35 /    35 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     1 /     1 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   249 /   255 =  97.647
0, 134  acc:    62 /    68 =  91.176
0, 135  acc:    28 /    29 =  96.552
0, 136  acc:    19 /    22 =  86.364
0, 137  acc:     3 /     3 = 100.000
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    62 /    62 = 100.000
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   120 /   124 =  96.774
0, 149  acc:    16 /    17 =  94.118
0, 150  acc:    10 /    11 =  90.909
0, 151  acc:    14 /    19 =  73.684
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    49 /    49 = 100.000
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    24 /    25 =  96.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    16 =  93.750
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     4 /     4 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1887 /  1981 =  95.255
0, 170  acc:   369 /   391 =  94.373
0, 171  acc:   104 /   106 =  98.113
0, 172  acc:   158 /   163 =  96.933
0, 173  acc:    30 /    31 =  96.774
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     8 /     9 =  88.889
0, 176  acc:    16 /    18 =  88.889
0, 177  acc:    74 /    76 =  97.368
0, 178  acc:    23 /    23 = 100.000
0, 179  acc:    11 /    11 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    54 /    57 =  94.737
0, 185  acc:     2 /     2 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:    11 /    12 =  91.667
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     3 =  66.667
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    28 /    29 =  96.552
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    37 /    42 =  88.095
0, 197  acc:    19 /    19 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    15 /    16 =  93.750
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 31324 / 32260 =  97.099
1, 1  acc:  3267 /  3376 =  96.771
1, 2  acc:  5648 /  5858 =  96.415
1, 3  acc:  2379 /  2473 =  96.199
1, 4  acc:  2732 /  2819 =  96.914
1, 5  acc:   430 /   450 =  95.556
1, 6  acc:   277 /   287 =  96.516
1, 7  acc:   316 /   328 =  96.341
1, 8  acc:  2655 /  2785 =  95.332
1, 9  acc:   190 /   195 =  97.436
1, 10  acc:   272 /   283 =  96.113
1, 11  acc:   114 /   123 =  92.683
1, 12  acc:   437 /   451 =  96.896
1, 13  acc:    59 /    60 =  98.333
1, 14  acc:    76 /    77 =  98.701
1, 15  acc:    71 /    74 =  95.946
1, 16  acc:  4229 /  4417 =  95.744
1, 17  acc:   118 /   123 =  95.935
1, 18  acc:   316 /   330 =  95.758
1, 19  acc:   136 /   137 =  99.270
1, 20  acc:   169 /   178 =  94.944
1, 21  acc:    20 /    20 = 100.000
1, 22  acc:    56 /    61 =  91.803
1, 23  acc:    23 /    26 =  88.462
1, 24  acc:   509 /   534 =  95.318
1, 25  acc:    11 /    11 = 100.000
1, 26  acc:    66 /    67 =  98.507
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    78 /    81 =  96.296
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    11 /    12 =  91.667
1, 31  acc:     2 /     4 =  50.000
1, 32  acc:   839 /   874 =  95.995
1, 33  acc:    48 /    48 = 100.000
1, 34  acc:    37 /    39 =  94.872
1, 35  acc:    12 /    12 = 100.000
1, 36  acc:    35 /    35 = 100.000
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    15 /    17 =  88.235
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   205 /   212 =  96.698
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     9 /     9 = 100.000
1, 43  acc:    11 /    13 =  84.615
1, 44  acc:    10 /    10 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   310 /   323 =  95.975
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    26 /    27 =  96.296
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:     7 /     7 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    20 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   239 /   255 =  93.725
1, 57  acc:     9 /     9 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:    10 /    10 = 100.000
1, 60  acc:    18 /    20 =  90.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    13 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2999 /  3102 =  96.680
