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_seed1.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: 1
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=1-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed1.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7627, 0.1239],
        [0.0768, 0.0366]])
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: 0.021 | Train Acc: 85.386 | Val Loss: 0.000 | Val Acc: 90.672
Training:
Accuracies by groups:
0, 0  acc: 85083 / 91766 =  92.717
0, 1  acc:  7485 /  8252 =  90.705
0, 2  acc: 11724 / 13181 =  88.946
0, 3  acc:  5703 /  6421 =  88.818
0, 4  acc:  1881 /  2789 =  67.444
0, 5  acc:   162 /   335 =  48.358
0, 6  acc:   252 /   348 =  72.414
0, 7  acc:   260 /   346 =  75.145
0, 8  acc:  8677 /  9438 =  91.937
0, 9  acc:   580 /   659 =  88.012
0, 10  acc:   605 /   667 =  90.705
0, 11  acc:   398 /   443 =  89.842
0, 12  acc:   361 /   531 =  67.985
0, 13  acc:    45 /    71 =  63.380
0, 14  acc:    52 /    67 =  77.612
0, 15  acc:    28 /    40 =  70.000
0, 16  acc:  4886 /  6177 =  79.100
0, 17  acc:   170 /   203 =  83.744
0, 18  acc:   501 /   622 =  80.547
0, 19  acc:   160 /   194 =  82.474
0, 20  acc:   117 /   175 =  66.857
0, 21  acc:     4 /    13 =  30.769
0, 22  acc:    50 /    70 =  71.429
0, 23  acc:     7 /    16 =  43.750
0, 24  acc:   669 /   861 =  77.700
0, 25  acc:    36 /    41 =  87.805
0, 26  acc:    79 /    90 =  87.778
0, 27  acc:    21 /    28 =  75.000
0, 28  acc:    37 /    54 =  68.519
0, 29  acc:     4 /     6 =  66.667
0, 30  acc:     3 /     8 =  37.500
0, 31  acc:    12 /    13 =  92.308
0, 32  acc:  1966 /  2161 =  90.976
0, 33  acc:    89 /   100 =  89.000
0, 34  acc:    73 /    83 =  87.952
0, 35  acc:    24 /    28 =  85.714
0, 36  acc:    35 /    42 =  83.333
0, 37  acc:     4 /     7 =  57.143
0, 38  acc:    12 /    18 =  66.667
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   501 /   559 =  89.624
0, 41  acc:    18 /    19 =  94.737
0, 42  acc:    15 /    15 = 100.000
0, 43  acc:    14 /    14 = 100.000
0, 44  acc:    14 /    16 =  87.500
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /    14 =  42.857
0, 47  acc:     2 /     6 =  33.333
0, 48  acc:   282 /   383 =  73.629
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    23 /    25 =  92.000
0, 51  acc:    12 /    15 =  80.000
0, 52  acc:     1 /     4 =  25.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   331 /   396 =  83.586
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:    15 /    23 =  65.217
0, 59  acc:    13 /    15 =  86.667
0, 60  acc:    10 /    17 =  58.824
0, 61  acc:     0 /     1 =   0.000
0, 62  acc:     4 /     7 =  57.143
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1957 /  2751 =  71.138
0, 65  acc:   265 /   424 =  62.500
0, 66  acc:   208 /   284 =  73.239
0, 67  acc:    85 /   122 =  69.672
0, 68  acc:    37 /    71 =  52.113
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    10 /    18 =  55.556
0, 71  acc:     7 /    11 =  63.636
0, 72  acc:    66 /    75 =  88.000
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:     8 /     9 =  88.889
0, 76  acc:     2 /     5 =  40.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    43 /    77 =  55.844
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:    13 /    16 =  81.250
0, 83  acc:     6 /    10 =  60.000
0, 84  acc:     2 /     5 =  40.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     2 /     7 =  28.571
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     8 /    10 =  80.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     3 =   0.000
0, 94  acc:    49 /    67 =  73.134
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     1 /     2 =  50.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     5 /    10 =  50.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     3 /     4 =  75.000
0, 101  acc:     6 /     8 =  75.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    25 =  68.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     1 =   0.000
0, 110  acc:     1 /     4 =  25.000
0, 111  acc:     0 /     2 =   0.000
0, 112  acc:     4 /     9 =  44.444
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5820 /  7196 =  80.878
0, 118  acc:  1195 /  1568 =  76.212
0, 119  acc:   335 /   420 =  79.762
0, 120  acc:   294 /   365 =  80.548
0, 121  acc:    41 /    69 =  59.420
0, 122  acc:    19 /    25 =  76.000
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    22 /    34 =  64.706
0, 125  acc:   329 /   420 =  78.333
0, 126  acc:    88 /   120 =  73.333
0, 127  acc:    26 /    29 =  89.655
0, 128  acc:    34 /    49 =  69.388
0, 129  acc:     2 /     4 =  50.000
0, 130  acc:     2 /     4 =  50.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   131 /   222 =  59.009
0, 134  acc:    19 /    40 =  47.500
0, 135  acc:    18 /    27 =  66.667
0, 136  acc:    18 /    29 =  62.069
0, 137  acc:     7 /    11 =  63.636
0, 138  acc:     0 /     1 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    39 /    60 =  65.000
0, 142  acc:     2 /     9 =  22.222
0, 143  acc:     2 /     8 =  25.000
0, 144  acc:     9 /    14 =  64.286
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     3 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   106 /   125 =  84.800
0, 149  acc:    12 /    16 =  75.000
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:    13 /    20 =  65.000
0, 152  acc:     0 /     2 =   0.000
0, 153  acc:     2 /     5 =  40.000
0, 154  acc:    41 /    46 =  89.130
0, 155  acc:     3 /     8 =  37.500
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     3 /     3 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    11 /    19 =  57.895
0, 160  acc:     1 /     2 =  50.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    11 =  81.818
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     9 /    10 =  90.000
0, 167  acc:     0 /     3 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1146 /  1770 =  64.746
0, 170  acc:   243 /   394 =  61.675
0, 171  acc:    83 /   132 =  62.879
0, 172  acc:   133 /   191 =  69.634
0, 173  acc:    17 /    29 =  58.621
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    13 /    20 =  65.000
0, 177  acc:    59 /    72 =  81.944
0, 178  acc:     8 /    11 =  72.727
0, 179  acc:     5 /     8 =  62.500
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     2 /     4 =  50.000
0, 184  acc:    45 /    62 =  72.581
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     2 /     6 =  33.333
0, 187  acc:     1 /     8 =  12.500
0, 188  acc:     2 /     7 =  28.571
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    48 =  60.417
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     4 =   0.000
0, 196  acc:    34 /    42 =  80.952
0, 197  acc:     8 /    12 =  66.667
0, 198  acc:     3 /    13 =  23.077
0, 199  acc:     6 /     8 =  75.000
0, 200  acc:     4 /     6 =  66.667
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    16 /    18 =  88.889
0, 205  acc:     3 /     4 =  75.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     0 /     1 =   0.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
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:     6 /    10 =  60.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     3 =  66.667
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 36540 / 43966 =  83.110
1, 1  acc:  3799 /  4739 =  80.165
1, 2  acc:  6331 /  8097 =  78.189
1, 3  acc:  2773 /  3576 =  77.545
1, 4  acc:  3236 /  3889 =  83.209
1, 5  acc:   569 /   663 =  85.822
1, 6  acc:   340 /   403 =  84.367
1, 7  acc:   394 /   479 =  82.255
1, 8  acc:  2943 /  3980 =  73.945
1, 9  acc:   224 /   287 =  78.049
1, 10  acc:   264 /   350 =  75.429
1, 11  acc:   151 /   203 =  74.384
1, 12  acc:   521 /   625 =  83.360
1, 13  acc:    53 /    68 =  77.941
1, 14  acc:    79 /   114 =  69.298
1, 15  acc:    56 /    93 =  60.215
1, 16  acc:  4699 /  6079 =  77.299
1, 17  acc:   165 /   214 =  77.103
1, 18  acc:   320 /   430 =  74.419
1, 19  acc:   131 /   178 =  73.596
1, 20  acc:   212 /   244 =  86.885
1, 21  acc:    32 /    32 = 100.000
1, 22  acc:    91 /   111 =  81.982
1, 23  acc:    25 /    29 =  86.207
1, 24  acc:   565 /   767 =  73.664
1, 25  acc:    10 /    17 =  58.824
1, 26  acc:    70 /    90 =  77.778
1, 27  acc:     9 /    11 =  81.818
1, 28  acc:    94 /   113 =  83.186
1, 29  acc:     4 /     5 =  80.000
1, 30  acc:    26 /    27 =  96.296
1, 31  acc:     9 /    10 =  90.000
1, 32  acc:   929 /  1248 =  74.439
1, 33  acc:    48 /    60 =  80.000
1, 34  acc:    30 /    39 =  76.923
1, 35  acc:    15 /    20 =  75.000
1, 36  acc:    34 /    39 =  87.179
1, 37  acc:     4 /     6 =  66.667
1, 38  acc:    23 /    29 =  79.310
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   223 /   300 =  74.333
1, 41  acc:    10 /    12 =  83.333
1, 42  acc:     2 /    10 =  20.000
1, 43  acc:    15 /    22 =  68.182
1, 44  acc:    16 /    24 =  66.667
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     7 /    11 =  63.636
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   326 /   427 =  76.347
1, 49  acc:    11 /    12 =  91.667
1, 50  acc:    21 /    33 =  63.636
1, 51  acc:    19 /    22 =  86.364
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    23 =  69.565
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   233 /   310 =  75.161
1, 57  acc:    12 /    16 =  75.000
1, 58  acc:    11 /    13 =  84.615
1, 59  acc:     6 /     8 =  75.000
