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_seed3.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: 3
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: 1.6
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=3-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed3.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7466, 0.1400],
        [0.0813, 0.0321]])
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: 86.653 | Val Loss: 0.000 | Val Acc: 88.925
Training:
Accuracies by groups:
0, 0  acc: 93221 / 99680 =  93.520
0, 1  acc:  7706 /  8402 =  91.716
0, 2  acc: 11717 / 13116 =  89.334
0, 3  acc:  5858 /  6573 =  89.122
0, 4  acc:  1593 /  2387 =  66.736
0, 5  acc:   153 /   294 =  52.041
0, 6  acc:   234 /   323 =  72.446
0, 7  acc:   206 /   308 =  66.883
0, 8  acc:  9294 / 10010 =  92.847
0, 9  acc:   592 /   674 =  87.834
0, 10  acc:   623 /   686 =  90.816
0, 11  acc:   431 /   478 =  90.167
0, 12  acc:   299 /   463 =  64.579
0, 13  acc:    39 /    59 =  66.102
0, 14  acc:    49 /    64 =  76.562
0, 15  acc:    24 /    46 =  52.174
0, 16  acc:  4223 /  5421 =  77.901
0, 17  acc:   137 /   182 =  75.275
0, 18  acc:   442 /   557 =  79.354
0, 19  acc:   142 /   179 =  79.330
0, 20  acc:    44 /    98 =  44.898
0, 21  acc:     9 /    17 =  52.941
0, 22  acc:    38 /    61 =  62.295
0, 23  acc:     2 /     8 =  25.000
0, 24  acc:   580 /   751 =  77.230
0, 25  acc:    34 /    38 =  89.474
0, 26  acc:    45 /    59 =  76.271
0, 27  acc:    14 /    21 =  66.667
0, 28  acc:    16 /    31 =  51.613
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     0 /     7 =   0.000
0, 31  acc:     4 /     8 =  50.000
0, 32  acc:  1693 /  1915 =  88.407
0, 33  acc:    85 /    94 =  90.426
0, 34  acc:    67 /    74 =  90.541
0, 35  acc:    21 /    22 =  95.455
0, 36  acc:    22 /    34 =  64.706
0, 37  acc:     4 /     7 =  57.143
0, 38  acc:     8 /    15 =  53.333
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   497 /   547 =  90.859
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    22 /    23 =  95.652
0, 43  acc:    13 /    15 =  86.667
0, 44  acc:     5 /    10 =  50.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     5 /     7 =  71.429
0, 47  acc:     3 /     6 =  50.000
0, 48  acc:   251 /   345 =  72.754
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    12 /    16 =  75.000
0, 51  acc:    16 /    22 =  72.727
0, 52  acc:     6 /     9 =  66.667
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   258 /   330 =  78.182
0, 57  acc:    16 /    17 =  94.118
0, 58  acc:    11 /    16 =  68.750
0, 59  acc:    13 /    14 =  92.857
0, 60  acc:     8 /    15 =  53.333
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     4 /     8 =  50.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1715 /  2497 =  68.682
0, 65  acc:   239 /   363 =  65.840
0, 66  acc:   165 /   238 =  69.328
0, 67  acc:    81 /   109 =  74.312
0, 68  acc:    35 /    63 =  55.556
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:     9 /    20 =  45.000
0, 71  acc:     7 /     9 =  77.778
0, 72  acc:    51 /    69 =  73.913
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:     0 /     3 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    44 /    82 =  53.659
0, 81  acc:     2 /     5 =  40.000
0, 82  acc:     8 /    10 =  80.000
0, 83  acc:     7 /    12 =  58.333
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     2 /     9 =  22.222
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     5 /     5 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    47 /    68 =  69.118
0, 95  acc:     5 /     6 =  83.333
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     2 /     5 =  40.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    10 /    13 =  76.923
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    12 /    18 =  66.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     2 =  50.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     3 /     9 =  33.333
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:  4661 /  5990 =  77.813
0, 118  acc:  1032 /  1402 =  73.609
0, 119  acc:   295 /   380 =  77.632
0, 120  acc:   307 /   381 =  80.577
0, 121  acc:    43 /    67 =  64.179
0, 122  acc:    15 /    25 =  60.000
0, 123  acc:     7 /    12 =  58.333
0, 124  acc:    11 /    18 =  61.111
0, 125  acc:   261 /   345 =  75.652
0, 126  acc:    85 /   111 =  76.577
0, 127  acc:    16 /    21 =  76.190
0, 128  acc:    29 /    36 =  80.556
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     5 /     7 =  71.429
0, 131  acc:     2 /     4 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:    98 /   168 =  58.333
0, 134  acc:    16 /    56 =  28.571
0, 135  acc:    15 /    22 =  68.182
0, 136  acc:    21 /    30 =  70.000
0, 137  acc:     6 /     9 =  66.667
0, 138  acc:     0 /     2 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    26 /    63 =  41.270
0, 142  acc:     5 /    13 =  38.462
0, 143  acc:     1 /     4 =  25.000
0, 144  acc:     6 /     8 =  75.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    83 /   110 =  75.455
0, 149  acc:    12 /    20 =  60.000
0, 150  acc:     6 /     8 =  75.000
0, 151  acc:     9 /    18 =  50.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    20 /    35 =  57.143
0, 155  acc:     2 /     5 =  40.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     0 /     1 =   0.000
0, 159  acc:    14 /    26 =  53.846
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    17 =  82.353
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     2 /     4 =  50.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:   958 /  1545 =  62.006
0, 170  acc:   201 /   358 =  56.145
0, 171  acc:    74 /   124 =  59.677
0, 172  acc:    92 /   153 =  60.131
0, 173  acc:    13 /    24 =  54.167
0, 174  acc:     2 /     6 =  33.333
0, 175  acc:     2 /     4 =  50.000
0, 176  acc:    11 /    20 =  55.000
0, 177  acc:    70 /    88 =  79.545
0, 178  acc:     7 /    12 =  58.333
0, 179  acc:     6 /     9 =  66.667
0, 180  acc:     2 /     2 = 100.000
0, 181  acc:     4 /     5 =  80.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     4 =  25.000
0, 184  acc:    23 /    49 =  46.939
0, 185  acc:     2 /     4 =  50.000
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     1 /     2 =  50.000
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     4 /     5 =  80.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    15 /    24 =  62.500
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    31 /    43 =  72.093
0, 197  acc:    13 /    14 =  92.857
0, 198  acc:     0 /     4 =   0.000
0, 199  acc:     6 /     7 =  85.714
0, 200  acc:     2 /     4 =  50.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:     8 /    16 =  50.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     1 /     3 =  33.333
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     3 =  33.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 34801 / 41535 =  83.787
1, 1  acc:  3649 /  4443 =  82.129
1, 2  acc:  6221 /  7741 =  80.364
1, 3  acc:  2534 /  3281 =  77.233
1, 4  acc:  3218 /  3762 =  85.540
1, 5  acc:   588 /   654 =  89.908
1, 6  acc:   357 /   411 =  86.861
1, 7  acc:   402 /   456 =  88.158
1, 8  acc:  2846 /  3776 =  75.371
1, 9  acc:   210 /   274 =  76.642
1, 10  acc:   265 /   343 =  77.259
1, 11  acc:   117 /   160 =  73.125
1, 12  acc:   481 /   553 =  86.980
1, 13  acc:    66 /    81 =  81.481
1, 14  acc:    67 /    96 =  69.792
1, 15  acc:    59 /    90 =  65.556
1, 16  acc:  4785 /  5979 =  80.030
1, 17  acc:   174 /   211 =  82.464
1, 18  acc:   385 /   483 =  79.710
1, 19  acc:   138 /   191 =  72.251
1, 20  acc:   194 /   218 =  88.991
1, 21  acc:    37 /    37 = 100.000
1, 22  acc:   116 /   131 =  88.550
1, 23  acc:    26 /    28 =  92.857
1, 24  acc:   568 /   748 =  75.936
1, 25  acc:     8 /    10 =  80.000
1, 26  acc:    61 /    79 =  77.215
1, 27  acc:     6 /     7 =  85.714
1, 28  acc:   127 /   137 =  92.701
1, 29  acc:    12 /    13 =  92.308
1, 30  acc:     7 /     8 =  87.500
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   858 /  1134 =  75.661
1, 33  acc:    59 /    75 =  78.667
1, 34  acc:    48 /    56 =  85.714
1, 35  acc:    14 /    16 =  87.500
1, 36  acc:    34 /    38 =  89.474
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    27 /    31 =  87.097
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   206 /   272 =  75.735
1, 41  acc:    12 /    15 =  80.000
1, 42  acc:     5 /     9 =  55.556
1, 43  acc:    13 /    18 =  72.222
1, 44  acc:    14 /    19 =  73.684
1, 45  acc:     1 /     3 =  33.333
1, 46  acc:     6 /     9 =  66.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   318 /   402 =  79.104
1, 49  acc:     7 /     8 =  87.500
1, 50  acc:    22 /    38 =  57.895
1, 51  acc:    13 /    15 =  86.667
1, 52  acc:     8 /     9 =  88.889
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    26 =  69.231
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   240 /   305 =  78.689
1, 57  acc:    16 /    18 =  88.889
1, 58  acc:     7 /     8 =  87.500
1, 59  acc:     5 /     7 =  71.429
1, 60  acc:    19 /    22 =  86.364
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    18 =  94.444
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3336 /  3925 =  84.994
1, 65  acc:   530 /   622 =  85.209
1, 66  acc:   305 /   362 =  84.254