1, 65  acc:   389 /   406 =  95.813
1, 66  acc:   226 /   237 =  95.359
1, 67  acc:    99 /   102 =  97.059
1, 68  acc:   126 /   130 =  96.923
1, 69  acc:    28 /    29 =  96.552
1, 70  acc:    50 /    51 =  98.039
1, 71  acc:    11 /    12 =  91.667
1, 72  acc:    59 /    63 =  93.651
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     9 /    10 =  90.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   108 /   110 =  98.182
1, 81  acc:    12 /    12 = 100.000
1, 82  acc:    22 /    23 =  95.652
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     5 /     6 =  83.333
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    14 =  85.714
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    96 /   101 =  95.050
1, 95  acc:    13 /    14 =  92.857
1, 96  acc:     5 /     6 =  83.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /     9 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    17 =  88.235
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     3 =  66.667
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4376 /  4583 =  95.483
1, 118  acc:  1049 /  1091 =  96.150
1, 119  acc:   242 /   256 =  94.531
1, 120  acc:   305 /   311 =  98.071
1, 121  acc:    93 /    97 =  95.876
1, 122  acc:    50 /    50 = 100.000
1, 123  acc:    13 /    15 =  86.667
1, 124  acc:    30 /    31 =  96.774
1, 125  acc:   273 /   285 =  95.789
1, 126  acc:    72 /    72 = 100.000
1, 127  acc:    13 /    13 = 100.000
1, 128  acc:    20 /    21 =  95.238
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     6 /     7 =  85.714
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   211 /   219 =  96.347
1, 134  acc:    39 /    39 = 100.000
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    13 /    15 =  86.667
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    50 /    52 =  96.154
1, 142  acc:    12 /    12 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     5 =  80.000
1, 148  acc:   109 /   118 =  92.373
1, 149  acc:    11 /    11 = 100.000
1, 150  acc:     8 /     9 =  88.889
1, 151  acc:     4 /     8 =  50.000
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    26 /    28 =  92.857
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    14 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    10 /    10 = 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:  1852 /  1935 =  95.711
1, 170  acc:   370 /   381 =  97.113
1, 171  acc:   111 /   118 =  94.068
1, 172  acc:   129 /   132 =  97.727
1, 173  acc:    26 /    29 =  89.655
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    23 /    25 =  92.000
1, 177  acc:    45 /    48 =  93.750
1, 178  acc:     9 /    10 =  90.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     7 /     8 =  87.500
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     7 /     7 = 100.000
1, 184  acc:    70 /    76 =  92.105
1, 185  acc:    22 /    22 = 100.000
1, 186  acc:    14 /    15 =  93.333
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    54 /    56 =  96.429
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /     9 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     8 =  62.500
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263327 / 269038 =  97.877
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25093 / 25373 =  98.896
0, 1  acc: 30935 / 31282 =  98.891
0, 2  acc:  6087 /  6155 =  98.895
0, 3  acc: 24028 / 24292 =  98.913
0, 4  acc: 10709 / 10829 =  98.892
0, 5  acc:  5484 /  5541 =  98.971
0, 6  acc:  6707 /  6785 =  98.850
0, 7  acc: 11892 / 12016 =  98.968
1, 0  acc:  4386 /  4437 =  98.851
1, 1  acc:  4915 /  4962 =  99.053
1, 2  acc:  2247 /  2265 =  99.205
1, 3  acc:  2420 /  2446 =  98.937
1, 4  acc:  3088 /  3125 =  98.816
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3090 /  3111 =  99.325
1, 7  acc:  4637 /  4682 =  99.039
--------------------------------------
Average acc: 146713 / 148304 =  98.927
Robust  acc:  3088 /  3125 =  98.816
--------------------------------------
New max robust acc: 98.816
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed5.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed5.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.460 | Best Acc: 94.579