1, 60  acc:    17 /    25 =  68.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3371 /  4052 =  83.193
1, 65  acc:   483 /   603 =  80.100
1, 66  acc:   297 /   363 =  81.818
1, 67  acc:   117 /   159 =  73.585
1, 68  acc:   178 /   195 =  91.282
1, 69  acc:    24 /    24 = 100.000
1, 70  acc:    41 /    49 =  83.673
1, 71  acc:    20 /    22 =  90.909
1, 72  acc:    87 /    97 =  89.691
1, 73  acc:     4 /     5 =  80.000
1, 74  acc:     0 /     3 =   0.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    20 /    22 =  90.909
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   133 /   158 =  84.177
1, 81  acc:    14 /    20 =  70.000
1, 82  acc:    24 /    35 =  68.571
1, 83  acc:     5 /     6 =  83.333
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    25 /    27 =  92.593
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     4 /     6 =  66.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     3 =  66.667
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    76 /    97 =  78.351
1, 95  acc:     7 /     9 =  77.778
1, 96  acc:    11 /    13 =  84.615
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /    10 =  80.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    20 =  95.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     7 /     7 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    20 /    23 =  86.957
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    11 =  81.818
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     0 /     2 =   0.000
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:  4537 /  6188 =  73.319
1, 118  acc:  1123 /  1502 =  74.767
1, 119  acc:   288 /   358 =  80.447
1, 120  acc:   313 /   411 =  76.156
1, 121  acc:    96 /   103 =  93.204
1, 122  acc:    49 /    60 =  81.667
1, 123  acc:    14 /    24 =  58.333
1, 124  acc:    21 /    25 =  84.000
1, 125  acc:   300 /   411 =  72.993
1, 126  acc:    64 /    91 =  70.330
1, 127  acc:    21 /    32 =  65.625
1, 128  acc:    24 /    40 =  60.000
1, 129  acc:    19 /    20 =  95.000
1, 130  acc:     5 /     7 =  71.429
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     2 /     6 =  33.333
1, 133  acc:   282 /   356 =  79.213
1, 134  acc:    33 /    53 =  62.264
1, 135  acc:    33 /    40 =  82.500
1, 136  acc:    15 /    23 =  65.217
1, 137  acc:     0 /     0 =     nan
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    62 /    95 =  65.263
1, 142  acc:     7 /    12 =  58.333
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     2 /     4 =  50.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   101 /   144 =  70.139
1, 149  acc:    14 /    16 =  87.500
1, 150  acc:     9 /    10 =  90.000
1, 151  acc:     4 /    17 =  23.529
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    22 /    31 =  70.968
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     4 =  75.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    19 /    22 =  86.364
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    11 /    21 =  52.381
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:  2197 /  2746 =  80.007
1, 170  acc:   449 /   533 =  84.240
1, 171  acc:   169 /   214 =  78.972
1, 172  acc:   137 /   167 =  82.036
1, 173  acc:    35 /    49 =  71.429
1, 174  acc:    12 /    16 =  75.000
1, 175  acc:     3 /     5 =  60.000
1, 176  acc:    19 /    34 =  55.882
1, 177  acc:    44 /    60 =  73.333
1, 178  acc:     4 /     7 =  57.143
1, 179  acc:     3 /     6 =  50.000
1, 180  acc:     5 /     7 =  71.429
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     5 /     6 =  83.333
1, 183  acc:     8 /    13 =  61.538
1, 184  acc:    74 /   100 =  74.000
1, 185  acc:    24 /    27 =  88.889
1, 186  acc:    10 /    13 =  76.923
1, 187  acc:    11 /    12 =  91.667
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     6 =  16.667
1, 190  acc:    15 /    16 =  93.750
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    70 /    89 =  78.652
1, 197  acc:     4 /     7 =  57.143
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     4 /     5 =  80.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /     9 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:    14 /    14 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 229721 / 269038 =  85.386
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23093 / 25373 =  91.014
0, 1  acc: 28517 / 31282 =  91.161
0, 2  acc:  5546 /  6155 =  90.106
0, 3  acc: 22007 / 24292 =  90.594
0, 4  acc:  9823 / 10829 =  90.710
0, 5  acc:  5010 /  5541 =  90.417
0, 6  acc:  6168 /  6785 =  90.906
0, 7  acc: 10925 / 12016 =  90.920
1, 0  acc:  4007 /  4437 =  90.309
1, 1  acc:  4526 /  4962 =  91.213
1, 2  acc:  2029 /  2265 =  89.581
1, 3  acc:  2203 /  2446 =  90.065
1, 4  acc:  2805 /  3125 =  89.760
1, 5  acc:   914 /  1003 =  91.127
1, 6  acc:  2849 /  3111 =  91.578
1, 7  acc:  4268 /  4682 =  91.158
--------------------------------------
Average acc: 134690 / 148304 =  90.820
Robust  acc:  2029 /  2265 =  89.581
--------------------------------------
New max robust acc: 89.58057395143489
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed1.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed1.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 3 224[1[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.928 | Best Acc: 88.365
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10076 / 12092 =  83.328
0, 1  acc: 12057 / 14179 =  85.034
0, 2  acc:  2142 /  3210 =  66.729
0, 3  acc: 10693 / 12101 =  88.365
0, 4  acc:  3923 /  5355 =  73.259
0, 5  acc:  2509 /  2980 =  84.195
0, 6  acc:  2132 /  3335 =  63.928
0, 7  acc:  3954 /  5723 =  69.090
1, 0  acc:  1775 /  2203 =  80.572
1, 1  acc:  1790 /  2270 =  78.855
1, 2  acc:   978 /  1216 =  80.428
1, 3  acc:   966 /  1260 =  76.667
1, 4  acc:  1318 /  1627 =  81.008
1, 5  acc:   399 /   520 =  76.731
1, 6  acc:  1270 /  1537 =  82.628
1, 7  acc:  1788 /  2246 =  79.608
------------------------------------
Average acc: 57770 / 71854 =  80.399
Robust  acc:  2132 /  3335 =  63.928
------------------------------------
Accuracies by groups:
0, 0  acc: 10076 / 12092 =  83.328
0, 1  acc: 12057 / 14179 =  85.034
0, 2  acc:  2142 /  3210 =  66.729
0, 3  acc: 10693 / 12101 =  88.365
0, 4  acc:  3923 /  5355 =  73.259
0, 5  acc:  2509 /  2980 =  84.195
0, 6  acc:  2132 /  3335 =  63.928
0, 7  acc:  3954 /  5723 =  69.090
1, 0  acc:  1775 /  2203 =  80.572
1, 1  acc:  1790 /  2270 =  78.855
1, 2  acc:   978 /  1216 =  80.428
1, 3  acc:   966 /  1260 =  76.667
1, 4  acc:  1318 /  1627 =  81.008
1, 5  acc:   399 /   520 =  76.731
1, 6  acc:  1270 /  1537 =  82.628
1, 7  acc:  1788 /  2246 =  79.608
------------------------------------
Average acc: 57770 / 71854 =  80.399
Robust  acc:  2132 /  3335 =  63.928
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10076 / 12092 =  83.328
0, 1  acc: 12057 / 14179 =  85.034
0, 2  acc:  2142 /  3210 =  66.729
0, 3  acc: 10693 / 12101 =  88.365
0, 4  acc:  3923 /  5355 =  73.259
0, 5  acc:  2509 /  2980 =  84.195
0, 6  acc:  2132 /  3335 =  63.928
0, 7  acc:  3954 /  5723 =  69.090
1, 0  acc:  1775 /  2203 =  80.572
1, 1  acc:  1790 /  2270 =  78.855
1, 2  acc:   978 /  1216 =  80.428
1, 3  acc:   966 /  1260 =  76.667
1, 4  acc:  1318 /  1627 =  81.008
1, 5  acc:   399 /   520 =  76.731
1, 6  acc:  1270 /  1537 =  82.628
1, 7  acc:  1788 /  2246 =  79.608
------------------------------------
Average acc: 57770 / 71854 =  80.399
Robust  acc:  2132 /  3335 =  63.928
------------------------------------

t_total is 141male 0
mamale 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[2[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: 93.426 | Val Loss: 0.000 | Val Acc: 96.833
Training:
Accuracies by groups:
0, 0  acc: 87990 / 91569 =  96.091
0, 1  acc:  7755 /  8134 =  95.341
0, 2  acc: 12728 / 13457 =  94.583
0, 3  acc:  6284 /  6682 =  94.044
0, 4  acc:  2354 /  2773 =  84.890
0, 5  acc:   256 /   312 =  82.051
0, 6  acc:   355 /   406 =  87.438
0, 7  acc:   306 /   363 =  84.298
0, 8  acc:  8974 /  9406 =  95.407
0, 9  acc:   549 /   594 =  92.424
0, 10  acc:   625 /   656 =  95.274
0, 11  acc:   443 /   479 =  92.484
0, 12  acc:   406 /   495 =  82.020
0, 13  acc:    44 /    53 =  83.019
0, 14  acc:    58 /    70 =  82.857
0, 15  acc:    22 /    36 =  61.111
0, 16  acc:  5587 /  6236 =  89.593
0, 17  acc:   201 /   229 =  87.773
0, 18  acc:   568 /   628 =  90.446
0, 19  acc:   157 /   179 =  87.709
0, 20  acc:    79 /   110 =  71.818
0, 21  acc:     5 /     6 =  83.333
0, 22  acc:    46 /    54 =  85.185
0, 23  acc:    11 /    16 =  68.750
0, 24  acc:   742 /   839 =  88.439
0, 25  acc:    41 /    43 =  95.349
0, 26  acc:    62 /    68 =  91.176
0, 27  acc:    21 /    24 =  87.500
0, 28  acc:    35 /    44 =  79.545
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     6 /    16 =  37.500
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1972 /  2076 =  94.990
0, 33  acc:    83 /    93 =  89.247
0, 34  acc:    81 /    85 =  95.294
0, 35  acc:    23 /    24 =  95.833
0, 36  acc:    42 /    50 =  84.000
0, 37  acc:     5 /     6 =  83.333
0, 38  acc:    15 /    19 =  78.947
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   502 /   536 =  93.657
0, 41  acc:    25 /    26 =  96.154
0, 42  acc:    24 /    27 =  88.889
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    18 /    20 =  90.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   384 /   433 =  88.684
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    25 /    27 =  92.593