1, 67  acc:   136 /   165 =  82.424
1, 68  acc:   145 /   160 =  90.625
1, 69  acc:    20 /    21 =  95.238
1, 70  acc:    43 /    49 =  87.755
1, 71  acc:    13 /    16 =  81.250
1, 72  acc:    75 /    85 =  88.235
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    20 /    20 = 100.000
1, 77  acc:     5 /     6 =  83.333
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   113 /   138 =  81.884
1, 81  acc:    17 /    20 =  85.000
1, 82  acc:    28 /    35 =  80.000
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:    13 /    14 =  92.857
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    15 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     7 /    11 =  63.636
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    87 /   108 =  80.556
1, 95  acc:    12 /    16 =  75.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    11 =  90.909
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    17 =  88.235
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    16 =  93.750
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    13 /    14 =  92.857
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:  5048 /  6416 =  78.678
1, 118  acc:  1166 /  1473 =  79.158
1, 119  acc:   297 /   371 =  80.054
1, 120  acc:   321 /   416 =  77.163
1, 121  acc:    95 /   112 =  84.821
1, 122  acc:    52 /    59 =  88.136
1, 123  acc:    27 /    35 =  77.143
1, 124  acc:    33 /    36 =  91.667
1, 125  acc:   308 /   391 =  78.772
1, 126  acc:    78 /    92 =  84.783
1, 127  acc:    10 /    18 =  55.556
1, 128  acc:    23 /    39 =  58.974
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     9 /    10 =  90.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     9 =  55.556
1, 133  acc:   319 /   362 =  88.122
1, 134  acc:    51 /    62 =  82.258
1, 135  acc:    18 /    22 =  81.818
1, 136  acc:    20 /    26 =  76.923
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    53 /    73 =  72.603
1, 142  acc:    18 /    19 =  94.737
1, 143  acc:     3 /     3 = 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:     2 /     3 =  66.667
1, 148  acc:   102 /   145 =  70.345
1, 149  acc:    15 /    17 =  88.235
1, 150  acc:     7 /     8 =  87.500
1, 151  acc:     4 /    15 =  26.667
1, 152  acc:     1 /     3 =  33.333
1, 153  acc:     2 /     4 =  50.000
1, 154  acc:    22 /    31 =  70.968
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     5 =  60.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    23 =  91.304
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 /    12 =  41.667
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:  2145 /  2578 =  83.204
1, 170  acc:   417 /   473 =  88.161
1, 171  acc:   175 /   207 =  84.541
1, 172  acc:   136 /   168 =  80.952
1, 173  acc:    38 /    46 =  82.609
1, 174  acc:     6 /     8 =  75.000
1, 175  acc:    15 /    17 =  88.235
1, 176  acc:    27 /    39 =  69.231
1, 177  acc:    48 /    62 =  77.419
1, 178  acc:     4 /     6 =  66.667
1, 179  acc:     3 /     5 =  60.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    13 /    16 =  81.250
1, 184  acc:    77 /    86 =  89.535
1, 185  acc:    27 /    31 =  87.097
1, 186  acc:     9 /    12 =  75.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     3 /     4 =  75.000
1, 189  acc:     0 /     4 =   0.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    84 /   106 =  79.245
1, 197  acc:     6 /     7 =  85.714
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /    13 =  46.154
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    19 /    19 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233130 / 269038 =  86.653
Robust  acc:     0 /     7 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22529 / 25373 =  88.791
0, 1  acc: 27721 / 31282 =  88.616
0, 2  acc:  5500 /  6155 =  89.358
0, 3  acc: 21686 / 24292 =  89.272
0, 4  acc:  9610 / 10829 =  88.743
0, 5  acc:  4919 /  5541 =  88.775
0, 6  acc:  6021 /  6785 =  88.740
0, 7  acc: 10723 / 12016 =  89.239
1, 0  acc:  3977 /  4437 =  89.633
1, 1  acc:  4420 /  4962 =  89.077
1, 2  acc:  2034 /  2265 =  89.801
1, 3  acc:  2201 /  2446 =  89.984
1, 4  acc:  2758 /  3125 =  88.256
1, 5  acc:   885 /  1003 =  88.235
1, 6  acc:  2755 /  3111 =  88.557
1, 7  acc:  4154 /  4682 =  88.723
--------------------------------------
Average acc: 131893 / 148304 =  88.934
Robust  acc:   885 /  1003 =  88.235
--------------------------------------
New max robust acc: 88.23529411764706
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed3.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed3.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: 48.224 | Best Acc: 92.105
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9527 / 12092 =  78.788
0, 1  acc: 11347 / 14179 =  80.027
0, 2  acc:  1548 /  3210 =  48.224
0, 3  acc: 10112 / 12101 =  83.563
0, 4  acc:  3167 /  5355 =  59.141
0, 5  acc:  2114 /  2980 =  70.940
0, 6  acc:  1696 /  3335 =  50.855
0, 7  acc:  3296 /  5723 =  57.592
1, 0  acc:  1900 /  2203 =  86.246
1, 1  acc:  1944 /  2270 =  85.639
1, 2  acc:  1120 /  1216 =  92.105
1, 3  acc:  1090 /  1260 =  86.508
1, 4  acc:  1448 /  1627 =  88.998
1, 5  acc:   462 /   520 =  88.846
1, 6  acc:  1385 /  1537 =  90.111
1, 7  acc:  1962 /  2246 =  87.355
------------------------------------
Average acc: 54118 / 71854 =  75.317
Robust  acc:  1548 /  3210 =  48.224
------------------------------------
Accuracies by groups:
0, 0  acc:  9527 / 12092 =  78.788
0, 1  acc: 11347 / 14179 =  80.027
0, 2  acc:  1548 /  3210 =  48.224
0, 3  acc: 10112 / 12101 =  83.563
0, 4  acc:  3167 /  5355 =  59.141
0, 5  acc:  2114 /  2980 =  70.940
0, 6  acc:  1696 /  3335 =  50.855
0, 7  acc:  3296 /  5723 =  57.592
1, 0  acc:  1900 /  2203 =  86.246
1, 1  acc:  1944 /  2270 =  85.639
1, 2  acc:  1120 /  1216 =  92.105
1, 3  acc:  1090 /  1260 =  86.508
1, 4  acc:  1448 /  1627 =  88.998
1, 5  acc:   462 /   520 =  88.846
1, 6  acc:  1385 /  1537 =  90.111
1, 7  acc:  1962 /  2246 =  87.355
------------------------------------
Average acc: 54118 / 71854 =  75.317
Robust  acc:  1548 /  3210 =  48.224
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9527 / 12092 =  78.788
0, 1  acc: 11347 / 14179 =  80.027
0, 2  acc:  1548 /  3210 =  48.224
0, 3  acc: 10112 / 12101 =  83.563
0, 4  acc:  3167 /  5355 =  59.141
0, 5  acc:  2114 /  2980 =  70.940
0, 6  acc:  1696 /  3335 =  50.855
0, 7  acc:  3296 /  5723 =  57.592
1, 0  acc:  1900 /  2203 =  86.246
1, 1  acc:  1944 /  2270 =  85.639
1, 2  acc:  1120 /  1216 =  92.105
1, 3  acc:  1090 /  1260 =  86.508
1, 4  acc:  1448 /  1627 =  88.998
1, 5  acc:   462 /   520 =  88.846
1, 6  acc:  1385 /  1537 =  90.111
1, 7  acc:  1962 /  2246 =  87.355
------------------------------------
Average acc: 54118 / 71854 =  75.317
Robust  acc:  1548 /  3210 =  48.224
------------------------------------

t_total is 141male 0
[2male 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
[213150  [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: 93.543 | Val Loss: 0.000 | Val Acc: 95.237
Training:
Accuracies by groups:
0, 0  acc: 96215 / 99683 =  96.521
0, 1  acc:  8047 /  8455 =  95.174
0, 2  acc: 12200 / 12978 =  94.005
0, 3  acc:  6156 /  6515 =  94.490
0, 4  acc:  2042 /  2458 =  83.076
0, 5  acc:   203 /   277 =  73.285
0, 6  acc:   271 /   315 =  86.032
0, 7  acc:   300 /   356 =  84.270
0, 8  acc:  9636 / 10092 =  95.482
0, 9  acc:   664 /   709 =  93.653
0, 10  acc:   688 /   728 =  94.505
0, 11  acc:   429 /   457 =  93.873
0, 12  acc:   373 /   462 =  80.736
0, 13  acc:    42 /    58 =  72.414
0, 14  acc:    80 /    85 =  94.118
0, 15  acc:    26 /    38 =  68.421
0, 16  acc:  4685 /  5334 =  87.833
0, 17  acc:   175 /   210 =  83.333
0, 18  acc:   468 /   520 =  90.000
0, 19  acc:   141 /   158 =  89.241
0, 20  acc:    67 /    98 =  68.367
0, 21  acc:    10 /    12 =  83.333
0, 22  acc:    34 /    44 =  77.273
0, 23  acc:     1 /     4 =  25.000
0, 24  acc:   584 /   684 =  85.380
0, 25  acc:    40 /    43 =  93.023
0, 26  acc:    52 /    58 =  89.655
0, 27  acc:    19 /    20 =  95.000
0, 28  acc:    24 /    33 =  72.727
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     4 /     6 =  66.667
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1880 /  1993 =  94.330
0, 33  acc:    86 /    94 =  91.489
0, 34  acc:    75 /    85 =  88.235
0, 35  acc:    22 /    23 =  95.652
0, 36  acc:    31 /    35 =  88.571
0, 37  acc:     4 /     6 =  66.667
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   534 /   570 =  93.684
0, 41  acc:    29 /    32 =  90.625
0, 42  acc:    25 /    25 = 100.000
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    10 /    16 =  62.500
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   294 /   347 =  84.726
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    21 /    25 =  84.000
0, 51  acc:    22 /    22 = 100.000
0, 52  acc:     7 /     8 =  87.500
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     1 /     1 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   319 /   342 =  93.275
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    18 /    23 =  78.261
0, 59  acc:    21 /    22 =  95.455
0, 60  acc:     9 /    13 =  69.231
0, 61  acc:     3 /     4 =  75.000
0, 62  acc:     4 /     6 =  66.667
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2214 /  2628 =  84.247
0, 65  acc:   275 /   336 =  81.845
0, 66  acc:   218 /   261 =  83.525
