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_seed0.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: 0
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Tau: 2.2
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=0-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed0.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7586, 0.1280],
        [0.0757, 0.0377]])
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: 85.452 | Val Loss: 0.000 | Val Acc: 90.335
Training:
Accuracies by groups:
0, 0  acc: 87195 / 93839 =  92.920
0, 1  acc:  8064 /  8820 =  91.429
0, 2  acc: 11992 / 13490 =  88.895
0, 3  acc:  5936 /  6617 =  89.708
0, 4  acc:  1997 /  2842 =  70.267
0, 5  acc:   196 /   318 =  61.635
0, 6  acc:   282 /   369 =  76.423
0, 7  acc:   270 /   368 =  73.370
0, 8  acc:  8737 /  9482 =  92.143
0, 9  acc:   572 /   635 =  90.079
0, 10  acc:   620 /   686 =  90.379
0, 11  acc:   384 /   437 =  87.872
0, 12  acc:   394 /   574 =  68.641
0, 13  acc:    36 /    60 =  60.000
0, 14  acc:    62 /    76 =  81.579
0, 15  acc:    26 /    37 =  70.270
0, 16  acc:  4991 /  6225 =  80.177
0, 17  acc:   175 /   216 =  81.019
0, 18  acc:   506 /   608 =  83.224
0, 19  acc:   132 /   163 =  80.982
0, 20  acc:    85 /   135 =  62.963
0, 21  acc:    13 /    20 =  65.000
0, 22  acc:    40 /    59 =  67.797
0, 23  acc:    10 /    20 =  50.000
0, 24  acc:   643 /   836 =  76.914
0, 25  acc:    43 /    52 =  82.692
0, 26  acc:    68 /    82 =  82.927
0, 27  acc:    19 /    25 =  76.000
0, 28  acc:    30 /    37 =  81.081
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     5 /    12 =  41.667
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1820 /  2037 =  89.347
0, 33  acc:    85 /    94 =  90.426
0, 34  acc:    85 /    96 =  88.542
0, 35  acc:    23 /    23 = 100.000
0, 36  acc:    35 /    44 =  79.545
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:    16 /    19 =  84.211
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   472 /   535 =  88.224
0, 41  acc:    16 /    17 =  94.118
0, 42  acc:    20 /    21 =  95.238
0, 43  acc:    18 /    19 =  94.737
0, 44  acc:    12 /    18 =  66.667
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /    12 =  75.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   328 /   417 =  78.657
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    25 /    28 =  89.286
0, 51  acc:    21 /    24 =  87.500
0, 52  acc:     3 /     5 =  60.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   315 /   385 =  81.818
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    14 /    19 =  73.684
0, 59  acc:     9 /    11 =  81.818
0, 60  acc:    14 /    22 =  63.636
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     5 /     7 =  71.429
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2118 /  2921 =  72.509
0, 65  acc:   322 /   459 =  70.153
0, 66  acc:   233 /   303 =  76.898
0, 67  acc:    88 /   111 =  79.279
0, 68  acc:    38 /    60 =  63.333
0, 69  acc:     2 /     3 =  66.667
0, 70  acc:    15 /    23 =  65.217
0, 71  acc:    11 /    13 =  84.615
0, 72  acc:    65 /    74 =  87.838
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     2 /     6 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    76 /   114 =  66.667
0, 81  acc:     5 /    11 =  45.455
0, 82  acc:    11 /    14 =  78.571
0, 83  acc:    10 /    14 =  71.429
0, 84  acc:     0 /     5 =   0.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     4 /    11 =  36.364
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     8 /     9 =  88.889
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     4 =   0.000
0, 94  acc:    45 /    61 =  73.770
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     2 /     4 =  50.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     7 /    10 =  70.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    23 /    28 =  82.143