0, 51  acc:    19 /    20 =  95.000
0, 52  acc:     3 /     6 =  50.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   341 /   375 =  90.933
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    17 /    18 =  94.444
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    21 /    25 =  84.000
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     5 /     7 =  71.429
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2392 /  2822 =  84.763
0, 65  acc:   338 /   413 =  81.840
0, 66  acc:   264 /   303 =  87.129
0, 67  acc:   134 /   143 =  93.706
0, 68  acc:    65 /    82 =  79.268
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    23 /    32 =  71.875
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    82 /    90 =  91.111
0, 73  acc:     2 /     2 = 100.000
0, 74  acc:    11 /    12 =  91.667
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    75 /    97 =  77.320
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:     8 /     9 =  88.889
0, 83  acc:     5 /     6 =  83.333
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     2 /     4 =  50.000
0, 86  acc:    15 /    15 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    69 /    80 =  86.250
0, 95  acc:     3 /     4 =  75.000
0, 96  acc:     4 /     5 =  80.000
0, 97  acc:     3 /     3 = 100.000
0, 98  acc:    10 /    12 =  83.333
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     2 /     4 =  50.000
0, 101  acc:     7 /     8 =  87.500
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:    12 /    15 =  80.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     7 =  57.143
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:  6245 /  6945 =  89.921
0, 118  acc:  1493 /  1671 =  89.348
0, 119  acc:   389 /   418 =  93.062
0, 120  acc:   355 /   396 =  89.646
0, 121  acc:    62 /    78 =  79.487
0, 122  acc:    29 /    30 =  96.667
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    26 /    32 =  81.250
0, 125  acc:   389 /   435 =  89.425
0, 126  acc:    96 /   110 =  87.273
0, 127  acc:    31 /    33 =  93.939
0, 128  acc:    45 /    49 =  91.837
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   179 /   217 =  82.488
0, 134  acc:    36 /    67 =  53.731
0, 135  acc:    25 /    29 =  86.207
0, 136  acc:    28 /    30 =  93.333
0, 137  acc:    12 /    17 =  70.588
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    54 /    66 =  81.818
0, 142  acc:     9 /    12 =  75.000
0, 143  acc:     4 /     6 =  66.667
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   127 /   137 =  92.701
0, 149  acc:    15 /    19 =  78.947
0, 150  acc:     2 /     5 =  40.000
0, 151  acc:     3 /     8 =  37.500
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    42 /    44 =  95.455
0, 155  acc:     2 /     3 =  66.667
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    21 /    24 =  87.500
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /    11 =  72.727
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1563 /  1872 =  83.494
0, 170  acc:   358 /   442 =  80.995
0, 171  acc:   106 /   133 =  79.699
0, 172  acc:   163 /   184 =  88.587
0, 173  acc:    20 /    27 =  74.074
0, 174  acc:     4 /     6 =  66.667
0, 175  acc:     2 /     4 =  50.000
0, 176  acc:    11 /    17 =  64.706
0, 177  acc:    74 /    86 =  86.047
0, 178  acc:    12 /    14 =  85.714
0, 179  acc:    11 /    14 =  78.571
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    42 /    52 =  80.769
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:     6 /     8 =  75.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    26 =  80.769
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    41 /    50 =  82.000
0, 197  acc:    13 /    16 =  81.250
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    18 /    19 =  94.737
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     7 /     8 =  87.500
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     2 =   0.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     6 =  66.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 41434 / 44070 =  94.019
1, 1  acc:  4505 /  4821 =  93.445
1, 2  acc:  7514 /  8138 =  92.332
1, 3  acc:  3194 /  3480 =  91.782
1, 4  acc:  3616 /  3933 =  91.940
1, 5  acc:   641 /   683 =  93.851
1, 6  acc:   341 /   371 =  91.914
1, 7  acc:   429 /   464 =  92.457
1, 8  acc:  3550 /  3930 =  90.331
1, 9  acc:   250 /   269 =  92.937
1, 10  acc:   347 /   382 =  90.838
1, 11  acc:   182 /   196 =  92.857
1, 12  acc:   523 /   577 =  90.641
1, 13  acc:    62 /    75 =  82.667
1, 14  acc:    90 /    97 =  92.784
1, 15  acc:    94 /   110 =  85.455
1, 16  acc:  5478 /  6002 =  91.270
1, 17  acc:   210 /   227 =  92.511
1, 18  acc:   430 /   478 =  89.958
1, 19  acc:   178 /   194 =  91.753
1, 20  acc:   194 /   203 =  95.567
1, 21  acc:    40 /    41 =  97.561
1, 22  acc:    72 /    84 =  85.714
1, 23  acc:    26 /    32 =  81.250
1, 24  acc:   707 /   794 =  89.043
1, 25  acc:    12 /    13 =  92.308
1, 26  acc:    74 /    81 =  91.358
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:   108 /   111 =  97.297
1, 29  acc:     7 /     9 =  77.778
1, 30  acc:    15 /    16 =  93.750
1, 31  acc:     5 /     7 =  71.429
1, 32  acc:  1047 /  1159 =  90.336
1, 33  acc:    52 /    56 =  92.857
1, 34  acc:    54 /    62 =  87.097
1, 35  acc:    23 /    25 =  92.000
1, 36  acc:    36 /    38 =  94.737
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    27 /    28 =  96.429
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   271 /   296 =  91.554
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:     3 /     5 =  60.000
1, 43  acc:    17 /    18 =  94.444
1, 44  acc:    19 /    22 =  86.364
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:     7 /     9 =  77.778
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   324 /   371 =  87.332
1, 49  acc:     9 /    10 =  90.000
1, 50  acc:    32 /    35 =  91.429
1, 51  acc:    20 /    20 = 100.000
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    24 =  83.333
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   319 /   351 =  90.883
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     7 /    12 =  58.333
1, 60  acc:    19 /    21 =  90.476
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3604 /  3922 =  91.892
1, 65  acc:   537 /   580 =  92.586
1, 66  acc:   280 /   308 =  90.909
1, 67  acc:   127 /   138 =  92.029
1, 68  acc:   174 /   192 =  90.625
1, 69  acc:    34 /    38 =  89.474
1, 70  acc:    48 /    50 =  96.000
1, 71  acc:    23 /    23 = 100.000
1, 72  acc:    93 /    96 =  96.875
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     7 /    10 =  70.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   118 /   130 =  90.769
1, 81  acc:    14 /    17 =  82.353
1, 82  acc:    27 /    32 =  84.375
1, 83  acc:    11 /    11 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    16 =  93.750
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:    93 /   101 =  92.079
1, 95  acc:    16 /    17 =  94.118
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    11 =  90.909
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    18 =  94.444
1, 101  acc:     1 /     1 = 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:     9 /    12 =  75.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    17 =  94.118
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     2 /     4 =  50.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  5598 /  6309 =  88.730
1, 118  acc:  1385 /  1527 =  90.701
1, 119  acc:   321 /   368 =  87.228
1, 120  acc:   383 /   423 =  90.544
1, 121  acc:    99 /   110 =  90.000
1, 122  acc:    68 /    71 =  95.775
1, 123  acc:    21 /    24 =  87.500
1, 124  acc:    25 /    30 =  83.333
1, 125  acc:   387 /   425 =  91.059
1, 126  acc:    91 /   100 =  91.000
1, 127  acc:    17 /    20 =  85.000
1, 128  acc:    40 /    42 =  95.238
1, 129  acc:    20 /    20 = 100.000
1, 130  acc:     3 /     6 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     8 =  75.000
1, 133  acc:   294 /   325 =  90.462
1, 134  acc:    64 /    72 =  88.889
1, 135  acc:    29 /    31 =  93.548
1, 136  acc:    22 /    29 =  75.862
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    69 /    77 =  89.610
1, 142  acc:    14 /    16 =  87.500
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   132 /   152 =  86.842
1, 149  acc:    12 /    16 =  75.000
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     6 /    11 =  54.545
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    27 /    34 =  79.412
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    20 /    24 =  83.333
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    17 /    18 =  94.444
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2419 /  2681 =  90.228
1, 170  acc:   495 /   542 =  91.328
1, 171  acc:   167 /   180 =  92.778
1, 172  acc:   155 /   168 =  92.262
1, 173  acc:    36 /    40 =  90.000
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    26 /    35 =  74.286
1, 177  acc:    67 /    72 =  93.056
1, 178  acc:     4 /     7 =  57.143
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    18 /    19 =  94.737
1, 184  acc:    89 /   104 =  85.577
1, 185  acc:    18 /    22 =  81.818
1, 186  acc:    12 /    13 =  92.308
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     0 /     2 =   0.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     9 /    10 =  90.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    88 /   102 =  86.275
1, 197  acc:     8 /     9 =  88.889