0, 67  acc:   101 /   121 =  83.471
0, 68  acc:    44 /    50 =  88.000
0, 69  acc:     2 /     3 =  66.667
0, 70  acc:    17 /    21 =  80.952
0, 71  acc:     8 /    11 =  72.727
0, 72  acc:    66 /    69 =  95.652
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     5 /     5 = 100.000
0, 75  acc:    14 /    16 =  87.500
0, 76  acc:     1 /     3 =  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:    63 /    80 =  78.750
0, 81  acc:     4 /     6 =  66.667
0, 82  acc:    10 /    12 =  83.333
0, 83  acc:     4 /     6 =  66.667
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     7 /    10 =  70.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     3 /     5 =  60.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    47 /    59 =  79.661
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     6 =  83.333
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    17 =  64.706
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     6 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     8 =  87.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5208 /  5950 =  87.529
0, 118  acc:  1265 /  1459 =  86.703
0, 119  acc:   349 /   391 =  89.258
0, 120  acc:   299 /   337 =  88.724
0, 121  acc:    43 /    62 =  69.355
0, 122  acc:    26 /    32 =  81.250
0, 123  acc:     3 /     4 =  75.000
0, 124  acc:    14 /    19 =  73.684
0, 125  acc:   349 /   392 =  89.031
0, 126  acc:    99 /   118 =  83.898
0, 127  acc:    22 /    30 =  73.333
0, 128  acc:    29 /    29 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     2 /     4 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   130 /   172 =  75.581
0, 134  acc:    32 /    44 =  72.727
0, 135  acc:    19 /    20 =  95.000
0, 136  acc:    18 /    26 =  69.231
0, 137  acc:     6 /    13 =  46.154
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    38 /    53 =  71.698
0, 142  acc:     3 /     5 =  60.000
0, 143  acc:     0 /     4 =   0.000
0, 144  acc:     6 /     8 =  75.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    91 /   107 =  85.047
0, 149  acc:    17 /    18 =  94.444
0, 150  acc:     1 /     3 =  33.333
0, 151  acc:     9 /    13 =  69.231
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    28 /    30 =  93.333
0, 155  acc:     2 /     2 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     0 /     0 =     nan
0, 159  acc:    21 /    25 =  84.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     6 /     7 =  85.714
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1256 /  1580 =  79.494
0, 170  acc:   230 /   309 =  74.434
0, 171  acc:    84 /   106 =  79.245
0, 172  acc:   135 /   160 =  84.375
0, 173  acc:    16 /    20 =  80.000
0, 174  acc:     6 /     8 =  75.000
0, 175  acc:     2 /     5 =  40.000
0, 176  acc:     5 /    12 =  41.667
0, 177  acc:    66 /    74 =  89.189
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     8 /    10 =  80.000
0, 181  acc:     3 /     4 =  75.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    36 /    44 =  81.818
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     3 /     5 =  60.000
0, 187  acc:     7 /    11 =  63.636
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    35 =  77.143
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    26 /    35 =  74.286
0, 197  acc:     5 /     7 =  71.429
0, 198  acc:     0 /     4 =   0.000
0, 199  acc:     3 /     4 =  75.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    15 /    18 =  83.333
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     3 /     3 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     7 =  57.143
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 39036 / 41695 =  93.623
1, 1  acc:  4218 /  4540 =  92.907
1, 2  acc:  7106 /  7752 =  91.667
1, 3  acc:  2978 /  3274 =  90.959
1, 4  acc:  3462 /  3751 =  92.295
1, 5  acc:   642 /   691 =  92.909
1, 6  acc:   381 /   407 =  93.612
1, 7  acc:   419 /   452 =  92.699
1, 8  acc:  3339 /  3675 =  90.857
1, 9  acc:   225 /   246 =  91.463
1, 10  acc:   281 /   321 =  87.539
1, 11  acc:   128 /   142 =  90.141
1, 12  acc:   541 /   590 =  91.695
1, 13  acc:    58 /    70 =  82.857
1, 14  acc:    79 /    95 =  83.158
1, 15  acc:    80 /    89 =  89.888
1, 16  acc:  5404 /  5889 =  91.764
1, 17  acc:   194 /   208 =  93.269
1, 18  acc:   431 /   472 =  91.314
1, 19  acc:   164 /   184 =  89.130
1, 20  acc:   189 /   201 =  94.030
1, 21  acc:    31 /    33 =  93.939
1, 22  acc:   104 /   112 =  92.857
1, 23  acc:    30 /    32 =  93.750
1, 24  acc:   672 /   763 =  88.073
1, 25  acc:    13 /    17 =  76.471
1, 26  acc:    61 /    65 =  93.846
1, 27  acc:    17 /    18 =  94.444
1, 28  acc:   117 /   120 =  97.500
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    11 /    14 =  78.571
1, 31  acc:     9 /    11 =  81.818
1, 32  acc:  1043 /  1142 =  91.331
1, 33  acc:    58 /    60 =  96.667
1, 34  acc:    53 /    59 =  89.831
1, 35  acc:    16 /    18 =  88.889
1, 36  acc:    40 /    41 =  97.561
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    19 /    22 =  86.364
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   292 /   318 =  91.824
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     6 /    11 =  54.545
1, 43  acc:    12 /    16 =  75.000
1, 44  acc:    22 /    25 =  88.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   352 /   384 =  91.667
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    26 /    29 =  89.655
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:    11 /    12 =  91.667
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    28 /    30 =  93.333
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   264 /   289 =  91.349
1, 57  acc:    10 /    11 =  90.909
1, 58  acc:    14 /    15 =  93.333
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    23 /    26 =  88.462
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     8 /    10 =  80.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3691 /  3971 =  92.949
1, 65  acc:   513 /   565 =  90.796
1, 66  acc:   307 /   339 =  90.560
1, 67  acc:   104 /   125 =  83.200
1, 68  acc:   201 /   216 =  93.056
1, 69  acc:    29 /    30 =  96.667
1, 70  acc:    61 /    66 =  92.424
1, 71  acc:    16 /    17 =  94.118
1, 72  acc:    77 /    81 =  95.062
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    12 /    13 =  92.308
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   152 /   163 =  93.252
1, 81  acc:    14 /    17 =  82.353
1, 82  acc:    40 /    42 =  95.238
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    14 =  92.857
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    12 =  91.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:    92 /   104 =  88.462
1, 95  acc:    14 /    15 =  93.333
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    18 /    19 =  94.737
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     7 /     7 = 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:  5673 /  6299 =  90.062
1, 118  acc:  1302 /  1426 =  91.304
1, 119  acc:   361 /   384 =  94.010
1, 120  acc:   391 /   424 =  92.217
1, 121  acc:    97 /   103 =  94.175
1, 122  acc:    52 /    57 =  91.228
1, 123  acc:    23 /    23 = 100.000
1, 124  acc:    25 /    29 =  86.207
1, 125  acc:   355 /   387 =  91.731
1, 126  acc:    82 /    89 =  92.135
1, 127  acc:    17 /    22 =  77.273
1, 128  acc:    27 /    31 =  87.097
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     4 =  75.000
1, 133  acc:   341 /   370 =  92.162
1, 134  acc:    61 /    67 =  91.045
1, 135  acc:    30 /    32 =  93.750
1, 136  acc:    19 /    22 =  86.364
1, 137  acc:    10 /    10 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    59 /    74 =  79.730
1, 142  acc:    18 /    20 =  90.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   132 /   151 =  87.417
1, 149  acc:    15 /    15 = 100.000
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     7 /    16 =  43.750
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    19 /    23 =  82.609
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     2 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    25 /    27 =  92.593
1, 160  acc:     2 /     4 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    20 /    21 =  95.238
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2413 /  2631 =  91.714
1, 170  acc:   472 /   522 =  90.421
1, 171  acc:   179 /   190 =  94.211
1, 172  acc:   152 /   163 =  93.252
1, 173  acc:    47 /    49 =  95.918
1, 174  acc:     5 /     6 =  83.333
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    18 /    22 =  81.818
1, 177  acc:    51 /    56 =  91.071
1, 178  acc:     8 /    11 =  72.727
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     7 /     8 =  87.500
1, 181  acc:     5 /     6 =  83.333
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    10 /    11 =  90.909
1, 184  acc:    93 /   101 =  92.079
1, 185  acc:    28 /    30 =  93.333
1, 186  acc:    13 /    15 =  86.667
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     4 /     4 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    72 /    77 =  93.506
1, 197  acc:    11 /    12 =  91.667
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /    13 =  69.231
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    13 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     5 /     5 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251666 / 269038 =  93.543