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11122 / 12092 =  91.978
0, 1  acc: 13182 / 14179 =  92.968
0, 2  acc:  2703 /  3210 =  84.206
0, 3  acc: 11445 / 12101 =  94.579
0, 4  acc:  4674 /  5355 =  87.283
0, 5  acc:  2693 /  2980 =  90.369
0, 6  acc:  2686 /  3335 =  80.540
0, 7  acc:  4665 /  5723 =  81.513
1, 0  acc:  1413 /  2203 =  64.140
1, 1  acc:  1397 /  2270 =  61.542
1, 2  acc:   733 /  1216 =  60.280
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:   990 /  1627 =  60.848
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1483 /  2246 =  66.028
------------------------------------
Average acc: 61275 / 71854 =  85.277
Robust  acc:   724 /  1260 =  57.460
------------------------------------
Accuracies by groups:
0, 0  acc: 11122 / 12092 =  91.978
0, 1  acc: 13182 / 14179 =  92.968
0, 2  acc:  2703 /  3210 =  84.206
0, 3  acc: 11445 / 12101 =  94.579
0, 4  acc:  4674 /  5355 =  87.283
0, 5  acc:  2693 /  2980 =  90.369
0, 6  acc:  2686 /  3335 =  80.540
0, 7  acc:  4665 /  5723 =  81.513
1, 0  acc:  1413 /  2203 =  64.140
1, 1  acc:  1397 /  2270 =  61.542
1, 2  acc:   733 /  1216 =  60.280
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:   990 /  1627 =  60.848
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1483 /  2246 =  66.028
------------------------------------
Average acc: 61275 / 71854 =  85.277
Robust  acc:   724 /  1260 =  57.460
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11122 / 12092 =  91.978
0, 1  acc: 13182 / 14179 =  92.968
0, 2  acc:  2703 /  3210 =  84.206
0, 3  acc: 11445 / 12101 =  94.579
0, 4  acc:  4674 /  5355 =  87.283
0, 5  acc:  2693 /  2980 =  90.369
0, 6  acc:  2686 /  3335 =  80.540
0, 7  acc:  4665 /  5723 =  81.513
1, 0  acc:  1413 /  2203 =  64.140
1, 1  acc:  1397 /  2270 =  61.542
1, 2  acc:   733 /  1216 =  60.280
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:   990 /  1627 =  60.848
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1483 /  2246 =  66.028
------------------------------------
Average acc: 61275 / 71854 =  85.277
Robust  acc:   724 /  1260 =  57.460
------------------------------------

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: 98.510 | Val Loss: 0.000 | Val Acc: 99.481
Training:
Accuracies by groups:
0, 0  acc: 109953 / 110786 =  99.248
0, 1  acc:  9398 /  9486 =  99.072
0, 2  acc: 14811 / 15002 =  98.727
0, 3  acc:  7437 /  7528 =  98.791
0, 4  acc:  2940 /  3025 =  97.190
0, 5  acc:   354 /   365 =  96.986
0, 6  acc:   385 /   392 =  98.214
0, 7  acc:   412 /   421 =  97.862
0, 8  acc: 11384 / 11493 =  99.052
0, 9  acc:   762 /   771 =  98.833
0, 10  acc:   804 /   813 =  98.893
0, 11  acc:   560 /   566 =  98.940
0, 12  acc:   577 /   599 =  96.327
0, 13  acc:    57 /    60 =  95.000
0, 14  acc:    99 /   100 =  99.000
0, 15  acc:    40 /    40 = 100.000
0, 16  acc:  6576 /  6708 =  98.032
0, 17  acc:   220 /   232 =  94.828
0, 18  acc:   649 /   665 =  97.594
0, 19  acc:   213 /   220 =  96.818
0, 20  acc:   122 /   133 =  91.729
0, 21  acc:    19 /    20 =  95.000
0, 22  acc:    52 /    54 =  96.296
0, 23  acc:     9 /    13 =  69.231
0, 24  acc:   892 /   914 =  97.593
0, 25  acc:    47 /    47 = 100.000
0, 26  acc:    80 /    80 = 100.000
0, 27  acc:    43 /    43 = 100.000
0, 28  acc:    43 /    45 =  95.556
0, 29  acc:     7 /     7 = 100.000
0, 30  acc:    11 /    14 =  78.571
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2355 /  2369 =  99.409
0, 33  acc:    94 /    98 =  95.918
0, 34  acc:   102 /   102 = 100.000
0, 35  acc:    41 /    41 = 100.000
0, 36  acc:    45 /    46 =  97.826
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    11 /    11 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   672 /   679 =  98.969
0, 41  acc:    34 /    34 = 100.000
0, 42  acc:    22 /    24 =  91.667
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    26 /    27 =  96.296
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   419 /   430 =  97.442
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    27 /    28 =  96.429