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /    11 =  63.636
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:    21 /    22 =  95.455
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    13 /    13 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251352 / 269038 =  93.426
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24563 / 25373 =  96.808
0, 1  acc: 30281 / 31282 =  96.800
0, 2  acc:  5964 /  6155 =  96.897
0, 3  acc: 23470 / 24292 =  96.616
0, 4  acc: 10507 / 10829 =  97.027
0, 5  acc:  5370 /  5541 =  96.914
0, 6  acc:  6560 /  6785 =  96.684
0, 7  acc: 11646 / 12016 =  96.921
1, 0  acc:  4282 /  4437 =  96.507
1, 1  acc:  4811 /  4962 =  96.957
1, 2  acc:  2182 /  2265 =  96.336
1, 3  acc:  2368 /  2446 =  96.811
1, 4  acc:  3031 /  3125 =  96.992
1, 5  acc:   962 /  1003 =  95.912
1, 6  acc:  3010 /  3111 =  96.753
1, 7  acc:  4543 /  4682 =  97.031
--------------------------------------
Average acc: 143550 / 148304 =  96.794
Robust  acc:   962 /  1003 =  95.912
--------------------------------------
New max robust acc: 95.91226321036889
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed1.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed1.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 57[106466  120[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.444 | Best Acc: 93.992
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11045 / 12092 =  91.341
0, 1  acc: 13107 / 14179 =  92.440
0, 2  acc:  2703 /  3210 =  84.206
0, 3  acc: 11374 / 12101 =  93.992
0, 4  acc:  4672 /  5355 =  87.246
0, 5  acc:  2688 /  2980 =  90.201
0, 6  acc:  2605 /  3335 =  78.111
0, 7  acc:  4591 /  5723 =  80.220
1, 0  acc:  1444 /  2203 =  65.547
1, 1  acc:  1435 /  2270 =  63.216
1, 2  acc:   735 /  1216 =  60.444
1, 3  acc:   765 /  1260 =  60.714
1, 4  acc:   984 /  1627 =  60.479
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1486 /  2246 =  66.162
------------------------------------
Average acc: 61012 / 71854 =  84.911
Robust  acc:   735 /  1216 =  60.444
------------------------------------
Accuracies by groups:
0, 0  acc: 11045 / 12092 =  91.341
0, 1  acc: 13107 / 14179 =  92.440
0, 2  acc:  2703 /  3210 =  84.206
0, 3  acc: 11374 / 12101 =  93.992
0, 4  acc:  4672 /  5355 =  87.246
0, 5  acc:  2688 /  2980 =  90.201
0, 6  acc:  2605 /  3335 =  78.111
0, 7  acc:  4591 /  5723 =  80.220
1, 0  acc:  1444 /  2203 =  65.547
1, 1  acc:  1435 /  2270 =  63.216
1, 2  acc:   735 /  1216 =  60.444
1, 3  acc:   765 /  1260 =  60.714
1, 4  acc:   984 /  1627 =  60.479
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1486 /  2246 =  66.162
------------------------------------
Average acc: 61012 / 71854 =  84.911
Robust  acc:   735 /  1216 =  60.444
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11045 / 12092 =  91.341
0, 1  acc: 13107 / 14179 =  92.440
0, 2  acc:  2703 /  3210 =  84.206
0, 3  acc: 11374 / 12101 =  93.992
0, 4  acc:  4672 /  5355 =  87.246
0, 5  acc:  2688 /  2980 =  90.201
0, 6  acc:  2605 /  3335 =  78.111
0, 7  acc:  4591 /  5723 =  80.220
1, 0  acc:  1444 /  2203 =  65.547
1, 1  acc:  1435 /  2270 =  63.216
1, 2  acc:   735 /  1216 =  60.444
1, 3  acc:   765 /  1260 =  60.714
1, 4  acc:   984 /  1627 =  60.479
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1486 /  2246 =  66.162
------------------------------------
Average acc: 61012 / 71854 =  84.911
Robust  acc:   735 /  1216 =  60.444
------------------------------------

t_total is male 0
[2131male 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 1 120[213150  253[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: 96.601 | Val Loss: 0.000 | Val Acc: 98.265
Training:
Accuracies by groups:
0, 0  acc: 89797 / 91787 =  97.832
0, 1  acc:  7944 /  8178 =  97.139
0, 2  acc: 12871 / 13273 =  96.971
0, 3  acc:  6352 /  6567 =  96.726
0, 4  acc:  2503 /  2748 =  91.084
0, 5  acc:   319 /   355 =  89.859
0, 6  acc:   353 /   387 =  91.214
0, 7  acc:   320 /   356 =  89.888
0, 8  acc:  9078 /  9388 =  96.698
0, 9  acc:   656 /   688 =  95.349
0, 10  acc:   613 /   635 =  96.535
0, 11  acc:   463 /   476 =  97.269
0, 12  acc:   478 /   524 =  91.221
0, 13  acc:    41 /    47 =  87.234
0, 14  acc:    89 /    93 =  95.699
0, 15  acc:    48 /    53 =  90.566
0, 16  acc:  6004 /  6346 =  94.611
0, 17  acc:   210 /   225 =  93.333
0, 18  acc:   605 /   632 =  95.728
0, 19  acc:   162 /   172 =  94.186
0, 20  acc:   137 /   159 =  86.164
0, 21  acc:    18 /    22 =  81.818
0, 22  acc:    47 /    52 =  90.385
0, 23  acc:    10 /    13 =  76.923
0, 24  acc:   794 /   855 =  92.865
0, 25  acc:    39 /    41 =  95.122
0, 26  acc:    80 /    83 =  96.386
0, 27  acc:    22 /    25 =  88.000
0, 28  acc:    38 /    45 =  84.444
0, 29  acc:     5 /     8 =  62.500
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2051 /  2115 =  96.974
0, 33  acc:    94 /    97 =  96.907
0, 34  acc:    85 /    88 =  96.591
0, 35  acc:    19 /    19 = 100.000
0, 36  acc:    44 /    47 =  93.617
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    22 /    23 =  95.652
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   526 /   547 =  96.161
0, 41  acc:    19 /    21 =  90.476
0, 42  acc:    22 /    23 =  95.652
0, 43  acc:    23 /    23 = 100.000
0, 44  acc:    28 /    29 =  96.552
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   388 /   413 =  93.947
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    27 /    27 = 100.000
0, 51  acc:    20 /    22 =  90.909
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   362 /   380 =  95.263
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    15 /    17 =  88.235
0, 59  acc:    14 /    15 =  93.333
0, 60  acc:    14 /    16 =  87.500
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    11 /    12 =  91.667
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2563 /  2772 =  92.460
0, 65  acc:   363 /   394 =  92.132
0, 66  acc:   263 /   288 =  91.319
0, 67  acc:   121 /   129 =  93.798
0, 68  acc:    55 /    59 =  93.220
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    20 /    22 =  90.909
0, 71  acc:     9 /    10 =  90.000
0, 72  acc:    80 /    84 =  95.238
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     1 /     1 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    86 =  89.535
0, 81  acc:    10 /    14 =  71.429
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     6 /     7 =  85.714
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     6 /     9 =  66.667
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     4 /     4 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    68 /    73 =  93.151
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    14 =  78.571
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     8 /     8 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    19 /    20 =  95.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     2 /     4 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    11 =  90.909
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6607 /  7015 =  94.184
0, 118  acc:  1511 /  1593 =  94.852
0, 119  acc:   393 /   419 =  93.795
0, 120  acc:   360 /   391 =  92.072
0, 121  acc:    57 /    68 =  83.824
0, 122  acc:    24 /    27 =  88.889
0, 123  acc:    14 /    15 =  93.333
0, 124  acc:    23 /    24 =  95.833
0, 125  acc:   379 /   399 =  94.987
0, 126  acc:   114 /   123 =  92.683
0, 127  acc:    46 /    48 =  95.833
0, 128  acc:    42 /    45 =  93.333
0, 129  acc:     9 /     9 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   224 /   243 =  92.181
0, 134  acc:    44 /    54 =  81.481
0, 135  acc:    25 /    25 = 100.000
0, 136  acc:    33 /    35 =  94.286
0, 137  acc:     7 /     8 =  87.500
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    67 /    75 =  89.333
0, 142  acc:    10 /    11 =  90.909
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    11 /    11 = 100.000
0, 145  acc:     1 /     2 =  50.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   126 /   134 =  94.030
0, 149  acc:    24 /    24 = 100.000
0, 150  acc:     8 /     9 =  88.889
0, 151  acc:     2 /     9 =  22.222
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    30 /    31 =  96.774
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    28 /    34 =  82.353
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     0 /     0 =     nan
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1534 /  1691 =  90.716
0, 170  acc:   355 /   400 =  88.750
0, 171  acc:   102 /   114 =  89.474
0, 172  acc:   163 /   176 =  92.614
0, 173  acc:    19 /    22 =  86.364
0, 174  acc:     1 /     1 = 100.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    17 /    18 =  94.444
0, 177  acc:    54 /    60 =  90.000
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    54 /    58 =  93.103
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     4 /     4 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    19 /    19 = 100.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    39 /    45 =  86.667
0, 197  acc:     6 /     6 = 100.000
0, 198  acc:     8 /     8 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    21 /    24 =  87.500
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     8 /     8 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     5 /     6 =  83.333
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 42842 / 44136 =  97.068
1, 1  acc:  4503 /  4645 =  96.943
1, 2  acc:  7728 /  8007 =  96.516
1, 3  acc:  3330 /  3464 =  96.132