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24107 / 25373 =  95.010
0, 1  acc: 29812 / 31282 =  95.301
0, 2  acc:  5840 /  6155 =  94.882
0, 3  acc: 23161 / 24292 =  95.344
0, 4  acc: 10290 / 10829 =  95.023
0, 5  acc:  5293 /  5541 =  95.524
0, 6  acc:  6460 /  6785 =  95.210
0, 7  acc: 11439 / 12016 =  95.198
1, 0  acc:  4231 /  4437 =  95.357
1, 1  acc:  4749 /  4962 =  95.707
1, 2  acc:  2152 /  2265 =  95.011
1, 3  acc:  2317 /  2446 =  94.726
1, 4  acc:  2952 /  3125 =  94.464
1, 5  acc:   953 /  1003 =  95.015
1, 6  acc:  2971 /  3111 =  95.500
1, 7  acc:  4491 /  4682 =  95.921
--------------------------------------
Average acc: 141218 / 148304 =  95.222
Robust  acc:  2952 /  3125 =  94.464
--------------------------------------
New max robust acc: 94.464
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed3.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed3.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 62.219 | Best Acc: 89.464
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10296 / 12092 =  85.147
0, 1  acc: 12286 / 14179 =  86.649
0, 2  acc:  2069 /  3210 =  64.455
0, 3  acc: 10826 / 12101 =  89.464
0, 4  acc:  4125 /  5355 =  77.031
0, 5  acc:  2455 /  2980 =  82.383
0, 6  acc:  2075 /  3335 =  62.219
0, 7  acc:  3831 /  5723 =  66.940
1, 0  acc:  1713 /  2203 =  77.758
1, 1  acc:  1730 /  2270 =  76.211
1, 2  acc:   992 /  1216 =  81.579
1, 3  acc:   947 /  1260 =  75.159
1, 4  acc:  1207 /  1627 =  74.186
1, 5  acc:   400 /   520 =  76.923
1, 6  acc:  1311 /  1537 =  85.296
1, 7  acc:  1811 /  2246 =  80.632
------------------------------------
Average acc: 58074 / 71854 =  80.822
Robust  acc:  2075 /  3335 =  62.219
------------------------------------
Accuracies by groups:
0, 0  acc: 10296 / 12092 =  85.147
0, 1  acc: 12286 / 14179 =  86.649
0, 2  acc:  2069 /  3210 =  64.455
0, 3  acc: 10826 / 12101 =  89.464
0, 4  acc:  4125 /  5355 =  77.031
0, 5  acc:  2455 /  2980 =  82.383
0, 6  acc:  2075 /  3335 =  62.219
0, 7  acc:  3831 /  5723 =  66.940
1, 0  acc:  1713 /  2203 =  77.758
1, 1  acc:  1730 /  2270 =  76.211
1, 2  acc:   992 /  1216 =  81.579
1, 3  acc:   947 /  1260 =  75.159
1, 4  acc:  1207 /  1627 =  74.186
1, 5  acc:   400 /   520 =  76.923
1, 6  acc:  1311 /  1537 =  85.296
1, 7  acc:  1811 /  2246 =  80.632
------------------------------------
Average acc: 58074 / 71854 =  80.822
Robust  acc:  2075 /  3335 =  62.219
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10296 / 12092 =  85.147
0, 1  acc: 12286 / 14179 =  86.649
0, 2  acc:  2069 /  3210 =  64.455
0, 3  acc: 10826 / 12101 =  89.464
0, 4  acc:  4125 /  5355 =  77.031
0, 5  acc:  2455 /  2980 =  82.383
0, 6  acc:  2075 /  3335 =  62.219
0, 7  acc:  3831 /  5723 =  66.940
1, 0  acc:  1713 /  2203 =  77.758
1, 1  acc:  1730 /  2270 =  76.211
1, 2  acc:   992 /  1216 =  81.579
1, 3  acc:   947 /  1260 =  75.159
1, 4  acc:  1207 /  1627 =  74.186
1, 5  acc:   400 /   520 =  76.923
1, 6  acc:  1311 /  1537 =  85.296
1, 7  acc:  1811 /  2246 =  80.632
------------------------------------
Average acc: 58074 / 71854 =  80.822
Robust  acc:  2075 /  3335 =  62.219
------------------------------------

t_total is 14137male 0
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 [213150[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: 96.506 | Val Loss: 0.000 | Val Acc: 97.459
Training:
Accuracies by groups:
0, 0  acc: 97625 / 99799 =  97.822
0, 1  acc:  7990 /  8229 =  97.096
0, 2  acc: 12560 / 12996 =  96.645
0, 3  acc:  6473 /  6721 =  96.310
0, 4  acc:  2265 /  2502 =  90.528
0, 5  acc:   239 /   288 =  82.986
0, 6  acc:   301 /   326 =  92.331
0, 7  acc:   318 /   338 =  94.083
0, 8  acc:  9758 / 10041 =  97.182
0, 9  acc:   712 /   734 =  97.003
0, 10  acc:   663 /   682 =  97.214
0, 11  acc:   435 /   449 =  96.882
0, 12  acc:   408 /   467 =  87.366
0, 13  acc:    38 /    46 =  82.609
0, 14  acc:    70 /    77 =  90.909
0, 15  acc:    39 /    44 =  88.636
0, 16  acc:  5232 /  5605 =  93.345
0, 17  acc:   166 /   180 =  92.222
0, 18  acc:   519 /   552 =  94.022
0, 19  acc:   155 /   165 =  93.939
0, 20  acc:    78 /    98 =  79.592
0, 21  acc:     7 /    10 =  70.000
0, 22  acc:    47 /    49 =  95.918
0, 23  acc:     6 /     6 = 100.000
0, 24  acc:   619 /   675 =  91.704
0, 25  acc:    35 /    38 =  92.105
0, 26  acc:    58 /    65 =  89.231
0, 27  acc:    24 /    31 =  77.419
0, 28  acc:    35 /    42 =  83.333
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     4 /     7 =  57.143
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1853 /  1920 =  96.510
0, 33  acc:    87 /    92 =  94.565
0, 34  acc:    82 /    83 =  98.795
0, 35  acc:    24 /    26 =  92.308
0, 36  acc:    42 /    46 =  91.304
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    14 /    17 =  82.353
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   535 /   550 =  97.273
0, 41  acc:    26 /    26 = 100.000
0, 42  acc:    22 /    22 = 100.000
0, 43  acc:    19 /    19 = 100.000
0, 44  acc:    13 /    16 =  81.250
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     0 /     0 =     nan
0, 48  acc:   305 /   337 =  90.504
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    15 /    17 =  88.235
0, 51  acc:    10 /    10 = 100.000
0, 52  acc:    14 /    15 =  93.333
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   313 /   339 =  92.330
0, 57  acc:     2 /     3 =  66.667
0, 58  acc:    12 /    12 = 100.000
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:     8 /    11 =  72.727
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     5 /     6 =  83.333
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2216 /  2441 =  90.782
0, 65  acc:   337 /   376 =  89.628
0, 66  acc:   216 /   243 =  88.889
0, 67  acc:    82 /    91 =  90.110
0, 68  acc:    45 /    53 =  84.906
0, 69  acc:     0 /     0 =     nan
0, 70  acc:    26 /    28 =  92.857
0, 71  acc:     8 /    10 =  80.000
0, 72  acc:    77 /    78 =  98.718
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    11 /    13 =  84.615
0, 76  acc:     4 /     6 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    69 /    78 =  88.462
0, 81  acc:     6 /    10 =  60.000
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:     9 /    10 =  90.000
0, 84  acc:     4 /     5 =  80.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     7 =  71.429
0, 87  acc:     4 /     5 =  80.000
0, 88  acc:    14 /    14 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    62 /    70 =  88.571
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    10 /    12 =  83.333
0, 99  acc:     1 /     3 =  33.333
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     6 /     6 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     9 /    10 =  90.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     1 /     5 =  20.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     5 /     7 =  71.429
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5512 /  5923 =  93.061
0, 118  acc:  1286 /  1376 =  93.459
0, 119  acc:   342 /   365 =  93.699
0, 120  acc:   346 /   376 =  92.021
0, 121  acc:    50 /    60 =  83.333
0, 122  acc:    25 /    28 =  89.286
0, 123  acc:     9 /    10 =  90.000
0, 124  acc:    15 /    17 =  88.235
0, 125  acc:   314 /   337 =  93.175
0, 126  acc:    76 /    81 =  93.827
0, 127  acc:    29 /    30 =  96.667
0, 128  acc:    32 /    38 =  84.211
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   140 /   157 =  89.172
0, 134  acc:    33 /    46 =  71.739
0, 135  acc:    12 /    13 =  92.308
0, 136  acc:    20 /    21 =  95.238
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     8 /     8 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    52 =  86.538
0, 142  acc:     7 /     9 =  77.778
0, 143  acc:     1 /     2 =  50.000
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     1 /     3 =  33.333
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   110 /   114 =  96.491
0, 149  acc:    16 /    17 =  94.118
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:    19 /    23 =  82.609
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    40 /    42 =  95.238
0, 155  acc:     2 /     5 =  40.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    18 /    23 =  78.261
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    15 =  93.333
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1358 /  1512 =  89.815
0, 170  acc:   272 /   315 =  86.349
0, 171  acc:   105 /   119 =  88.235
0, 172  acc:   154 /   173 =  89.017
0, 173  acc:    13 /    17 =  76.471
0, 174  acc:     4 /     6 =  66.667
0, 175  acc:     6 /     8 =  75.000
0, 176  acc:     9 /    15 =  60.000
0, 177  acc:    68 /    74 =  91.892
0, 178  acc:     8 /    13 =  61.538
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    36 /    39 =  92.308
0, 185  acc:     0 /     1 =   0.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     6 /     9 =  66.667
0, 188  acc:     3 /     4 =  75.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    37 =  86.486
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    30 /    37 =  81.081
0, 197  acc:    11 /    11 = 100.000
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     1 /     2 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    14 /    16 =  87.500
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 100.000