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   394 /   405 =  97.284
0, 57  acc:    18 /    18 = 100.000
0, 58  acc:    19 /    20 =  95.000
0, 59  acc:    29 /    29 = 100.000
0, 60  acc:    22 /    24 =  91.667
0, 61  acc:     6 /     6 = 100.000
0, 62  acc:    14 /    14 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2952 /  3030 =  97.426
0, 65  acc:   422 /   429 =  98.368
0, 66  acc:   288 /   296 =  97.297
0, 67  acc:   142 /   151 =  94.040
0, 68  acc:    68 /    71 =  95.775
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    22 /    22 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    78 /    80 =  97.500
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:    14 /    14 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    78 /    82 =  95.122
0, 81  acc:     3 /     6 =  50.000
0, 82  acc:    12 /    12 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    68 /    71 =  95.775
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    13 =  84.615
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     3 /     4 =  75.000
0, 101  acc:     8 /     8 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     5 /     5 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    20 /    21 =  95.238
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     3 /     4 =  75.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     2 /     2 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7077 /  7236 =  97.803
0, 118  acc:  1641 /  1684 =  97.447
0, 119  acc:   407 /   420 =  96.905
0, 120  acc:   384 /   395 =  97.215
0, 121  acc:    81 /    83 =  97.590
0, 122  acc:    36 /    37 =  97.297
0, 123  acc:     5 /     5 = 100.000
0, 124  acc:    29 /    30 =  96.667
0, 125  acc:   448 /   455 =  98.462
0, 126  acc:   127 /   127 = 100.000
0, 127  acc:    25 /    27 =  92.593
0, 128  acc:    42 /    42 = 100.000
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   214 /   221 =  96.833
0, 134  acc:    66 /    68 =  97.059
0, 135  acc:    21 /    21 = 100.000
0, 136  acc:    37 /    38 =  97.368
0, 137  acc:    11 /    12 =  91.667
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    52 =  94.231
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   140 /   143 =  97.902
0, 149  acc:    17 /    17 = 100.000
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     8 /    12 =  66.667
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    38 /    38 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    26 /    27 =  96.296
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    24 /    24 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1858 /  1924 =  96.570
0, 170  acc:   392 /   402 =  97.512
0, 171  acc:   163 /   168 =  97.024
0, 172  acc:   188 /   191 =  98.429
0, 173  acc:    18 /    18 = 100.000
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:    17 /    20 =  85.000
0, 177  acc:    85 /    86 =  98.837
0, 178  acc:    15 /    17 =  88.235
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    53 /    55 =  96.364
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:    12 /    13 =  92.308
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    38 /    39 =  97.436
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     5 /     5 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    44 /    45 =  97.778
0, 197  acc:    15 /    15 = 100.000
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:     2 /     2 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    23 /    24 =  95.833
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     3 /     3 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 31510 / 32142 =  98.034
1, 1  acc:  3277 /  3343 =  98.026
1, 2  acc:  5741 /  5879 =  97.653
1, 3  acc:  2433 /  2495 =  97.515
1, 4  acc:  2786 /  2857 =  97.515
1, 5  acc:   462 /   474 =  97.468
1, 6  acc:   275 /   281 =  97.865
1, 7  acc:   307 /   318 =  96.541
1, 8  acc:  2794 /  2867 =  97.454
1, 9  acc:   194 /   204 =  95.098
1, 10  acc:   254 /   259 =  98.069
1, 11  acc:   144 /   152 =  94.737
1, 12  acc:   435 /   444 =  97.973
1, 13  acc:    71 /    73 =  97.260
1, 14  acc:    68 /    68 = 100.000