0, 107  acc:     3 /     3 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     7 /     8 =  87.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5801 /  7046 =  82.330
0, 118  acc:  1304 /  1663 =  78.413
0, 119  acc:   305 /   398 =  76.633
0, 120  acc:   344 /   419 =  82.100
0, 121  acc:    41 /    69 =  59.420
0, 122  acc:    22 /    36 =  61.111
0, 123  acc:     9 /    12 =  75.000
0, 124  acc:    21 /    29 =  72.414
0, 125  acc:   336 /   411 =  81.752
0, 126  acc:    95 /   129 =  73.643
0, 127  acc:    19 /    22 =  86.364
0, 128  acc:    28 /    39 =  71.795
0, 129  acc:     2 /     4 =  50.000
0, 130  acc:     7 /     9 =  77.778
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   169 /   247 =  68.421
0, 134  acc:    36 /    76 =  47.368
0, 135  acc:    23 /    27 =  85.185
0, 136  acc:    14 /    22 =  63.636
0, 137  acc:     4 /     6 =  66.667
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    52 /    75 =  69.333
0, 142  acc:     4 /    11 =  36.364
0, 143  acc:     1 /     2 =  50.000
0, 144  acc:     4 /     5 =  80.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   131 /   149 =  87.919
0, 149  acc:    12 /    14 =  85.714
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    10 /    11 =  90.909
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    29 /    37 =  78.378
0, 155  acc:     2 /     8 =  25.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     8 /     8 = 100.000
0, 159  acc:    19 /    29 =  65.517
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     5 /     7 =  71.429
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    18 =  88.889
0, 165  acc:     4 /     5 =  80.000
0, 166  acc:     6 /    10 =  60.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1200 /  1806 =  66.445
0, 170  acc:   262 /   411 =  63.747
0, 171  acc:    79 /   122 =  64.754
0, 172  acc:   134 /   182 =  73.626
0, 173  acc:    11 /    19 =  57.895
0, 174  acc:     5 /     8 =  62.500
0, 175  acc:     1 /     4 =  25.000
0, 176  acc:    20 /    32 =  62.500
0, 177  acc:    52 /    74 =  70.270
0, 178  acc:     8 /    13 =  61.538
0, 179  acc:    13 /    15 =  86.667
0, 180  acc:     5 /     7 =  71.429
0, 181  acc:     2 /     4 =  50.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    38 /    70 =  54.286
0, 185  acc:     5 /     7 =  71.429
0, 186  acc:     7 /     9 =  77.778
0, 187  acc:     6 /     9 =  66.667
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    22 /    36 =  61.111
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     3 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    33 /    47 =  70.213
0, 197  acc:     9 /    16 =  56.250
0, 198  acc:     1 /     9 =  11.111
0, 199  acc:     3 /     7 =  42.857
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    24 /    29 =  82.759
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     3 /     4 =  75.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     4 =  25.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /    13 =  53.846
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     6 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 34839 / 42366 =  82.233
1, 1  acc:  3606 /  4543 =  79.375
1, 2  acc:  6080 /  7857 =  77.383
1, 3  acc:  2378 /  3202 =  74.266
1, 4  acc:  3032 /  3740 =  81.070
1, 5  acc:   565 /   668 =  84.581
1, 6  acc:   336 /   403 =  83.375
1, 7  acc:   375 /   449 =  83.519
1, 8  acc:  2853 /  3909 =  72.985
1, 9  acc:   206 /   271 =  76.015
1, 10  acc:   274 /   362 =  75.691
1, 11  acc:   120 /   173 =  69.364
1, 12  acc:   456 /   558 =  81.720
1, 13  acc:    55 /    73 =  75.342
1, 14  acc:    53 /    81 =  65.432
1, 15  acc:    59 /    98 =  60.204
1, 16  acc:  4663 /  6065 =  76.884
1, 17  acc:   175 /   217 =  80.645
1, 18  acc:   332 /   452 =  73.451
1, 19  acc:   109 /   176 =  61.932
1, 20  acc:   186 /   208 =  89.423
1, 21  acc:    36 /    39 =  92.308
1, 22  acc:    70 /    86 =  81.395
1, 23  acc:    24 /    25 =  96.000
1, 24  acc:   518 /   731 =  70.862
1, 25  acc:    10 /    14 =  71.429