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:     2 /     2 = 100.000
1, 0  acc: 40350 / 41654 =  96.869
1, 1  acc:  4372 /  4508 =  96.983
1, 2  acc:  7414 /  7691 =  96.398
1, 3  acc:  3168 /  3303 =  95.913
1, 4  acc:  3683 /  3807 =  96.743
1, 5  acc:   645 /   663 =  97.285
1, 6  acc:   377 /   388 =  97.165
1, 7  acc:   430 /   445 =  96.629
1, 8  acc:  3581 /  3748 =  95.544
1, 9  acc:   272 /   282 =  96.454
1, 10  acc:   324 /   335 =  96.716
1, 11  acc:   149 /   162 =  91.975
1, 12  acc:   553 /   577 =  95.841
1, 13  acc:    67 /    74 =  90.541
1, 14  acc:    93 /    98 =  94.898
1, 15  acc:    89 /    96 =  92.708
1, 16  acc:  5620 /  5868 =  95.774
1, 17  acc:   228 /   238 =  95.798
1, 18  acc:   438 /   453 =  96.689
1, 19  acc:   180 /   186 =  96.774
1, 20  acc:   226 /   230 =  98.261
1, 21  acc:    37 /    38 =  97.368
1, 22  acc:   111 /   114 =  97.368
1, 23  acc:    29 /    30 =  96.667
1, 24  acc:   684 /   715 =  95.664
1, 25  acc:    14 /    15 =  93.333
1, 26  acc:    64 /    66 =  96.970
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:   117 /   123 =  95.122
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    23 /    23 = 100.000
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:  1110 /  1162 =  95.525
1, 33  acc:    63 /    63 = 100.000
1, 34  acc:    32 /    34 =  94.118
1, 35  acc:    29 /    29 = 100.000
1, 36  acc:    38 /    38 = 100.000
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    21 /    21 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   288 /   296 =  97.297
1, 41  acc:    12 /    13 =  92.308
1, 42  acc:    14 /    15 =  93.333
1, 43  acc:    14 /    15 =  93.333
1, 44  acc:    21 /    24 =  87.500
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:    11 /    12 =  91.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   388 /   402 =  96.517
1, 49  acc:    11 /    12 =  91.667
1, 50  acc:    30 /    32 =  93.750
1, 51  acc:    19 /    19 = 100.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    17 /    18 =  94.444
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   301 /   309 =  97.411
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    20 /    22 =  90.909
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3748 /  3898 =  96.152
1, 65  acc:   523 /   543 =  96.317
1, 66  acc:   327 /   347 =  94.236
1, 67  acc:   127 /   135 =  94.074
1, 68  acc:   198 /   206 =  96.117
1, 69  acc:    38 /    40 =  95.000
1, 70  acc:    58 /    59 =  98.305
1, 71  acc:    16 /    17 =  94.118
1, 72  acc:    86 /    89 =  96.629
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   150 /   153 =  98.039
1, 81  acc:    18 /    18 = 100.000
1, 82  acc:    37 /    40 =  92.500
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    11 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   101 /   105 =  96.190
1, 95  acc:    14 /    15 =  93.333
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     2 /     2 = 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:    27 /    27 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     6 /     6 = 100.000
1, 112  acc:    11 /    12 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  6009 /  6288 =  95.563
1, 118  acc:  1500 /  1563 =  95.969
1, 119  acc:   383 /   403 =  95.037
1, 120  acc:   388 /   405 =  95.802
1, 121  acc:   111 /   116 =  95.690
1, 122  acc:    58 /    59 =  98.305
1, 123  acc:    11 /    11 = 100.000
1, 124  acc:    19 /    20 =  95.000
1, 125  acc:   389 /   415 =  93.735
1, 126  acc:    99 /   101 =  98.020
1, 127  acc:    20 /    20 = 100.000
1, 128  acc:    28 /    29 =  96.552
1, 129  acc:    18 /    19 =  94.737
1, 130  acc:     9 /    10 =  90.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   338 /   349 =  96.848
1, 134  acc:    53 /    57 =  92.982
1, 135  acc:    19 /    21 =  90.476
1, 136  acc:    26 /    27 =  96.296
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    79 /    85 =  92.941
1, 142  acc:    16 /    18 =  88.889
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     5 /     6 =  83.333
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:   143 /   155 =  92.258
1, 149  acc:    15 /    15 = 100.000
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     7 /    12 =  58.333
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    34 /    36 =  94.444
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    26 /    27 =  96.296
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    20 /    22 =  90.909
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2469 /  2570 =  96.070
1, 170  acc:   483 /   500 =  96.600
1, 171  acc:   202 /   210 =  96.190
1, 172  acc:   184 /   189 =  97.354
1, 173  acc:    47 /    47 = 100.000
1, 174  acc:    10 /    11 =  90.909
1, 175  acc:    11 /    11 = 100.000
1, 176  acc:    26 /    29 =  89.655
1, 177  acc:    53 /    58 =  91.379
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    13 /    14 =  92.857
1, 184  acc:   107 /   108 =  99.074
1, 185  acc:    21 /    21 = 100.000
1, 186  acc:    18 /    19 =  94.737
1, 187  acc:    15 /    15 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    86 /    92 =  93.478
1, 197  acc:    12 /    12 = 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:    13 /    13 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    13 =  84.615
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    11 /    12 =  91.667
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259638 / 269038 =  96.506
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24707 / 25373 =  97.375
0, 1  acc: 30438 / 31282 =  97.302
0, 2  acc:  5987 /  6155 =  97.271
0, 3  acc: 23685 / 24292 =  97.501
0, 4  acc: 10521 / 10829 =  97.156
0, 5  acc:  5401 /  5541 =  97.473
0, 6  acc:  6620 /  6785 =  97.568
0, 7  acc: 11700 / 12016 =  97.370
1, 0  acc:  4331 /  4437 =  97.611
1, 1  acc:  4834 /  4962 =  97.420
1, 2  acc:  2198 /  2265 =  97.042
1, 3  acc:  2388 /  2446 =  97.629
1, 4  acc:  3039 /  3125 =  97.248
1, 5  acc:   987 /  1003 =  98.405
1, 6  acc:  3028 /  3111 =  97.332
1, 7  acc:  4570 /  4682 =  97.608
--------------------------------------
Average acc: 144434 / 148304 =  97.390
Robust  acc:  2198 /  2265 =  97.042
--------------------------------------
New max robust acc: 97.04194260485652
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed3.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed3.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 68.730 | Best Acc: 91.885
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10596 / 12092 =  87.628
0, 1  acc: 12671 / 14179 =  89.365
0, 2  acc:  2500 /  3210 =  77.882
0, 3  acc: 11119 / 12101 =  91.885
0, 4  acc:  4216 /  5355 =  78.730
0, 5  acc:  2573 /  2980 =  86.342
0, 6  acc:  2337 /  3335 =  70.075
0, 7  acc:  4171 /  5723 =  72.881
1, 0  acc:  1594 /  2203 =  72.356
1, 1  acc:  1596 /  2270 =  70.308
1, 2  acc:   839 /  1216 =  68.997
1, 3  acc:   866 /  1260 =  68.730
1, 4  acc:  1181 /  1627 =  72.588
1, 5  acc:   369 /   520 =  70.962
1, 6  acc:  1196 /  1537 =  77.814
1, 7  acc:  1694 /  2246 =  75.423
------------------------------------
Average acc: 59518 / 71854 =  82.832
Robust  acc:   866 /  1260 =  68.730
------------------------------------
Accuracies by groups:
0, 0  acc: 10596 / 12092 =  87.628
0, 1  acc: 12671 / 14179 =  89.365
0, 2  acc:  2500 /  3210 =  77.882
0, 3  acc: 11119 / 12101 =  91.885
0, 4  acc:  4216 /  5355 =  78.730
0, 5  acc:  2573 /  2980 =  86.342
0, 6  acc:  2337 /  3335 =  70.075
0, 7  acc:  4171 /  5723 =  72.881
1, 0  acc:  1594 /  2203 =  72.356
1, 1  acc:  1596 /  2270 =  70.308
1, 2  acc:   839 /  1216 =  68.997
1, 3  acc:   866 /  1260 =  68.730
1, 4  acc:  1181 /  1627 =  72.588
1, 5  acc:   369 /   520 =  70.962
1, 6  acc:  1196 /  1537 =  77.814
1, 7  acc:  1694 /  2246 =  75.423
------------------------------------
Average acc: 59518 / 71854 =  82.832
Robust  acc:   866 /  1260 =  68.730
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10596 / 12092 =  87.628
0, 1  acc: 12671 / 14179 =  89.365
0, 2  acc:  2500 /  3210 =  77.882
0, 3  acc: 11119 / 12101 =  91.885
0, 4  acc:  4216 /  5355 =  78.730
0, 5  acc:  2573 /  2980 =  86.342
0, 6  acc:  2337 /  3335 =  70.075
0, 7  acc:  4171 /  5723 =  72.881
1, 0  acc:  1594 /  2203 =  72.356
1, 1  acc:  1596 /  2270 =  70.308
1, 2  acc:   839 /  1216 =  68.997
1, 3  acc:   866 /  1260 =  68.730
1, 4  acc:  1181 /  1627 =  72.588
1, 5  acc:   369 /   520 =  70.962
1, 6  acc:  1196 /  1537 =  77.814
1, 7  acc:  1694 /  2246 =  75.423
------------------------------------
Average acc: 59518 / 71854 =  82.832
Robust  acc:   866 /  1260 =  68.730
------------------------------------

t_total is 1413721male 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 [2131[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: 97.823 | Val Loss: 0.000 | Val Acc: 99.178
Training:
Accuracies by groups:
0, 0  acc: 98244 / 99518 =  98.720
0, 1  acc:  8249 /  8385 =  98.378
0, 2  acc: 12899 / 13213 =  97.624
0, 3  acc:  6461 /  6595 =  97.968
0, 4  acc:  2375 /  2517 =  94.358
0, 5  acc:   243 /   262 =  92.748
0, 6  acc:   335 /   347 =  96.542
0, 7  acc:   303 /   327 =  92.661
0, 8  acc:  9629 /  9805 =  98.205
0, 9  acc:   650 /   661 =  98.336
0, 10  acc:   640 /   656 =  97.561
0, 11  acc:   457 /   462 =  98.918
0, 12  acc:   404 /   431 =  93.735
0, 13  acc:    56 /    59 =  94.915
0, 14  acc:    82 /    84 =  97.619