1, 4  acc:  3720 /  3854 =  96.523
1, 5  acc:   627 /   643 =  97.512
1, 6  acc:   386 /   400 =  96.500
1, 7  acc:   462 /   480 =  96.250
1, 8  acc:  3840 /  4023 =  95.451
1, 9  acc:   287 /   299 =  95.987
1, 10  acc:   317 /   337 =  94.065
1, 11  acc:   171 /   180 =  95.000
1, 12  acc:   600 /   629 =  95.390
1, 13  acc:    74 /    77 =  96.104
1, 14  acc:    74 /    81 =  91.358
1, 15  acc:    89 /    92 =  96.739
1, 16  acc:  5717 /  5995 =  95.363
1, 17  acc:   205 /   212 =  96.698
1, 18  acc:   437 /   452 =  96.681
1, 19  acc:   176 /   182 =  96.703
1, 20  acc:   221 /   231 =  95.671
1, 21  acc:    30 /    30 = 100.000
1, 22  acc:   108 /   112 =  96.429
1, 23  acc:    27 /    31 =  87.097
1, 24  acc:   732 /   774 =  94.574
1, 25  acc:    13 /    13 = 100.000
1, 26  acc:    78 /    80 =  97.500
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:   124 /   131 =  94.656
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:  1130 /  1172 =  96.416
1, 33  acc:    77 /    78 =  98.718
1, 34  acc:    45 /    49 =  91.837
1, 35  acc:    16 /    16 = 100.000
1, 36  acc:    48 /    50 =  96.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    31 /    31 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   304 /   311 =  97.749
1, 41  acc:    17 /    18 =  94.444
1, 42  acc:    12 /    14 =  85.714
1, 43  acc:    31 /    32 =  96.875
1, 44  acc:    17 /    18 =  94.444
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   366 /   392 =  93.367
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    35 /    36 =  97.222
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:    12 /    12 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    35 =  97.143
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   284 /   304 =  93.421
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    24 /    25 =  96.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    14 =  92.857
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4002 /  4143 =  96.597
1, 65  acc:   580 /   602 =  96.346
1, 66  acc:   349 /   364 =  95.879
1, 67  acc:   157 /   162 =  96.914
1, 68  acc:   177 /   189 =  93.651
1, 69  acc:    27 /    27 = 100.000
1, 70  acc:    45 /    50 =  90.000
1, 71  acc:    13 /    14 =  92.857
1, 72  acc:    97 /    97 = 100.000
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   144 /   147 =  97.959
1, 81  acc:    15 /    16 =  93.750
1, 82  acc:    46 /    47 =  97.872
1, 83  acc:    11 /    11 = 100.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    18 =  88.889
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    17 =  94.118
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     5 =  80.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:   109 /   114 =  95.614
1, 95  acc:     9 /     9 = 100.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     5 /     6 =  83.333
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     3 /     4 =  75.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    20 /    22 =  90.909
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    17 =  94.118
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:     7 /     8 =  87.500
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:  6092 /  6385 =  95.411
1, 118  acc:  1456 /  1511 =  96.360
1, 119  acc:   393 /   411 =  95.620
1, 120  acc:   397 /   421 =  94.299
1, 121  acc:   110 /   116 =  94.828
1, 122  acc:    52 /    55 =  94.545
1, 123  acc:    28 /    28 = 100.000
1, 124  acc:    26 /    27 =  96.296
1, 125  acc:   339 /   350 =  96.857
1, 126  acc:    98 /    99 =  98.990
1, 127  acc:    17 /    19 =  89.474
1, 128  acc:    40 /    42 =  95.238
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   339 /   354 =  95.763
1, 134  acc:    51 /    52 =  98.077
1, 135  acc:    29 /    30 =  96.667
1, 136  acc:    27 /    28 =  96.429
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    75 /    81 =  92.593
1, 142  acc:    12 /    12 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   130 /   142 =  91.549
1, 149  acc:     5 /     9 =  55.556
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:    13 /    15 =  86.667
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    19 /    20 =  95.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    33 =  96.970
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    17 /    17 = 100.000
1, 165  acc:     3 /     4 =  75.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2643 /  2726 =  96.955
1, 170  acc:   490 /   512 =  95.703
1, 171  acc:   184 /   192 =  95.833
1, 172  acc:   159 /   164 =  96.951
1, 173  acc:    42 /    44 =  95.455
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    31 /    35 =  88.571
1, 177  acc:    64 /    67 =  95.522
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     7 /     9 =  77.778
1, 180  acc:     5 /     6 =  83.333
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    94 /    98 =  95.918
1, 185  acc:    17 /    17 = 100.000
1, 186  acc:    16 /    17 =  94.118
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     6 /     6 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     3 /     3 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    77 /    82 =  93.902
1, 197  acc:    11 /    11 = 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:    19 /    22 =  86.364
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    17 /    19 =  89.474
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     4 =  75.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    13 /    13 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259894 / 269038 =  96.601
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24935 / 25373 =  98.274
0, 1  acc: 30747 / 31282 =  98.290
0, 2  acc:  6037 /  6155 =  98.083
0, 3  acc: 23894 / 24292 =  98.362
0, 4  acc: 10644 / 10829 =  98.292
0, 5  acc:  5461 /  5541 =  98.556
0, 6  acc:  6673 /  6785 =  98.349
0, 7  acc: 11815 / 12016 =  98.327
1, 0  acc:  4360 /  4437 =  98.265
1, 1  acc:  4873 /  4962 =  98.206
1, 2  acc:  2225 /  2265 =  98.234
1, 3  acc:  2404 /  2446 =  98.283
1, 4  acc:  3066 /  3125 =  98.112
1, 5  acc:   984 /  1003 =  98.106
1, 6  acc:  3064 /  3111 =  98.489
1, 7  acc:  4594 /  4682 =  98.120
--------------------------------------
Average acc: 145776 / 148304 =  98.295
Robust  acc:  6037 /  6155 =  98.083
--------------------------------------
New max robust acc: 98.08285946385053
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed1.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed1.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 5[106466  1209[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.460 | Best Acc: 94.562
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11122 / 12092 =  91.978
0, 1  acc: 13185 / 14179 =  92.990
0, 2  acc:  2665 /  3210 =  83.022
0, 3  acc: 11443 / 12101 =  94.562
0, 4  acc:  4625 /  5355 =  86.368
0, 5  acc:  2706 /  2980 =  90.805
0, 6  acc:  2616 /  3335 =  78.441
0, 7  acc:  4826 /  5723 =  84.326
1, 0  acc:  1436 /  2203 =  65.184
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   743 /  1216 =  61.102
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:  1020 /  1627 =  62.692
1, 5  acc:   329 /   520 =  63.269
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1426 /  2246 =  63.491
------------------------------------
Average acc: 61365 / 71854 =  85.402
Robust  acc:   724 /  1260 =  57.460
------------------------------------
Accuracies by groups:
0, 0  acc: 11122 / 12092 =  91.978
0, 1  acc: 13185 / 14179 =  92.990
0, 2  acc:  2665 /  3210 =  83.022
0, 3  acc: 11443 / 12101 =  94.562
0, 4  acc:  4625 /  5355 =  86.368
0, 5  acc:  2706 /  2980 =  90.805
0, 6  acc:  2616 /  3335 =  78.441
0, 7  acc:  4826 /  5723 =  84.326
1, 0  acc:  1436 /  2203 =  65.184
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   743 /  1216 =  61.102
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:  1020 /  1627 =  62.692
1, 5  acc:   329 /   520 =  63.269
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1426 /  2246 =  63.491
------------------------------------
Average acc: 61365 / 71854 =  85.402
Robust  acc:   724 /  1260 =  57.460
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11122 / 12092 =  91.978
0, 1  acc: 13185 / 14179 =  92.990
0, 2  acc:  2665 /  3210 =  83.022
0, 3  acc: 11443 / 12101 =  94.562
0, 4  acc:  4625 /  5355 =  86.368
0, 5  acc:  2706 /  2980 =  90.805
0, 6  acc:  2616 /  3335 =  78.441
0, 7  acc:  4826 /  5723 =  84.326
1, 0  acc:  1436 /  2203 =  65.184
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   743 /  1216 =  61.102
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:  1020 /  1627 =  62.692
1, 5  acc:   329 /   520 =  63.269
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1426 /  2246 =  63.491
------------------------------------
Average acc: 61365 / 71854 =  85.402
Robust  acc:   724 /  1260 =  57.460
------------------------------------

t_total ismale 0
[21315male 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 12[213150  2537[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: 97.949 | Val Loss: 0.000 | Val Acc: 98.596
Training:
Accuracies by groups:
0, 0  acc: 90495 / 91755 =  98.627
0, 1  acc:  8018 /  8169 =  98.152
0, 2  acc: 12860 / 13151 =  97.787
0, 3  acc:  6563 /  6682 =  98.219
0, 4  acc:  2713 /  2841 =  95.495
0, 5  acc:   296 /   324 =  91.358
0, 6  acc:   321 /   344 =  93.314
0, 7  acc:   339 /   362 =  93.646
0, 8  acc:  9131 /  9277 =  98.426
0, 9  acc:   604 /   617 =  97.893