1, 26  acc:    66 /    77 =  85.714
1, 27  acc:     7 /    11 =  63.636
1, 28  acc:   106 /   125 =  84.800
1, 29  acc:     9 /    11 =  81.818
1, 30  acc:    18 /    20 =  90.000
1, 31  acc:     2 /     4 =  50.000
1, 32  acc:   890 /  1198 =  74.290
1, 33  acc:    56 /    76 =  73.684
1, 34  acc:    26 /    35 =  74.286
1, 35  acc:    12 /    17 =  70.588
1, 36  acc:    39 /    42 =  92.857
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    24 /    32 =  75.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   227 /   308 =  73.701
1, 41  acc:    12 /    17 =  70.588
1, 42  acc:     4 /    10 =  40.000
1, 43  acc:    10 /    14 =  71.429
1, 44  acc:    11 /    21 =  52.381
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     3 /     6 =  50.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   287 /   379 =  75.726
1, 49  acc:     5 /     7 =  71.429
1, 50  acc:    20 /    30 =  66.667
1, 51  acc:    17 /    19 =  89.474
1, 52  acc:     8 /    11 =  72.727
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    23 /    29 =  79.310
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   215 /   300 =  71.667
1, 57  acc:    15 /    19 =  78.947
1, 58  acc:    17 /    19 =  89.474
1, 59  acc:     2 /     5 =  40.000
1, 60  acc:    14 /    19 =  73.684
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3349 /  4050 =  82.691
1, 65  acc:   428 /   558 =  76.703
1, 66  acc:   240 /   315 =  76.190
1, 67  acc:   101 /   138 =  73.188
1, 68  acc:   160 /   181 =  88.398
1, 69  acc:    32 /    35 =  91.429
1, 70  acc:    42 /    52 =  80.769
1, 71  acc:    15 /    18 =  83.333
1, 72  acc:    70 /    80 =  87.500
1, 73  acc:     3 /     4 =  75.000
1, 74  acc:     0 /     4 =   0.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    12 /    13 =  92.308
1, 77  acc:     1 /     3 =  33.333
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   107 /   147 =  72.789
1, 81  acc:     9 /    15 =  60.000
1, 82  acc:    29 /    39 =  74.359
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    18 /    19 =  94.737
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    20 =  65.000
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:     4 /     4 = 100.000
1, 94  acc:    81 /    99 =  81.818
1, 95  acc:    14 /    18 =  77.778
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     4 /     6 =  66.667
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    15 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    23 /    26 =  88.462
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     9 =  88.889
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    11 /    11 = 100.000
1, 111  acc:     2 /     4 =  50.000
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:  4350 /  6048 =  71.925
1, 118  acc:  1159 /  1523 =  76.100
1, 119  acc:   300 /   377 =  79.576
1, 120  acc:   282 /   386 =  73.057
1, 121  acc:   104 /   133 =  78.195
1, 122  acc:    54 /    63 =  85.714
1, 123  acc:    10 /    18 =  55.556
1, 124  acc:    18 /    22 =  81.818
1, 125  acc:   281 /   388 =  72.423
1, 126  acc:    86 /   109 =  78.899
1, 127  acc:    11 /    20 =  55.000
1, 128  acc:    19 /    30 =  63.333
1, 129  acc:    11 /    13 =  84.615
1, 130  acc:     2 /     6 =  33.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     5 =  20.000
1, 133  acc:   251 /   316 =  79.430
1, 134  acc:    41 /    61 =  67.213
1, 135  acc:    26 /    33 =  78.788
1, 136  acc:    23 /    30 =  76.667
1, 137  acc:     1 /     2 =  50.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    69 /   100 =  69.000
1, 142  acc:     9 /    12 =  75.000
1, 143  acc:     3 /     4 =  75.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     3 =   0.000
1, 148  acc:   100 /   152 =  65.789
1, 149  acc:    10 /    13 =  76.923
1, 150  acc:     6 /    11 =  54.545
1, 151  acc:     1 /    12 =   8.333
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    22 /    30 =  73.333