0, 15  acc:    39 /    42 =  92.857
0, 16  acc:  5232 /  5476 =  95.544
0, 17  acc:   176 /   189 =  93.122
0, 18  acc:   518 /   541 =  95.749
0, 19  acc:   155 /   161 =  96.273
0, 20  acc:    87 /    98 =  88.776
0, 21  acc:    18 /    18 = 100.000
0, 22  acc:    44 /    47 =  93.617
0, 23  acc:     6 /    12 =  50.000
0, 24  acc:   691 /   729 =  94.787
0, 25  acc:    34 /    36 =  94.444
0, 26  acc:    68 /    69 =  98.551
0, 27  acc:    25 /    25 = 100.000
0, 28  acc:    31 /    33 =  93.939
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1956 /  2003 =  97.654
0, 33  acc:    93 /    96 =  96.875
0, 34  acc:    76 /    79 =  96.203
0, 35  acc:    29 /    31 =  93.548
0, 36  acc:    28 /    29 =  96.552
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    17 /    19 =  89.474
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   528 /   543 =  97.238
0, 41  acc:    24 /    24 = 100.000
0, 42  acc:    24 /    25 =  96.000
0, 43  acc:    17 /    17 = 100.000
0, 44  acc:    11 /    11 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   320 /   334 =  95.808
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    25 /    26 =  96.154
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     5 /     7 =  71.429
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     1 /     1 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   323 /   340 =  95.000
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    16 /    18 =  88.889
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    13 /    16 =  81.250
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2384 /  2524 =  94.453
0, 65  acc:   365 /   387 =  94.315
0, 66  acc:   237 /   253 =  93.676
0, 67  acc:   100 /   103 =  97.087
0, 68  acc:    41 /    47 =  87.234
0, 69  acc:     2 /     3 =  66.667
0, 70  acc:    21 /    21 = 100.000
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    68 /    71 =  95.775
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    89 /    92 =  96.739
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:    14 /    15 =  93.333
0, 83  acc:     0 /     1 =   0.000
0, 84  acc:     2 /     2 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     5 /     5 = 100.000
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    60 /    62 =  96.774
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    12 =  91.667
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     9 /     9 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     3 /     5 =  60.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     7 =  85.714
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5823 /  6092 =  95.584
0, 118  acc:  1349 /  1409 =  95.742
0, 119  acc:   379 /   401 =  94.514
0, 120  acc:   348 /   361 =  96.399
0, 121  acc:    30 /    38 =  78.947
0, 122  acc:    30 /    31 =  96.774
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    22 /    25 =  88.000
0, 125  acc:   341 /   356 =  95.787
0, 126  acc:    79 /    86 =  91.860
0, 127  acc:    16 /    16 = 100.000
0, 128  acc:    33 /    34 =  97.059
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   166 /   178 =  93.258
0, 134  acc:    46 /    50 =  92.000
0, 135  acc:    22 /    22 = 100.000
0, 136  acc:    19 /    23 =  82.609
0, 137  acc:     4 /     5 =  80.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    47 =  95.745
0, 142  acc:     6 /     7 =  85.714
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     3 /     3 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    99 /   103 =  96.117
0, 149  acc:    10 /    11 =  90.909
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     8 /    16 =  50.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    34 /    36 =  94.444
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     4 /     4 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    21 /    22 =  95.455
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    16 =  87.500
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1492 /  1617 =  92.270
0, 170  acc:   317 /   338 =  93.787
0, 171  acc:   106 /   113 =  93.805
0, 172  acc:   154 /   160 =  96.250
0, 173  acc:    17 /    18 =  94.444
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    10 /    13 =  76.923
0, 177  acc:    65 /    67 =  97.015
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:    13 /    14 =  92.857
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     1 /     2 =  50.000
0, 184  acc:    48 /    49 =  97.959
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    15 /    15 = 100.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    37 /    40 =  92.500
0, 197  acc:    16 /    17 =  94.118
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     2 /     3 =  66.667
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    16 /    17 =  94.118
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     3 /     3 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 40667 / 41502 =  97.988
1, 1  acc:  4525 /  4599 =  98.391
1, 2  acc:  7550 /  7742 =  97.520
1, 3  acc:  3043 /  3128 =  97.283
1, 4  acc:  3676 /  3756 =  97.870
1, 5  acc:   600 /   619 =  96.931
1, 6  acc:   368 /   374 =  98.396
1, 7  acc:   464 /   469 =  98.934
1, 8  acc:  3713 /  3814 =  97.352
1, 9  acc:   280 /   281 =  99.644
1, 10  acc:   352 /   359 =  98.050
1, 11  acc:   181 /   186 =  97.312
1, 12  acc:   583 /   598 =  97.492
1, 13  acc:    95 /    96 =  98.958
1, 14  acc:    76 /    78 =  97.436
1, 15  acc:    90 /    94 =  95.745
1, 16  acc:  5875 /  6033 =  97.381
1, 17  acc:   234 /   238 =  98.319
1, 18  acc:   388 /   400 =  97.000
1, 19  acc:   199 /   201 =  99.005
1, 20  acc:   235 /   244 =  96.311
1, 21  acc:    37 /    38 =  97.368
1, 22  acc:   105 /   107 =  98.131
1, 23  acc:    41 /    43 =  95.349
1, 24  acc:   694 /   713 =  97.335
1, 25  acc:    18 /    19 =  94.737
1, 26  acc:    73 /    77 =  94.805
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:   112 /   116 =  96.552
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    21 /    21 = 100.000
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:  1140 /  1174 =  97.104
1, 33  acc:    74 /    76 =  97.368
1, 34  acc:    44 /    46 =  95.652
1, 35  acc:    16 /    16 = 100.000
1, 36  acc:    32 /    33 =  96.970
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    29 /    30 =  96.667
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   268 /   274 =  97.810
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:    12 /    12 = 100.000
1, 43  acc:    11 /    11 = 100.000
1, 44  acc:    20 /    20 = 100.000
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:     8 /     9 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   407 /   416 =  97.837
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    30 /    30 = 100.000
1, 51  acc:    14 /    15 =  93.333
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    33 /    33 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   291 /   300 =  97.000
1, 57  acc:    15 /    16 =  93.750
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:    15 /    15 = 100.000
1, 60  acc:    18 /    19 =  94.737
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    21 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3898 /  3993 =  97.621
1, 65  acc:   540 /   552 =  97.826
1, 66  acc:   308 /   318 =  96.855
1, 67  acc:   135 /   140 =  96.429
1, 68  acc:   184 /   188 =  97.872
1, 69  acc:    43 /    44 =  97.727
1, 70  acc:    67 /    67 = 100.000
1, 71  acc:    12 /    13 =  92.308
1, 72  acc:    73 /    74 =  98.649
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    15 /    15 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   133 /   138 =  96.377
1, 81  acc:    14 /    16 =  87.500
1, 82  acc:    31 /    31 = 100.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    16 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    14 /    15 =  93.333
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    99 /   100 =  99.000
1, 95  acc:     6 /     7 =  85.714
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    19 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    24 /    24 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    21 /    21 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:     9 /     9 = 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:  6162 /  6336 =  97.254
1, 118  acc:  1490 /  1525 =  97.705
1, 119  acc:   403 /   414 =  97.343
1, 120  acc:   419 /   428 =  97.897
1, 121  acc:   112 /   116 =  96.552
1, 122  acc:    52 /    53 =  98.113
1, 123  acc:    16 /    16 = 100.000
1, 124  acc:    33 /    34 =  97.059
1, 125  acc:   330 /   339 =  97.345
1, 126  acc:   103 /   105 =  98.095
1, 127  acc:    22 /    24 =  91.667
1, 128  acc:    28 /    28 = 100.000
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:    10 /    10 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   339 /   350 =  96.857
1, 134  acc:    82 /    86 =  95.349
1, 135  acc:    25 /    28 =  89.286
1, 136  acc:    26 /    27 =  96.296
1, 137  acc:     6 /     6 = 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:    86 /    89 =  96.629
1, 142  acc:    17 /    17 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   140 /   142 =  98.592
1, 149  acc:    10 /    11 =  90.909
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     1 /     8 =  12.500