0, 10  acc:   677 /   692 =  97.832
0, 11  acc:   449 /   464 =  96.767
0, 12  acc:   495 /   516 =  95.930
0, 13  acc:    51 /    52 =  98.077
0, 14  acc:    73 /    74 =  98.649
0, 15  acc:    40 /    43 =  93.023
0, 16  acc:  6135 /  6331 =  96.904
0, 17  acc:   221 /   227 =  97.357
0, 18  acc:   661 /   681 =  97.063
0, 19  acc:   166 /   169 =  98.225
0, 20  acc:   142 /   150 =  94.667
0, 21  acc:    18 /    20 =  90.000
0, 22  acc:    65 /    69 =  94.203
0, 23  acc:     6 /    11 =  54.545
0, 24  acc:   783 /   815 =  96.074
0, 25  acc:    39 /    43 =  90.698
0, 26  acc:    78 /    80 =  97.500
0, 27  acc:    22 /    23 =  95.652
0, 28  acc:    37 /    38 =  97.368
0, 29  acc:     7 /     7 = 100.000
0, 30  acc:     4 /     4 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2173 /  2216 =  98.060
0, 33  acc:    98 /    99 =  98.990
0, 34  acc:    91 /    92 =  98.913
0, 35  acc:    33 /    34 =  97.059
0, 36  acc:    32 /    33 =  96.970
0, 37  acc:     1 /     1 = 100.000
0, 38  acc:    21 /    21 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   513 /   524 =  97.901
0, 41  acc:    26 /    26 = 100.000
0, 42  acc:    14 /    14 = 100.000
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    21 /    21 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   399 /   417 =  95.683
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    24 /    26 =  92.308
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   358 /   381 =  93.963
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    14 /    15 =  93.333
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     3 /     4 =  75.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2670 /  2797 =  95.459
0, 65  acc:   387 /   406 =  95.320
0, 66  acc:   271 /   281 =  96.441
0, 67  acc:   127 /   131 =  96.947
0, 68  acc:    63 /    67 =  94.030
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    18 /    19 =  94.737
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    64 /    66 =  96.970
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    16 =  93.750
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     8 /     8 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    83 /    88 =  94.318
0, 81  acc:     9 /    12 =  75.000
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:    12 /    13 =  92.308
0, 84  acc:     6 /     8 =  75.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     8 =  87.500
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    79 /    84 =  94.048
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:    10 /    10 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    15 /    15 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    20 /    21 =  95.238
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6773 /  7009 =  96.633
0, 118  acc:  1606 /  1666 =  96.399
0, 119  acc:   413 /   428 =  96.495
0, 120  acc:   356 /   373 =  95.442
0, 121  acc:    57 /    64 =  89.062
0, 122  acc:    34 /    37 =  91.892
0, 123  acc:     6 /     7 =  85.714
0, 124  acc:    25 /    26 =  96.154
0, 125  acc:   419 /   434 =  96.544
0, 126  acc:    94 /    99 =  94.949
0, 127  acc:    30 /    31 =  96.774
0, 128  acc:    41 /    41 = 100.000
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   217 /   228 =  95.175
0, 134  acc:    57 /    59 =  96.610
0, 135  acc:    25 /    25 = 100.000
0, 136  acc:    26 /    27 =  96.296
0, 137  acc:    11 /    11 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    65 /    66 =  98.485
0, 142  acc:    10 /    11 =  90.909
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   135 /   137 =  98.540
0, 149  acc:    17 /    17 = 100.000
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:     9 /    12 =  75.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    53 /    54 =  98.148
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    26 /    26 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    17 =  88.235
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1687 /  1767 =  95.473
0, 170  acc:   364 /   389 =  93.573
0, 171  acc:   132 /   137 =  96.350
0, 172  acc:   170 /   179 =  94.972
0, 173  acc:    21 /    22 =  95.455
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     5 /     6 =  83.333
0, 176  acc:    11 /    15 =  73.333
0, 177  acc:    57 /    57 = 100.000
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    66 /    69 =  95.652
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:    11 /    12 =  91.667
0, 187  acc:     4 /     6 =  66.667
0, 188  acc:     5 /     6 =  83.333
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    37 /    37 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     3 /     4 =  75.000
0, 196  acc:    49 /    52 =  94.231
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    27 /    27 = 100.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     6 /     7 =  85.714
0, 210  acc:     2 /     3 =  66.667
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     3 =  66.667
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     5 =  80.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 43173 / 43931 =  98.275
1, 1  acc:  4686 /  4786 =  97.911
1, 2  acc:  7913 /  8104 =  97.643
1, 3  acc:  3372 /  3454 =  97.626
1, 4  acc:  3780 /  3851 =  98.156
1, 5  acc:   666 /   681 =  97.797
1, 6  acc:   376 /   383 =  98.172
1, 7  acc:   463 /   470 =  98.511
1, 8  acc:  3803 /  3911 =  97.239
1, 9  acc:   269 /   273 =  98.535
1, 10  acc:   355 /   367 =  96.730
1, 11  acc:   173 /   178 =  97.191
1, 12  acc:   588 /   599 =  98.164
1, 13  acc:    83 /    87 =  95.402
1, 14  acc:    88 /    95 =  92.632
1, 15  acc:   105 /   106 =  99.057
1, 16  acc:  5822 /  5966 =  97.586
1, 17  acc:   219 /   222 =  98.649
1, 18  acc:   451 /   467 =  96.574
1, 19  acc:   180 /   182 =  98.901
1, 20  acc:   223 /   226 =  98.673
1, 21  acc:    26 /    26 = 100.000
1, 22  acc:    89 /    92 =  96.739
1, 23  acc:    32 /    35 =  91.429
1, 24  acc:   717 /   743 =  96.501
1, 25  acc:    20 /    20 = 100.000
1, 26  acc:    77 /    79 =  97.468
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:   131 /   132 =  99.242
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:     3 /     3 = 100.000
1, 32  acc:  1220 /  1259 =  96.902
1, 33  acc:    77 /    79 =  97.468
1, 34  acc:    50 /    51 =  98.039
1, 35  acc:    18 /    19 =  94.737
1, 36  acc:    42 /    43 =  97.674
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    32 /    32 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   274 /   283 =  96.820
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:     7 /     8 =  87.500
1, 43  acc:    23 /    23 = 100.000
1, 44  acc:    15 /    15 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   388 /   393 =  98.728
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    25 /    27 =  92.593
1, 51  acc:    18 /    18 = 100.000
1, 52  acc:    12 /    12 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    26 /    26 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   304 /   321 =  94.704
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:    12 /    12 = 100.000
1, 60  acc:    31 /    33 =  93.939
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    17 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4014 /  4095 =  98.022
1, 65  acc:   526 /   544 =  96.691
1, 66  acc:   325 /   332 =  97.892
1, 67  acc:   148 /   153 =  96.732
1, 68  acc:   195 /   198 =  98.485
1, 69  acc:    35 /    37 =  94.595
1, 70  acc:    49 /    49 = 100.000
1, 71  acc:    16 /    16 = 100.000
1, 72  acc:    83 /    84 =  98.810
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   157 /   161 =  97.516
1, 81  acc:    12 /    17 =  70.588
1, 82  acc:    37 /    37 = 100.000
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    15 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    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:     1 /     1 = 100.000
1, 93  acc:     8 /     8 = 100.000
1, 94  acc:   105 /   109 =  96.330
1, 95  acc:    12 /    12 = 100.000
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    16 =  93.750
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    28 /    30 =  93.333
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    11 /    11 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  6273 /  6455 =  97.180
1, 118  acc:  1529 /  1564 =  97.762
1, 119  acc:   397 /   407 =  97.543
1, 120  acc:   378 /   389 =  97.172
1, 121  acc:   105 /   109 =  96.330
1, 122  acc:    51 /    54 =  94.444
1, 123  acc:    22 /    23 =  95.652
1, 124  acc:    25 /    26 =  96.154
1, 125  acc:   392 /   403 =  97.270
1, 126  acc:   106 /   108 =  98.148
1, 127  acc:    18 /    18 = 100.000
1, 128  acc:    24 /    24 = 100.000
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     5 =  80.000
1, 133  acc:   343 /   348 =  98.563
1, 134  acc:    63 /    66 =  95.455
1, 135  acc:    35 /    35 = 100.000
1, 136  acc:    29 /    30 =  96.667
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    90 /    91 =  98.901
1, 142  acc:    11 /    11 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     6 /     6 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   140 /   146 =  95.890
1, 149  acc:    15 /    16 =  93.750
1, 150  acc:     7 /     8 =  87.500
1, 151  acc:     9 /    13 =  69.231
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    34 /    37 =  91.892