1, 15  acc:    67 /    70 =  95.714
1, 16  acc:  4309 /  4436 =  97.137
1, 17  acc:   138 /   144 =  95.833
1, 18  acc:   344 /   347 =  99.135
1, 19  acc:   115 /   124 =  92.742
1, 20  acc:   168 /   175 =  96.000
1, 21  acc:    32 /    32 = 100.000
1, 22  acc:    73 /    74 =  98.649
1, 23  acc:    12 /    15 =  80.000
1, 24  acc:   542 /   559 =  96.959
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    54 /    55 =  98.182
1, 27  acc:     4 /     4 = 100.000
1, 28  acc:    87 /    90 =  96.667
1, 29  acc:     3 /     3 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   929 /   955 =  97.277
1, 33  acc:    42 /    43 =  97.674
1, 34  acc:    35 /    37 =  94.595
1, 35  acc:    12 /    12 = 100.000
1, 36  acc:    20 /    20 = 100.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    16 /    16 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   239 /   246 =  97.154
1, 41  acc:     8 /     8 = 100.000
1, 42  acc:     5 /     5 = 100.000
1, 43  acc:    16 /    16 = 100.000
1, 44  acc:    11 /    12 =  91.667
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   271 /   279 =  97.133
1, 49  acc:     2 /     2 = 100.000
1, 50  acc:    22 /    23 =  95.652
1, 51  acc:     9 /    10 =  90.000
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    25 /    25 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   213 /   222 =  95.946
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:    10 /    10 = 100.000
1, 60  acc:    18 /    19 =  94.737
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2965 /  3030 =  97.855
1, 65  acc:   395 /   407 =  97.052
1, 66  acc:   260 /   264 =  98.485
1, 67  acc:   110 /   114 =  96.491
1, 68  acc:   145 /   146 =  99.315
1, 69  acc:    19 /    19 = 100.000
1, 70  acc:    50 /    51 =  98.039
1, 71  acc:    15 /    15 = 100.000
1, 72  acc:    80 /    81 =  98.765
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    12 /    13 =  92.308
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    90 /    96 =  93.750
1, 81  acc:    10 /    12 =  83.333
1, 82  acc:    32 /    33 =  96.970
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    15 =  93.333
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     6 /     6 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    66 /    68 =  97.059
1, 95  acc:     9 /     9 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     7 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     6 /     7 =  85.714
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    19 /    19 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     6 /     6 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4458 /  4603 =  96.850
1, 118  acc:  1078 /  1104 =  97.645
1, 119  acc:   259 /   268 =  96.642
1, 120  acc:   313 /   322 =  97.205
1, 121  acc:    74 /    78 =  94.872
1, 122  acc:    49 /    49 = 100.000
1, 123  acc:    13 /    14 =  92.857
1, 124  acc:    16 /    16 = 100.000
1, 125  acc:   286 /   297 =  96.296
1, 126  acc:    60 /    62 =  96.774
1, 127  acc:    12 /    12 = 100.000
1, 128  acc:    20 /    20 = 100.000
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   236 /   240 =  98.333
1, 134  acc:    53 /    55 =  96.364
1, 135  acc:    18 /    19 =  94.737
1, 136  acc:    11 /    12 =  91.667
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    73 /    75 =  97.333
1, 142  acc:     9 /     9 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   112 /   113 =  99.115
1, 149  acc:     6 /     6 = 100.000
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     6 /     9 =  66.667
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    22 /    23 =  95.652
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    10 /    11 =  90.909
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:    18 /    18 = 100.000
1, 165  acc:     4 /     5 =  80.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1936 /  2010 =  96.318
1, 170  acc:   395 /   413 =  95.642
1, 171  acc:   152 /   157 =  96.815
1, 172  acc:   111 /   115 =  96.522
1, 173  acc:    25 /    25 = 100.000
1, 174  acc:    10 /    11 =  90.909