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     6 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    20 =  75.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    18 /    29 =  62.069
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2148 /  2633 =  81.580
1, 170  acc:   412 /   501 =  82.236
1, 171  acc:   142 /   186 =  76.344
1, 172  acc:   132 /   170 =  77.647
1, 173  acc:    39 /    45 =  86.667
1, 174  acc:     7 /    10 =  70.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    20 /    38 =  52.632
1, 177  acc:    42 /    56 =  75.000
1, 178  acc:     3 /     6 =  50.000
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     0 /     3 =   0.000
1, 183  acc:    14 /    14 = 100.000
1, 184  acc:    80 /    97 =  82.474
1, 185  acc:    30 /    35 =  85.714
1, 186  acc:     9 /    13 =  69.231
1, 187  acc:     1 /     1 = 100.000
1, 188  acc:     3 /     5 =  60.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     1 /     2 =  50.000
1, 191  acc:     7 /     8 =  87.500
1, 192  acc:     4 /     5 =  80.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    62 /    81 =  76.543
1, 197  acc:    10 /    13 =  76.923
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /    15 =  53.333
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:    11 /    14 =  78.571
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 229899 / 269038 =  85.452
Robust  acc:     0 /     5 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22983 / 25373 =  90.581
0, 1  acc: 28256 / 31282 =  90.327
0, 2  acc:  5588 /  6155 =  90.788
0, 3  acc: 21957 / 24292 =  90.388
0, 4  acc:  9773 / 10829 =  90.248
0, 5  acc:  5012 /  5541 =  90.453
0, 6  acc:  6116 /  6785 =  90.140
0, 7  acc: 10891 / 12016 =  90.637
1, 0  acc:  4007 /  4437 =  90.309
1, 1  acc:  4482 /  4962 =  90.326
1, 2  acc:  2064 /  2265 =  91.126
1, 3  acc:  2235 /  2446 =  91.374
1, 4  acc:  2856 /  3125 =  91.392
1, 5  acc:   919 /  1003 =  91.625
1, 6  acc:  2830 /  3111 =  90.968
1, 7  acc:  4234 /  4682 =  90.431
--------------------------------------
Average acc: 134203 / 148304 =  90.492
Robust  acc:  6116 /  6785 =  90.140
--------------------------------------
New max robust acc: 90.14001473839352
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.975 | Best Acc: 87.183
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10176 / 12092 =  84.155
0, 1  acc: 12040 / 14179 =  84.914
0, 2  acc:  1861 /  3210 =  57.975
0, 3  acc: 10550 / 12101 =  87.183
0, 4  acc:  3274 /  5355 =  61.139
0, 5  acc:  2291 /  2980 =  76.879
0, 6  acc:  2039 /  3335 =  61.139
0, 7  acc:  3848 /  5723 =  67.237
1, 0  acc:  1708 /  2203 =  77.531
1, 1  acc:  1739 /  2270 =  76.608
1, 2  acc:  1005 /  1216 =  82.648
1, 3  acc:   983 /  1260 =  78.016
1, 4  acc:  1411 /  1627 =  86.724
1, 5  acc:   431 /   520 =  82.885
1, 6  acc:  1293 /  1537 =  84.125
1, 7  acc:  1763 /  2246 =  78.495
------------------------------------
Average acc: 56412 / 71854 =  78.509
Robust  acc:  1861 /  3210 =  57.975
------------------------------------
Accuracies by groups:
0, 0  acc: 10176 / 12092 =  84.155
0, 1  acc: 12040 / 14179 =  84.914
0, 2  acc:  1861 /  3210 =  57.975
0, 3  acc: 10550 / 12101 =  87.183
0, 4  acc:  3274 /  5355 =  61.139
0, 5  acc:  2291 /  2980 =  76.879
0, 6  acc:  2039 /  3335 =  61.139
0, 7  acc:  3848 /  5723 =  67.237
1, 0  acc:  1708 /  2203 =  77.531
1, 1  acc:  1739 /  2270 =  76.608
1, 2  acc:  1005 /  1216 =  82.648
1, 3  acc:   983 /  1260 =  78.016
1, 4  acc:  1411 /  1627 =  86.724
1, 5  acc:   431 /   520 =  82.885
1, 6  acc:  1293 /  1537 =  84.125
1, 7  acc:  1763 /  2246 =  78.495
------------------------------------
Average acc: 56412 / 71854 =  78.509
Robust  acc:  1861 /  3210 =  57.975
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10176 / 12092 =  84.155
0, 1  acc: 12040 / 14179 =  84.914
0, 2  acc:  1861 /  3210 =  57.975
0, 3  acc: 10550 / 12101 =  87.183
0, 4  acc:  3274 /  5355 =  61.139
0, 5  acc:  2291 /  2980 =  76.879