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    25 /    27 =  92.593
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     5 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    26 /    26 = 100.000
1, 160  acc:     3 /     5 =  60.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    17 /    17 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2523 /  2600 =  97.038
1, 170  acc:   480 /   497 =  96.579
1, 171  acc:   186 /   191 =  97.382
1, 172  acc:   132 /   137 =  96.350
1, 173  acc:    48 /    49 =  97.959
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    35 /    37 =  94.595
1, 177  acc:    63 /    64 =  98.438
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     0 /     0 =     nan
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    95 /    97 =  97.938
1, 185  acc:    25 /    25 = 100.000
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    99 /   101 =  98.020
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:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    12 =  91.667
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:    17 /    18 =  94.444
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 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:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263182 / 269038 =  97.823
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25187 / 25373 =  99.267
0, 1  acc: 31040 / 31282 =  99.226
0, 2  acc:  6108 /  6155 =  99.236
0, 3  acc: 24090 / 24292 =  99.168
0, 4  acc: 10722 / 10829 =  99.012
0, 5  acc:  5490 /  5541 =  99.080
0, 6  acc:  6725 /  6785 =  99.116
0, 7  acc: 11914 / 12016 =  99.151
1, 0  acc:  4401 /  4437 =  99.189
1, 1  acc:  4925 /  4962 =  99.254
1, 2  acc:  2249 /  2265 =  99.294
1, 3  acc:  2429 /  2446 =  99.305
1, 4  acc:  3108 /  3125 =  99.456
1, 5  acc:   994 /  1003 =  99.103
1, 6  acc:  3084 /  3111 =  99.132
1, 7  acc:  4639 /  4682 =  99.082
--------------------------------------
Average acc: 147105 / 148304 =  99.192
Robust  acc: 10722 / 10829 =  99.012
--------------------------------------
New max robust acc: 99.0119124572906
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed3.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed3.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: 49.808 | Best Acc: 96.438
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11374 / 12092 =  94.062
0, 1  acc: 13467 / 14179 =  94.978
0, 2  acc:  2819 /  3210 =  87.819
0, 3  acc: 11670 / 12101 =  96.438
0, 4  acc:  4884 /  5355 =  91.204
0, 5  acc:  2797 /  2980 =  93.859
0, 6  acc:  2829 /  3335 =  84.828
0, 7  acc:  4957 /  5723 =  86.615
1, 0  acc:  1264 /  2203 =  57.376
1, 1  acc:  1300 /  2270 =  57.269
1, 2  acc:   645 /  1216 =  53.043
1, 3  acc:   639 /  1260 =  50.714
1, 4  acc:   847 /  1627 =  52.059
1, 5  acc:   259 /   520 =  49.808
1, 6  acc:   943 /  1537 =  61.353
1, 7  acc:  1318 /  2246 =  58.682
------------------------------------
Average acc: 62012 / 71854 =  86.303
Robust  acc:   259 /   520 =  49.808
------------------------------------
Accuracies by groups:
0, 0  acc: 11374 / 12092 =  94.062
0, 1  acc: 13467 / 14179 =  94.978
0, 2  acc:  2819 /  3210 =  87.819
0, 3  acc: 11670 / 12101 =  96.438
0, 4  acc:  4884 /  5355 =  91.204
0, 5  acc:  2797 /  2980 =  93.859
0, 6  acc:  2829 /  3335 =  84.828
0, 7  acc:  4957 /  5723 =  86.615
1, 0  acc:  1264 /  2203 =  57.376
1, 1  acc:  1300 /  2270 =  57.269
1, 2  acc:   645 /  1216 =  53.043
1, 3  acc:   639 /  1260 =  50.714
1, 4  acc:   847 /  1627 =  52.059
1, 5  acc:   259 /   520 =  49.808
1, 6  acc:   943 /  1537 =  61.353
1, 7  acc:  1318 /  2246 =  58.682
------------------------------------
Average acc: 62012 / 71854 =  86.303
Robust  acc:   259 /   520 =  49.808
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11374 / 12092 =  94.062
0, 1  acc: 13467 / 14179 =  94.978
0, 2  acc:  2819 /  3210 =  87.819
0, 3  acc: 11670 / 12101 =  96.438
0, 4  acc:  4884 /  5355 =  91.204
0, 5  acc:  2797 /  2980 =  93.859
0, 6  acc:  2829 /  3335 =  84.828
0, 7  acc:  4957 /  5723 =  86.615
1, 0  acc:  1264 /  2203 =  57.376
1, 1  acc:  1300 /  2270 =  57.269
1, 2  acc:   645 /  1216 =  53.043
1, 3  acc:   639 /  1260 =  50.714
1, 4  acc:   847 /  1627 =  52.059
1, 5  acc:   259 /   520 =  49.808
1, 6  acc:   943 /  1537 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 2male 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  10[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[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: 98.515 | Val Loss: 0.000 | Val Acc: 98.898
Training:
Accuracies by groups:
0, 0  acc: 98297 / 99199 =  99.091
0, 1  acc:  8316 /  8430 =  98.648
0, 2  acc: 13058 / 13249 =  98.558
0, 3  acc:  6365 /  6453 =  98.636
0, 4  acc:  2369 /  2453 =  96.576
0, 5  acc:   270 /   288 =  93.750
0, 6  acc:   309 /   319 =  96.865
0, 7  acc:   328 /   341 =  96.188
0, 8  acc:  9789 /  9908 =  98.799
0, 9  acc:   658 /   673 =  97.771
0, 10  acc:   678 /   683 =  99.268
0, 11  acc:   463 /   475 =  97.474
0, 12  acc:   465 /   476 =  97.689
0, 13  acc:    48 /    49 =  97.959
0, 14  acc:    69 /    72 =  95.833
0, 15  acc:    33 /    37 =  89.189
0, 16  acc:  5425 /  5584 =  97.153
0, 17  acc:   203 /   207 =  98.068
0, 18  acc:   548 /   558 =  98.208
0, 19  acc:   168 /   173 =  97.110
0, 20  acc:   114 /   121 =  94.215
0, 21  acc:     9 /     9 = 100.000
0, 22  acc:    44 /    45 =  97.778
0, 23  acc:     4 /     7 =  57.143
0, 24  acc:   701 /   728 =  96.291
0, 25  acc:    32 /    33 =  96.970
0, 26  acc:    73 /    73 = 100.000
0, 27  acc:    30 /    30 = 100.000
0, 28  acc:    29 /    32 =  90.625
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     8 /     8 = 100.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1881 /  1908 =  98.585
0, 33  acc:    67 /    68 =  98.529
0, 34  acc:    75 /    76 =  98.684
0, 35  acc:    15 /    15 = 100.000
0, 36  acc:    37 /    38 =  97.368
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   582 /   587 =  99.148
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    26 /    28 =  92.857
0, 43  acc:    19 /    19 = 100.000
0, 44  acc:    12 /    13 =  92.308
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:     7 /     8 =  87.500
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   378 /   387 =  97.674
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    15 /    15 = 100.000
0, 51  acc:    18 /    19 =  94.737
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     2 /     3 =  66.667
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   340 /   352 =  96.591
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    18 /    20 =  90.000
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    12 /    16 =  75.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     5 /     6 =  83.333
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2485 /  2571 =  96.655
0, 65  acc:   334 /   345 =  96.812
0, 66  acc:   230 /   237 =  97.046
0, 67  acc:    92 /    94 =  97.872
0, 68  acc:    51 /    56 =  91.071
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    12 /    13 =  92.308
0, 71  acc:     4 /     4 = 100.000
0, 72  acc:    64 /    64 = 100.000
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    57 /    63 =  90.476
0, 81  acc:     7 /     8 =  87.500
0, 82  acc:    16 /    16 = 100.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     6 /     7 =  85.714
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    78 /    81 =  96.296
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     9 /     9 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     8 /     8 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    16 /    18 =  88.889
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     2 = 100.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:    11 /    11 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5645 /  5800 =  97.328
0, 118  acc:  1440 /  1474 =  97.693
0, 119  acc:   388 /   395 =  98.228
0, 120  acc:   364 /   374 =  97.326
0, 121  acc:    65 /    71 =  91.549
0, 122  acc:    25 /    26 =  96.154
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    25 /    26 =  96.154
0, 125  acc:   375 /   385 =  97.403
0, 126  acc:    94 /    94 = 100.000
0, 127  acc:    27 /    29 =  93.103
0, 128  acc:    24 /    25 =  96.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   176 =  92.045
0, 134  acc:    46 /    51 =  90.196
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    21 /    21 = 100.000
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    47 /    48 =  97.917
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   115 /   118 =  97.458
0, 149  acc:    15 /    16 =  93.750
0, 150  acc:     3 /     5 =  60.000
0, 151  acc:    12 /    14 =  85.714
0, 152  acc:     1 /     3 =  33.333
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    31 /    34 =  91.176
0, 155  acc:     3 /     5 =  60.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    20 /    22 =  90.909
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    10 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1460 /  1524 =  95.801
0, 170  acc:   326 /   346 =  94.220
0, 171  acc:    96 /   104 =  92.308
0, 172  acc:   128 /   133 =  96.241
0, 173  acc:    20 /    22 =  90.909
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    12 /    15 =  80.000
0, 177  acc:    81 /    81 = 100.000