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    25 /    25 = 100.000
1, 177  acc:    55 /    55 = 100.000
1, 178  acc:     6 /     6 = 100.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     8 /    10 =  80.000
1, 184  acc:    61 /    62 =  98.387
1, 185  acc:    27 /    28 =  96.429
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:     8 /     9 =  88.889
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     2 /     3 =  66.667
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    53 /    55 =  96.364
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     8 =  87.500
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    13 =  92.308
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     5 /     6 =  83.333
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     2 /     2 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265029 / 269038 =  98.510
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25250 / 25373 =  99.515
0, 1  acc: 31140 / 31282 =  99.546
0, 2  acc:  6124 /  6155 =  99.496
0, 3  acc: 24156 / 24292 =  99.440
0, 4  acc: 10778 / 10829 =  99.529
0, 5  acc:  5512 /  5541 =  99.477
0, 6  acc:  6754 /  6785 =  99.543
0, 7  acc: 11952 / 12016 =  99.467
1, 0  acc:  4412 /  4437 =  99.437
1, 1  acc:  4943 /  4962 =  99.617
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2437 /  2446 =  99.632
1, 4  acc:  3114 /  3125 =  99.648
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3090 /  3111 =  99.325
1, 7  acc:  4658 /  4682 =  99.487
--------------------------------------
Average acc: 147571 / 148304 =  99.506
Robust  acc:  3090 /  3111 =  99.325
--------------------------------------
New max robust acc: 99.32497589199615
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed5.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed5.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: 49.365 | Best Acc: 96.595
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11417 / 12092 =  94.418
0, 1  acc: 13470 / 14179 =  95.000
0, 2  acc:  2758 /  3210 =  85.919
0, 3  acc: 11689 / 12101 =  96.595
0, 4  acc:  4959 /  5355 =  92.605
0, 5  acc:  2807 /  2980 =  94.195
0, 6  acc:  2895 /  3335 =  86.807
0, 7  acc:  5110 /  5723 =  89.289
1, 0  acc:  1252 /  2203 =  56.832
1, 1  acc:  1276 /  2270 =  56.211
1, 2  acc:   703 /  1216 =  57.812
1, 3  acc:   622 /  1260 =  49.365
1, 4  acc:   831 /  1627 =  51.076
1, 5  acc:   293 /   520 =  56.346
1, 6  acc:   899 /  1537 =  58.491
1, 7  acc:  1250 /  2246 =  55.654
------------------------------------
Average acc: 62231 / 71854 =  86.608
Robust  acc:   622 /  1260 =  49.365
------------------------------------
Accuracies by groups:
0, 0  acc: 11417 / 12092 =  94.418
0, 1  acc: 13470 / 14179 =  95.000
0, 2  acc:  2758 /  3210 =  85.919
0, 3  acc: 11689 / 12101 =  96.595
0, 4  acc:  4959 /  5355 =  92.605
0, 5  acc:  2807 /  2980 =  94.195
0, 6  acc:  2895 /  3335 =  86.807
0, 7  acc:  5110 /  5723 =  89.289
1, 0  acc:  1252 /  2203 =  56.832
1, 1  acc:  1276 /  2270 =  56.211
1, 2  acc:   703 /  1216 =  57.812
1, 3  acc:   622 /  1260 =  49.365
1, 4  acc:   831 /  1627 =  51.076
1, 5  acc:   293 /   520 =  56.346
1, 6  acc:   899 /  1537 =  58.491
1, 7  acc:  1250 /  2246 =  55.654
------------------------------------
Average acc: 62231 / 71854 =  86.608
Robust  acc:   622 /  1260 =  49.365
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11417 / 12092 =  94.418
0, 1  acc: 13470 / 14179 =  95.000
0, 2  acc:  2758 /  3210 =  85.919
0, 3  acc: 11689 / 12101 =  96.595
0, 4  acc:  4959 /  5355 =  92.605
0, 5  acc:  2807 /  2980 =  94.195
0, 6  acc:  2895 /  3335 =  86.807
0, 7  acc:  5110 /  5723 =  89.289
1, 0  acc:  1252 /  2203 =  56.832
1, 1  acc:  1276 /  2270 =  56.211
1, 2  acc:   703 /  1216 =  57.812
1, 3  acc:   622 /  1260 =  49.365
1, 4  acc:   831 /  1627 =  51.076
1, 5  acc:   293 /   520 =  56.346
1, 6  acc:   899 /  1537 =  58.491
1, 7  acc:  1250 /  2246 =  55.654
------------------------------------
Average acc: 62231 / 71854 =  86.608
Robust  acc:   622 /  1260 =  49.365
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed5.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed5.pt