0, 6  acc:  2039 /  3335 =  61.139
0, 7  acc:  3848 /  5723 =  67.237
1, 0  acc:  1708 /  2203 =  77.531
1, 1  acc:  1739 /  2270 =  76.608
1, 2  acc:  1005 /  1216 =  82.648
1, 3  acc:   983 /  1260 =  78.016
1, 4  acc:  1411 /  1627 =  86.724
1, 5  acc:   431 /   520 =  82.885
1, 6  acc:  1293 /  1537 =  84.125
1, 7  acc:  1763 /  2246 =  78.495
------------------------------------
Average acc: 56412 / 71854 =  78.509
Robust  acc:  1861 /  3210 =  57.975
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.427 | Val Loss: 0.000 | Val Acc: 94.905
Training:
Accuracies by groups:
0, 0  acc: 90150 / 93675 =  96.237
0, 1  acc:  8195 /  8551 =  95.837
0, 2  acc: 12772 / 13512 =  94.523
0, 3  acc:  6302 /  6692 =  94.172
0, 4  acc:  2467 /  2887 =  85.452
0, 5  acc:   263 /   330 =  79.697
0, 6  acc:   289 /   333 =  86.787
0, 7  acc:   351 /   410 =  85.610
0, 8  acc:  8848 /  9302 =  95.119
0, 9  acc:   609 /   656 =  92.835
0, 10  acc:   579 /   625 =  92.640
0, 11  acc:   439 /   469 =  93.603
0, 12  acc:   479 /   572 =  83.741
0, 13  acc:    49 /    57 =  85.965
0, 14  acc:    65 /    76 =  85.526
0, 15  acc:    40 /    49 =  81.633
0, 16  acc:  5556 /  6252 =  88.868
0, 17  acc:   196 /   225 =  87.111
0, 18  acc:   558 /   617 =  90.438
0, 19  acc:   173 /   199 =  86.935
0, 20  acc:   110 /   146 =  75.342
0, 21  acc:    14 /    17 =  82.353
0, 22  acc:    56 /    67 =  83.582
0, 23  acc:    13 /    17 =  76.471
0, 24  acc:   713 /   822 =  86.740
0, 25  acc:    40 /    44 =  90.909
0, 26  acc:    88 /    92 =  95.652
0, 27  acc:    21 /    23 =  91.304
0, 28  acc:    25 /    34 =  73.529
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     5 /    12 =  41.667
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1982 /  2086 =  95.014
0, 33  acc:    91 /   101 =  90.099
0, 34  acc:    95 /    99 =  95.960
0, 35  acc:    26 /    26 = 100.000
0, 36  acc:    38 /    40 =  95.000
0, 37  acc:     3 /     5 =  60.000
0, 38  acc:    15 /    22 =  68.182
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   498 /   540 =  92.222
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    24 /    26 =  92.308
0, 43  acc:    14 /    14 = 100.000
0, 44  acc:    29 /    32 =  90.625
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     5 /     6 =  83.333
0, 48  acc:   384 /   432 =  88.889
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    11 /    11 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   324 /   354 =  91.525
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    11 /    14 =  78.571
0, 59  acc:    21 /    21 = 100.000
0, 60  acc:    19 /    27 =  70.370
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:    13 /    16 =  81.250
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2465 /  2849 =  86.522
0, 65  acc:   359 /   418 =  85.885
0, 66  acc:   250 /   292 =  85.616
0, 67  acc:   108 /   126 =  85.714
0, 68  acc:    58 /    71 =  81.690
0, 69  acc:     7 /     8 =  87.500
0, 70  acc:    15 /    19 =  78.947
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    65 /    69 =  94.203
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     5 /     7 =  71.429
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    73 /    91 =  80.220
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:    18 /    19 =  94.737
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     4 /     5 =  80.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    70 /    84 =  83.333
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    14 /    14 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:    10 /    12 =  83.333
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 /    22 =  77.273
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     3 /     8 =  37.500
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     4 /     6 =  66.667
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:  6365 /  7060 =  90.156
0, 118  acc:  1479 /  1643 =  90.018