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     7 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    18 /    18 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    22 /    22 = 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:  2643 /  2698 =  97.961
1, 170  acc:   528 /   534 =  98.876
1, 171  acc:   189 /   193 =  97.927
1, 172  acc:   158 /   163 =  96.933
1, 173  acc:    49 /    51 =  96.078
1, 174  acc:    10 /    10 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    35 /    36 =  97.222
1, 177  acc:    53 /    54 =  98.148
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:    10 /    11 =  90.909
1, 181  acc:     5 /     6 =  83.333
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    14 /    14 = 100.000
1, 184  acc:    96 /    98 =  97.959
1, 185  acc:    29 /    30 =  96.667
1, 186  acc:    11 /    12 =  91.667
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    72 /    74 =  97.297
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    15 =  86.667
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    12 =  91.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /    10 =  90.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 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:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263520 / 269038 =  97.949
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25036 / 25373 =  98.672
0, 1  acc: 30868 / 31282 =  98.677
0, 2  acc:  6081 /  6155 =  98.798
0, 3  acc: 23968 / 24292 =  98.666
0, 4  acc: 10670 / 10829 =  98.532
0, 5  acc:  5474 /  5541 =  98.791
0, 6  acc:  6689 /  6785 =  98.585
0, 7  acc: 11834 / 12016 =  98.485
1, 0  acc:  4363 /  4437 =  98.332
1, 1  acc:  4882 /  4962 =  98.388
1, 2  acc:  2221 /  2265 =  98.057
1, 3  acc:  2419 /  2446 =  98.896
1, 4  acc:  3081 /  3125 =  98.592
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:  3071 /  3111 =  98.714
1, 7  acc:  4612 /  4682 =  98.505
--------------------------------------
Average acc: 146261 / 148304 =  98.622
Robust  acc:  2221 /  2265 =  98.057
--------------------------------------
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: 61.154 | Best Acc: 93.521
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10708 / 12092 =  88.554
0, 1  acc: 12762 / 14179 =  90.006
0, 2  acc:  2437 /  3210 =  75.919
0, 3  acc: 11317 / 12101 =  93.521
0, 4  acc:  4619 /  5355 =  86.256
0, 5  acc:  2681 /  2980 =  89.966
0, 6  acc:  2345 /  3335 =  70.315
0, 7  acc:  4375 /  5723 =  76.446
1, 0  acc:  1569 /  2203 =  71.221
1, 1  acc:  1574 /  2270 =  69.339
1, 2  acc:   844 /  1216 =  69.408
1, 3  acc:   788 /  1260 =  62.540
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:  1179 /  1537 =  76.708
1, 7  acc:  1589 /  2246 =  70.748
------------------------------------
Average acc: 60100 / 71854 =  83.642
Robust  acc:   318 /   520 =  61.154
------------------------------------
Accuracies by groups:
0, 0  acc: 10708 / 12092 =  88.554
0, 1  acc: 12762 / 14179 =  90.006
0, 2  acc:  2437 /  3210 =  75.919
0, 3  acc: 11317 / 12101 =  93.521
0, 4  acc:  4619 /  5355 =  86.256
0, 5  acc:  2681 /  2980 =  89.966
0, 6  acc:  2345 /  3335 =  70.315
0, 7  acc:  4375 /  5723 =  76.446
1, 0  acc:  1569 /  2203 =  71.221
1, 1  acc:  1574 /  2270 =  69.339
1, 2  acc:   844 /  1216 =  69.408
1, 3  acc:   788 /  1260 =  62.540
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:  1179 /  1537 =  76.708
1, 7  acc:  1589 /  2246 =  70.748
------------------------------------
Average acc: 60100 / 71854 =  83.642
Robust  acc:   318 /   520 =  61.154
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10708 / 12092 =  88.554
0, 1  acc: 12762 / 14179 =  90.006
0, 2  acc:  2437 /  3210 =  75.919
0, 3  acc: 11317 / 12101 =  93.521
0, 4  acc:  4619 /  5355 =  86.256
0, 5  acc:  2681 /  2980 =  89.966
0, 6  acc:  2345 /  3335 =  70.315
0, 7  acc:  4375 /  5723 =  76.446
1, 0  acc:  1569 /  2203 =  71.221
1, 1  acc:  1574 /  2270 =  69.339
1, 2  acc:   844 /  1216 =  69.408
1, 3  acc:   788 /  1260 =  62.540
1, 4  acc:   995 /  1627 =  61.156
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:  1179 /  1537 =  76.708
1, 7  acc:  1589 /  2246 =  70.748
------------------------------------
Average acc: 60100 / 71854 =  83.642
Robust  acc:   318 /   520 =  61.154
------------------------------------

t_total is 141372male 0male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.580 | Val Loss: 0.000 | Val Acc: 98.853
Training:
Accuracies by groups:
0, 0  acc: 90533 / 91358 =  99.097
0, 1  acc:  8198 /  8286 =  98.938
0, 2  acc: 13001 / 13165 =  98.754
0, 3  acc:  6533 /  6636 =  98.448
0, 4  acc:  2618 /  2709 =  96.641
0, 5  acc:   332 /   350 =  94.857
0, 6  acc:   364 /   371 =  98.113
0, 7  acc:   356 /   375 =  94.933
0, 8  acc:  9257 /  9376 =  98.731
0, 9  acc:   629 /   636 =  98.899
0, 10  acc:   632 /   641 =  98.596
0, 11  acc:   440 /   448 =  98.214
0, 12  acc:   529 /   540 =  97.963
0, 13  acc:    45 /    46 =  97.826
0, 14  acc:    82 /    84 =  97.619
0, 15  acc:    35 /    37 =  94.595
0, 16  acc:  6231 /  6383 =  97.619
0, 17  acc:   239 /   244 =  97.951
0, 18  acc:   603 /   616 =  97.890
0, 19  acc:   195 /   199 =  97.990
0, 20  acc:   123 /   132 =  93.182
0, 21  acc:    20 /    20 = 100.000
0, 22  acc:    44 /    44 = 100.000
0, 23  acc:     9 /    15 =  60.000
0, 24  acc:   819 /   840 =  97.500
0, 25  acc:    41 /    41 = 100.000
0, 26  acc:    74 /    74 = 100.000
0, 27  acc:    30 /    30 = 100.000
0, 28  acc:    54 /    56 =  96.429
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2116 /  2142 =  98.786
0, 33  acc:    69 /    72 =  95.833
0, 34  acc:   105 /   107 =  98.131
0, 35  acc:    32 /    32 = 100.000
0, 36  acc:    41 /    42 =  97.619
0, 37  acc:    11 /    12 =  91.667
0, 38  acc:    23 /    23 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   542 /   549 =  98.725
0, 41  acc:    28 /    28 = 100.000
0, 42  acc:    21 /    24 =  87.500
0, 43  acc:    23 /    23 = 100.000
0, 44  acc:    18 /    19 =  94.737
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   399 /   406 =  98.276
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    26 /    26 = 100.000
0, 51  acc:    11 /    11 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   390 /   395 =  98.734
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    22 /    23 =  95.652
0, 59  acc:    15 /    16 =  93.750
0, 60  acc:    13 /    13 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2746 /  2837 =  96.792
0, 65  acc:   366 /   385 =  95.065
0, 66  acc:   292 /   303 =  96.370
0, 67  acc:   102 /   104 =  98.077
0, 68  acc:    65 /    70 =  92.857
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    21 /    21 = 100.000
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    81 /    81 = 100.000
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    14 /    15 =  93.333
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:    99 /   105 =  94.286
0, 81  acc:     4 /     7 =  57.143
0, 82  acc:    10 /    11 =  90.909
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     3 /     3 = 100.000
0, 86  acc:    10 /    11 =  90.909
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     5 /     5 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    78 /    78 = 100.000
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    12 =  91.667
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:    10 /    11 =  90.909
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    30 /    31 =  96.774
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     3 /     3 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     3 /     3 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6854 /  7005 =  97.844
0, 118  acc:  1544 /  1573 =  98.156
0, 119  acc:   412 /   423 =  97.400
0, 120  acc:   416 /   425 =  97.882
0, 121  acc:    72 /    75 =  96.000
0, 122  acc:    18 /    18 = 100.000
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    25 /    25 = 100.000
0, 125  acc:   404 /   411 =  98.297
0, 126  acc:   125 /   127 =  98.425
0, 127  acc:    25 /    26 =  96.154
0, 128  acc:    38 /    39 =  97.436
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   217 /   224 =  96.875
0, 134  acc:    56 /    57 =  98.246
0, 135  acc:    32 /    32 = 100.000
0, 136  acc:    37 /    37 = 100.000
0, 137  acc:     9 /    11 =  81.818
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    69 /    70 =  98.571
0, 142  acc:    10 /    11 =  90.909
0, 143  acc:     9 /     9 = 100.000
0, 144  acc:    13 /    13 = 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:   117 /   120 =  97.500
0, 149  acc:    18 /    18 = 100.000
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:     8 /    16 =  50.000
0, 152  acc:     6 /     6 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    40 /    41 =  97.561
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    20 /    21 =  95.238
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    15 =  93.333
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     1 /     1 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1781 /  1847 =  96.427
0, 170  acc:   379 /   392 =  96.684
0, 171  acc:   141 /   145 =  97.241
0, 172  acc:   174 /   179 =  97.207
0, 173  acc:    20 /    22 =  90.909
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    19 /    22 =  86.364
0, 177  acc:    93 /    94 =  98.936
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     9 /     9 = 100.000
0, 184  acc:    67 /    68 =  98.529
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:    10 /    10 = 100.000