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    43 /    45 =  95.556
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:    16 /    16 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    27 =  96.296
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    41 /    42 =  97.619
0, 197  acc:    12 /    12 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     3 /     3 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    21 /    23 =  91.304
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     8 /     9 =  88.889
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 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:     2 /     2 = 100.000
1, 0  acc: 41104 / 41684 =  98.609
1, 1  acc:  4558 /  4632 =  98.402
1, 2  acc:  7759 /  7889 =  98.352
1, 3  acc:  3128 /  3182 =  98.303
1, 4  acc:  3613 /  3665 =  98.581
1, 5  acc:   645 /   655 =  98.473
1, 6  acc:   392 /   400 =  98.000
1, 7  acc:   450 /   458 =  98.253
1, 8  acc:  3645 /  3713 =  98.169
1, 9  acc:   261 /   264 =  98.864
1, 10  acc:   340 /   343 =  99.125
1, 11  acc:   173 /   176 =  98.295
1, 12  acc:   582 /   590 =  98.644
1, 13  acc:    90 /    91 =  98.901
1, 14  acc:    79 /    82 =  96.341
1, 15  acc:    97 /    99 =  97.980
1, 16  acc:  5759 /  5878 =  97.976
1, 17  acc:   216 /   219 =  98.630
1, 18  acc:   460 /   470 =  97.872
1, 19  acc:   168 /   171 =  98.246
1, 20  acc:   238 /   244 =  97.541
1, 21  acc:    36 /    36 = 100.000
1, 22  acc:   104 /   106 =  98.113
1, 23  acc:    37 /    38 =  97.368
1, 24  acc:   714 /   729 =  97.942
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    79 /    80 =  98.750
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:   134 /   136 =  98.529
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    15 /    15 = 100.000
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1141 /  1168 =  97.688
1, 33  acc:    75 /    75 = 100.000
1, 34  acc:    44 /    45 =  97.778
1, 35  acc:    17 /    17 = 100.000
1, 36  acc:    33 /    35 =  94.286
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    26 /    26 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   280 /   284 =  98.592
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:    13 /    15 =  86.667
1, 43  acc:    13 /    13 = 100.000
1, 44  acc:    25 /    25 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   385 /   397 =  96.977
1, 49  acc:    12 /    12 = 100.000
1, 50  acc:    24 /    24 = 100.000
1, 51  acc:    11 /    13 =  84.615
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    22 =  90.909
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   266 /   274 =  97.080
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:    10 /    11 =  90.909
1, 60  acc:    10 /    12 =  83.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3908 /  3976 =  98.290
1, 65  acc:   601 /   611 =  98.363
1, 66  acc:   341 /   348 =  97.989
1, 67  acc:   153 /   155 =  98.710
1, 68  acc:   161 /   163 =  98.773
1, 69  acc:    25 /    25 = 100.000
1, 70  acc:    65 /    65 = 100.000
1, 71  acc:    19 /    19 = 100.000
1, 72  acc:    86 /    86 = 100.000
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    24 /    25 =  96.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   143 /   144 =  99.306
1, 81  acc:    24 /    26 =  92.308
1, 82  acc:    33 /    34 =  97.059
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    16 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     2 /     3 =  66.667
1, 94  acc:   112 /   113 =  99.115
1, 95  acc:    22 /    23 =  95.652
1, 96  acc:    18 /    18 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    13 =  92.308
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    22 /    22 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    19 /    19 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:     9 /     9 = 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:  6212 /  6332 =  98.105
1, 118  acc:  1479 /  1501 =  98.534
1, 119  acc:   402 /   408 =  98.529
1, 120  acc:   405 /   412 =  98.301
1, 121  acc:   136 /   139 =  97.842
1, 122  acc:    57 /    59 =  96.610
1, 123  acc:    25 /    25 = 100.000
1, 124  acc:    26 /    26 = 100.000
1, 125  acc:   409 /   418 =  97.847
1, 126  acc:    94 /    96 =  97.917
1, 127  acc:    20 /    20 = 100.000
1, 128  acc:    33 /    34 =  97.059
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   348 /   354 =  98.305
1, 134  acc:    70 /    70 = 100.000
1, 135  acc:    22 /    22 = 100.000
1, 136  acc:    30 /    30 = 100.000
1, 137  acc:     4 /     5 =  80.000
1, 138  acc:     7 /     7 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    77 /    79 =  97.468
1, 142  acc:    10 /    10 = 100.000
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   159 /   163 =  97.546
1, 149  acc:    19 /    19 = 100.000
1, 150  acc:     3 /     4 =  75.000
1, 151  acc:     7 /    12 =  58.333
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    37 /    37 = 100.000
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:    26 /    27 =  96.296
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    30 /    30 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2576 /  2630 =  97.947
1, 170  acc:   530 /   535 =  99.065
1, 171  acc:   172 /   178 =  96.629
1, 172  acc:   178 /   181 =  98.343
1, 173  acc:    43 /    46 =  93.478
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    27 /    30 =  90.000
1, 177  acc:    70 /    71 =  98.592
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     5 /     7 =  71.429
1, 184  acc:    89 /    90 =  98.889
1, 185  acc:    29 /    29 = 100.000
1, 186  acc:    25 /    25 = 100.000
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     6 /     6 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    91 /    96 =  94.792
1, 197  acc:     5 /     7 =  71.429
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    12 =  91.667
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:    20 /    20 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     9 /    10 =  90.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265043 / 269038 =  98.515
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25093 / 25373 =  98.896
0, 1  acc: 30934 / 31282 =  98.888
0, 2  acc:  6081 /  6155 =  98.798
0, 3  acc: 23991 / 24292 =  98.761
0, 4  acc: 10704 / 10829 =  98.846
0, 5  acc:  5481 /  5541 =  98.917
0, 6  acc:  6706 /  6785 =  98.836
0, 7  acc: 11886 / 12016 =  98.918
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4899 /  4962 =  98.730
1, 2  acc:  2248 /  2265 =  99.249
1, 3  acc:  2418 /  2446 =  98.855
1, 4  acc:  3096 /  3125 =  99.072
1, 5  acc:   989 /  1003 =  98.604
1, 6  acc:  3085 /  3111 =  99.164
1, 7  acc:  4618 /  4682 =  98.633
--------------------------------------
Average acc: 146605 / 148304 =  98.854
Robust  acc:   989 /  1003 =  98.604
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.595 | Best Acc: 92.653
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10912 / 12092 =  90.241
0, 1  acc: 12957 / 14179 =  91.382
0, 2  acc:  2442 /  3210 =  76.075
0, 3  acc: 11212 / 12101 =  92.653
0, 4  acc:  4447 /  5355 =  83.044
0, 5  acc:  2580 /  2980 =  86.577
0, 6  acc:  2553 /  3335 =  76.552
0, 7  acc:  4473 /  5723 =  78.158
1, 0  acc:  1491 /  2203 =  67.680
1, 1  acc:  1489 /  2270 =  65.595
1, 2  acc:   839 /  1216 =  68.997
1, 3  acc:   829 /  1260 =  65.794
1, 4  acc:  1090 /  1627 =  66.994
1, 5  acc:   361 /   520 =  69.423
1, 6  acc:  1124 /  1537 =  73.129
1, 7  acc:  1562 /  2246 =  69.546
------------------------------------
Average acc: 60361 / 71854 =  84.005
Robust  acc:  1489 /  2270 =  65.595
------------------------------------
Accuracies by groups:
0, 0  acc: 10912 / 12092 =  90.241
0, 1  acc: 12957 / 14179 =  91.382
0, 2  acc:  2442 /  3210 =  76.075
0, 3  acc: 11212 / 12101 =  92.653
0, 4  acc:  4447 /  5355 =  83.044
0, 5  acc:  2580 /  2980 =  86.577
0, 6  acc:  2553 /  3335 =  76.552
0, 7  acc:  4473 /  5723 =  78.158
1, 0  acc:  1491 /  2203 =  67.680
1, 1  acc:  1489 /  2270 =  65.595
1, 2  acc:   839 /  1216 =  68.997
1, 3  acc:   829 /  1260 =  65.794
1, 4  acc:  1090 /  1627 =  66.994
1, 5  acc:   361 /   520 =  69.423
1, 6  acc:  1124 /  1537 =  73.129
1, 7  acc:  1562 /  2246 =  69.546
------------------------------------
Average acc: 60361 / 71854 =  84.005
Robust  acc:  1489 /  2270 =  65.595
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10912 / 12092 =  90.241
0, 1  acc: 12957 / 14179 =  91.382
0, 2  acc:  2442 /  3210 =  76.075
0, 3  acc: 11212 / 12101 =  92.653
0, 4  acc:  4447 /  5355 =  83.044
0, 5  acc:  2580 /  2980 =  86.577
0, 6  acc:  2553 /  3335 =  76.552
0, 7  acc:  4473 /  5723 =  78.158
1, 0  acc:  1491 /  2203 =  67.680
1, 1  acc:  1489 /  2270 =  65.595
1, 2  acc:   839 /  1216 =  68.997
1, 3  acc:   829 /  1260 =  65.794
1, 4  acc:  1090 /  1627 =  66.994
1, 5  acc:   361 /   520 =  69.423
1, 6  acc:  1124 /  1537 =  73.129
1, 7  acc:  1562 /  2246 =  69.546
------------------------------------
Average acc: 60361 / 71854 =  84.005
Robust  acc:  1489 /  2270 =  65.595
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed3.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed3.pt
d_seed3.pt
4 =  86.081
Robust  acc:   271 /   520 =  52.115
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed3.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed3.pt
g/debias-end_seed3.pt