0, 119  acc:   356 /   399 =  89.223
0, 120  acc:   357 /   395 =  90.380
0, 121  acc:    70 /    91 =  76.923
0, 122  acc:    30 /    34 =  88.235
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    10 /    14 =  71.429
0, 125  acc:   371 /   407 =  91.155
0, 126  acc:   109 /   119 =  91.597
0, 127  acc:    28 /    31 =  90.323
0, 128  acc:    45 /    49 =  91.837
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   183 /   217 =  84.332
0, 134  acc:    50 /    69 =  72.464
0, 135  acc:    23 /    26 =  88.462
0, 136  acc:    19 /    20 =  95.000
0, 137  acc:    10 /    18 =  55.556
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    35 /    47 =  74.468
0, 142  acc:     7 /     9 =  77.778
0, 143  acc:     3 /     6 =  50.000
0, 144  acc:     7 /    11 =  63.636
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   128 /   141 =  90.780
0, 149  acc:    19 /    23 =  82.609
0, 150  acc:     3 /     6 =  50.000
0, 151  acc:     9 /    12 =  75.000
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    41 /    44 =  93.182
0, 155  acc:     9 /    11 =  81.818
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    29 /    33 =  87.879
0, 160  acc:     5 /     5 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    14 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1536 /  1852 =  82.937
0, 170  acc:   303 /   384 =  78.906
0, 171  acc:    99 /   120 =  82.500
0, 172  acc:   171 /   200 =  85.500
0, 173  acc:    11 /    14 =  78.571
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:     9 /    18 =  50.000
0, 177  acc:    63 /    74 =  85.135
0, 178  acc:     6 /     9 =  66.667
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    59 /    65 =  90.769
0, 185  acc:     8 /    10 =  80.000
0, 186  acc:     8 /     9 =  88.889
0, 187  acc:     6 /     7 =  85.714
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    34 =  79.412
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    26 /    41 =  63.415
0, 197  acc:    10 /    12 =  83.333
0, 198  acc:     7 /     8 =  87.500
0, 199  acc:     4 /     6 =  66.667
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    13 /    15 =  86.667
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 39893 / 42572 =  93.707
1, 1  acc:  4160 /  4471 =  93.044
1, 2  acc:  7268 /  7938 =  91.560
1, 3  acc:  2980 /  3327 =  89.570
1, 4  acc:  3396 /  3691 =  92.008
1, 5  acc:   642 /   697 =  92.109
1, 6  acc:   377 /   404 =  93.317
1, 7  acc:   413 /   445 =  92.809
1, 8  acc:  3509 /  3857 =  90.977
1, 9  acc:   244 /   264 =  92.424
1, 10  acc:   339 /   372 =  91.129
1, 11  acc:   147 /   176 =  83.523
1, 12  acc:   563 /   621 =  90.660
1, 13  acc:    65 /    78 =  83.333
1, 14  acc:    83 /   105 =  79.048
1, 15  acc:    95 /   109 =  87.156
1, 16  acc:  5473 /  6026 =  90.823
1, 17  acc:   207 /   227 =  91.189
1, 18  acc:   420 /   458 =  91.703
1, 19  acc:   150 /   172 =  87.209
1, 20  acc:   186 /   197 =  94.416
1, 21  acc:    41 /    41 = 100.000
1, 22  acc:    94 /   106 =  88.679
1, 23  acc:    28 /    30 =  93.333
1, 24  acc:   696 /   772 =  90.155
1, 25  acc:    12 /    15 =  80.000
1, 26  acc:    70 /    80 =  87.500
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:    98 /   102 =  96.078
1, 29  acc:    14 /    15 =  93.333
1, 30  acc:    16 /    16 = 100.000
1, 31  acc:     1 /     3 =  33.333
1, 32  acc:  1131 /  1235 =  91.579
1, 33  acc:    50 /    52 =  96.154
1, 34  acc:    43 /    48 =  89.583
1, 35  acc:    14 /    16 =  87.500
1, 36  acc:    38 /    40 =  95.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    16 /    20 =  80.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   268 /   293 =  91.468
1, 41  acc:    19 /    19 = 100.000
1, 42  acc:     8 /    11 =  72.727
1, 43  acc:    11 /    11 = 100.000
1, 44  acc:    19 /    20 =  95.000
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   411 /   444 =  92.568
1, 49  acc:     9 /    10 =  90.000
1, 50  acc:    31 /    33 =  93.939