0, 187  acc:     3 /     4 =  75.000
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    29 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     4 /     4 = 100.000
0, 196  acc:    51 /    52 =  98.077
0, 197  acc:    10 /    11 =  90.909
0, 198  acc:     6 /     6 = 100.000
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    22 /    23 =  95.652
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:    11 /    12 =  91.667
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     3 /     4 =  75.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     3 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 43496 / 44050 =  98.742
1, 1  acc:  4626 /  4692 =  98.593
1, 2  acc:  7867 /  8000 =  98.338
1, 3  acc:  3528 /  3578 =  98.603
1, 4  acc:  3662 /  3725 =  98.309
1, 5  acc:   684 /   696 =  98.276
1, 6  acc:   366 /   373 =  98.123
1, 7  acc:   449 /   460 =  97.609
1, 8  acc:  3981 /  4057 =  98.127
1, 9  acc:   281 /   286 =  98.252
1, 10  acc:   350 /   356 =  98.315
1, 11  acc:   169 /   170 =  99.412
1, 12  acc:   623 /   628 =  99.204
1, 13  acc:    81 /    84 =  96.429
1, 14  acc:    99 /   100 =  99.000
1, 15  acc:   108 /   110 =  98.182
1, 16  acc:  6037 /  6155 =  98.083
1, 17  acc:   215 /   219 =  98.174
1, 18  acc:   468 /   473 =  98.943
1, 19  acc:   167 /   171 =  97.661
1, 20  acc:   242 /   248 =  97.581
1, 21  acc:    39 /    39 = 100.000
1, 22  acc:    84 /    87 =  96.552
1, 23  acc:    26 /    27 =  96.296
1, 24  acc:   798 /   820 =  97.317
1, 25  acc:    15 /    17 =  88.235
1, 26  acc:    81 /    81 = 100.000
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:   119 /   122 =  97.541
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    28 /    28 = 100.000
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1156 /  1176 =  98.299
1, 33  acc:    76 /    77 =  98.701
1, 34  acc:    51 /    51 = 100.000
1, 35  acc:    27 /    27 = 100.000
1, 36  acc:    44 /    44 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    28 /    29 =  96.552
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   278 /   283 =  98.233
1, 41  acc:    13 /    14 =  92.857
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:     7 /     8 =  87.500
1, 44  acc:    26 /    26 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   422 /   432 =  97.685
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    26 /    26 = 100.000
1, 51  acc:    22 /    22 = 100.000
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    31 /    32 =  96.875
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   304 /   308 =  98.701
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     9 /    10 =  90.000
1, 60  acc:    18 /    18 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4027 /  4092 =  98.412
1, 65  acc:   547 /   555 =  98.559
1, 66  acc:   365 /   375 =  97.333
1, 67  acc:   141 /   144 =  97.917
1, 68  acc:   179 /   183 =  97.814
1, 69  acc:    43 /    43 = 100.000
1, 70  acc:    62 /    64 =  96.875
1, 71  acc:     9 /    10 =  90.000
1, 72  acc:    66 /    67 =  98.507
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   119 /   125 =  95.200
1, 81  acc:    16 /    18 =  88.889
1, 82  acc:    48 /    49 =  97.959
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    20 /    20 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    15 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   104 /   107 =  97.196
1, 95  acc:    15 /    16 =  93.750
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    21 /    21 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    19 /    19 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    12 /    12 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    13 /    13 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  6269 /  6369 =  98.430
1, 118  acc:  1572 /  1603 =  98.066
1, 119  acc:   357 /   361 =  98.892
1, 120  acc:   390 /   398 =  97.990
1, 121  acc:    93 /    98 =  94.898
1, 122  acc:    72 /    75 =  96.000
1, 123  acc:    21 /    21 = 100.000
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   379 /   385 =  98.442
1, 126  acc:   117 /   122 =  95.902
1, 127  acc:    29 /    29 = 100.000
1, 128  acc:    34 /    35 =  97.143
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:    12 /    12 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   338 /   341 =  99.120
1, 134  acc:    68 /    70 =  97.143
1, 135  acc:    25 /    25 = 100.000
1, 136  acc:    20 /    21 =  95.238
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     5 /     6 =  83.333
1, 141  acc:    78 /    82 =  95.122
1, 142  acc:    10 /    11 =  90.909
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     4 /     4 = 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:   153 /   156 =  98.077
1, 149  acc:    12 /    12 = 100.000
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:    22 /    27 =  81.481
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    24 /    25 =  96.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     7 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    33 =  96.970
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    18 /    18 = 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:  2658 /  2709 =  98.117
1, 170  acc:   497 /   505 =  98.416
1, 171  acc:   220 /   225 =  97.778
1, 172  acc:   181 /   184 =  98.370
1, 173  acc:    48 /    49 =  97.959
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    38 /    39 =  97.436
1, 177  acc:    64 /    66 =  96.970
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     7 /     7 = 100.000
1, 184  acc:    91 /    92 =  98.913
1, 185  acc:    20 /    20 = 100.000
1, 186  acc:    13 /    14 =  92.857
1, 187  acc:     8 /     9 =  88.889
1, 188  acc:     4 /     4 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    69 /    76 =  90.789
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:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    10 = 100.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    15 =  93.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265218 / 269038 =  98.580
Robust  acc:     2 /     4 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25076 / 25373 =  98.829
0, 1  acc: 30918 / 31282 =  98.836
0, 2  acc:  6072 /  6155 =  98.652
0, 3  acc: 24025 / 24292 =  98.901
0, 4  acc: 10703 / 10829 =  98.836
0, 5  acc:  5476 /  5541 =  98.827
0, 6  acc:  6703 /  6785 =  98.791
0, 7  acc: 11877 / 12016 =  98.843
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4902 /  4962 =  98.791
1, 2  acc:  2241 /  2265 =  98.940
1, 3  acc:  2416 /  2446 =  98.774
1, 4  acc:  3087 /  3125 =  98.784
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3083 /  3111 =  99.100
1, 7  acc:  4630 /  4682 =  98.889
--------------------------------------
Average acc: 146575 / 148304 =  98.834
Robust  acc:  4376 /  4437 =  98.625
--------------------------------------
New max robust acc: 98.6251972053189
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed1.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed1.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.810 | Best Acc: 93.116
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10739 / 12092 =  88.811
0, 1  acc: 12816 / 14179 =  90.387
0, 2  acc:  2500 /  3210 =  77.882
0, 3  acc: 11268 / 12101 =  93.116
0, 4  acc:  4495 /  5355 =  83.940
0, 5  acc:  2612 /  2980 =  87.651
0, 6  acc:  2456 /  3335 =  73.643
0, 7  acc:  4297 /  5723 =  75.083
1, 0  acc:  1553 /  2203 =  70.495
1, 1  acc:  1526 /  2270 =  67.225
1, 2  acc:   817 /  1216 =  67.188
1, 3  acc:   804 /  1260 =  63.810
1, 4  acc:  1054 /  1627 =  64.782
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1613 /  2246 =  71.817
------------------------------------
Average acc: 60020 / 71854 =  83.530
Robust  acc:   804 /  1260 =  63.810
------------------------------------
Accuracies by groups:
0, 0  acc: 10739 / 12092 =  88.811
0, 1  acc: 12816 / 14179 =  90.387
0, 2  acc:  2500 /  3210 =  77.882
0, 3  acc: 11268 / 12101 =  93.116
0, 4  acc:  4495 /  5355 =  83.940
0, 5  acc:  2612 /  2980 =  87.651
0, 6  acc:  2456 /  3335 =  73.643
0, 7  acc:  4297 /  5723 =  75.083
1, 0  acc:  1553 /  2203 =  70.495
1, 1  acc:  1526 /  2270 =  67.225
1, 2  acc:   817 /  1216 =  67.188
1, 3  acc:   804 /  1260 =  63.810
1, 4  acc:  1054 /  1627 =  64.782
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1613 /  2246 =  71.817
------------------------------------
Average acc: 60020 / 71854 =  83.530
Robust  acc:   804 /  1260 =  63.810
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10739 / 12092 =  88.811
0, 1  acc: 12816 / 14179 =  90.387
0, 2  acc:  2500 /  3210 =  77.882
0, 3  acc: 11268 / 12101 =  93.116
0, 4  acc:  4495 /  5355 =  83.940
0, 5  acc:  2612 /  2980 =  87.651
0, 6  acc:  2456 /  3335 =  73.643
0, 7  acc:  4297 /  5723 =  75.083
1, 0  acc:  1553 /  2203 =  70.495
1, 1  acc:  1526 /  2270 =  67.225
1, 2  acc:   817 /  1216 =  67.188
1, 3  acc:   804 /  1260 =  63.810
1, 4  acc:  1054 /  1627 =  64.782
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1613 /  2246 =  71.817
------------------------------------
Average acc: 60020 / 71854 =  83.530
Robust  acc:   804 /  1260 =  63.810
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed1.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed1.pt
_seed1.pt
1498 / 71854 =  85.587
Robust  acc:   725 /  1260 =  57.540
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed1.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed1.pt