1, 51  acc:    14 /    16 =  87.500
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    22 =  95.455
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   278 /   311 =  89.389
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:    15 /    15 = 100.000
1, 59  acc:     9 /    13 =  69.231
1, 60  acc:    22 /    22 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    13 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3850 /  4147 =  92.838
1, 65  acc:   506 /   551 =  91.833
1, 66  acc:   314 /   343 =  91.545
1, 67  acc:   121 /   140 =  86.429
1, 68  acc:   152 /   168 =  90.476
1, 69  acc:    34 /    35 =  97.143
1, 70  acc:    64 /    69 =  92.754
1, 71  acc:    13 /    14 =  92.857
1, 72  acc:    74 /    74 = 100.000
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    13 /    16 =  81.250
1, 77  acc:     2 /     4 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   115 /   133 =  86.466
1, 81  acc:    21 /    23 =  91.304
1, 82  acc:    36 /    41 =  87.805
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    15 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    21 =  95.238
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    97 /   109 =  88.991
1, 95  acc:    14 /    15 =  93.333
1, 96  acc:     9 /    10 =  90.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    23 =  95.652
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    14 =  92.857
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    19 /    20 =  95.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    12 /    13 =  92.308
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     4 /     5 =  80.000
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:  5456 /  6129 =  89.019
1, 118  acc:  1344 /  1473 =  91.242
1, 119  acc:   335 /   371 =  90.296
1, 120  acc:   341 /   388 =  87.887
1, 121  acc:    94 /    96 =  97.917
1, 122  acc:    54 /    61 =  88.525
1, 123  acc:    10 /    13 =  76.923
1, 124  acc:    25 /    32 =  78.125
1, 125  acc:   376 /   413 =  91.041
1, 126  acc:    88 /    98 =  89.796
1, 127  acc:    12 /    14 =  85.714
1, 128  acc:    30 /    30 = 100.000
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     9 =  88.889
1, 133  acc:   276 /   310 =  89.032
1, 134  acc:    53 /    58 =  91.379
1, 135  acc:    22 /    23 =  95.652
1, 136  acc:    26 /    31 =  83.871
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    63 /    75 =  84.000
1, 142  acc:     7 /     8 =  87.500
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     2 /     3 =  66.667
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     6 =  83.333
1, 148  acc:   129 /   148 =  87.162
1, 149  acc:     8 /    11 =  72.727
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     1 /     7 =  14.286
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     3 /     4 =  75.000
1, 154  acc:    23 /    30 =  76.667
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     3 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    19 =  89.474
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     5 =  80.000
1, 164  acc:    23 /    23 = 100.000
1, 165  acc:     2 /     3 =  66.667
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2286 /  2565 =  89.123
1, 170  acc:   468 /   509 =  91.945
1, 171  acc:   171 /   187 =  91.444
1, 172  acc:   173 /   181 =  95.580
1, 173  acc:    39 /    44 =  88.636
1, 174  acc:    11 /    13 =  84.615
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    35 /    41 =  85.366
1, 177  acc:    60 /    65 =  92.308
1, 178  acc:     3 /     7 =  42.857
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:    10 /    12 =  83.333
1, 181  acc:    10 /    10 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /    10 =  80.000
1, 184  acc:    93 /   104 =  89.423
1, 185  acc:    30 /    33 =  90.909
1, 186  acc:     8 /    10 =  80.000
1, 187  acc:     6 /     7 =  85.714
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:    14 /    14 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    87 /    97 =  89.691
1, 197  acc:     7 /     9 =  77.778
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:     6 /     8 =  75.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    10 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     7 /     8 =  87.500
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251353 / 269038 =  93.427
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24130 / 25373 =  95.101
0, 1  acc: 29650 / 31282 =  94.783
0, 2  acc:  5860 /  6155 =  95.207
0, 3  acc: 23074 / 24292 =  94.986
0, 4  acc: 10270 / 10829 =  94.838
0, 5  acc:  5253 /  5541 =  94.802
0, 6  acc:  6445 /  6785 =  94.989
0, 7  acc: 11406 / 12016 =  94.923
1, 0  acc:  4197 /  4437 =  94.591
1, 1  acc:  4733 /  4962 =  95.385
1, 2  acc:  2150 /  2265 =  94.923
1, 3  acc:  2316 /  2446 =  94.685
1, 4  acc:  2941 /  3125 =  94.112
1, 5  acc:   942 /  1003 =  93.918
1, 6  acc:  2947 /  3111 =  94.728
1, 7  acc:  4444 /  4682 =  94.917
--------------------------------------
Average acc: 140758 / 148304 =  94.912
Robust  acc:   942 /  1003 =  93.918
--------------------------------------
New max robust acc: 93.91824526420737
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 62.699 | Best Acc: 88.687
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10280 / 12092 =  85.015
0, 1  acc: 12275 / 14179 =  86.572
0, 2  acc:  2112 /  3210 =  65.794
0, 3  acc: 10732 / 12101 =  88.687
0, 4  acc:  4080 /  5355 =  76.190
0, 5  acc:  2421 /  2980 =  81.242
0, 6  acc:  2091 /  3335 =  62.699
0, 7  acc:  3943 /  5723 =  68.897
1, 0  acc:  1714 /  2203 =  77.803
1, 1  acc:  1738 /  2270 =  76.564
1, 2  acc:   970 /  1216 =  79.770
1, 3  acc:   965 /  1260 =  76.587
1, 4  acc:  1229 /  1627 =  75.538
1, 5  acc:   408 /   520 =  78.462
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1760 /  2246 =  78.362
------------------------------------
Average acc: 57979 / 71854 =  80.690
Robust  acc:  2091 /  3335 =  62.699
------------------------------------
Accuracies by groups:
0, 0  acc: 10280 / 12092 =  85.015
0, 1  acc: 12275 / 14179 =  86.572
0, 2  acc:  2112 /  3210 =  65.794
0, 3  acc: 10732 / 12101 =  88.687
0, 4  acc:  4080 /  5355 =  76.190
0, 5  acc:  2421 /  2980 =  81.242
0, 6  acc:  2091 /  3335 =  62.699
0, 7  acc:  3943 /  5723 =  68.897
1, 0  acc:  1714 /  2203 =  77.803
1, 1  acc:  1738 /  2270 =  76.564
1, 2  acc:   970 /  1216 =  79.770
1, 3  acc:   965 /  1260 =  76.587
1, 4  acc:  1229 /  1627 =  75.538
1, 5  acc:   408 /   520 =  78.462
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1760 /  2246 =  78.362
------------------------------------
Average acc: 57979 / 71854 =  80.690
Robust  acc:  2091 /  3335 =  62.699
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10280 / 12092 =  85.015
0, 1  acc: 12275 / 14179 =  86.572
0, 2  acc:  2112 /  3210 =  65.794
0, 3  acc: 10732 / 12101 =  88.687
0, 4  acc:  4080 /  5355 =  76.190
0, 5  acc:  2421 /  2980 =  81.242
0, 6  acc:  2091 /  3335 =  62.699
0, 7  acc:  3943 /  5723 =  68.897
1, 0  acc:  1714 /  2203 =  77.803
1, 1  acc:  1738 /  2270 =  76.564
1, 2  acc:   970 /  1216 =  79.770
1, 3  acc:   965 /  1260 =  76.587
1, 4  acc:  1229 /  1627 =  75.538
1, 5  acc:   408 /   520 =  78.462
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1760 /  2246 =  78.362
------------------------------------
Average acc: 57979 / 71854 =  80.690
Robust  acc:  2091 /  3335 =  62.699
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.582 | Val Loss: 0.000 | Val Acc: 98.570
Training:
Accuracies by groups:
0, 0  acc: 91412 / 93451 =  97.818
0, 1  acc:  8415 /  8624 =  97.577
0, 2  acc: 13220 / 13655 =  96.814
0, 3  acc:  6670 /  6883 =  96.905
0, 4  acc:  2559 /  2768 =  92.449
0, 5  acc:   302 /   337 =  89.614
0, 6  acc:   320 /   352 =  90.909
0, 7  acc:   366 /   392 =  93.367
0, 8  acc:  9323 /  9583 =  97.287
0, 9  acc:   643 /   668 =  96.257
0, 10  acc:   686 /   712 =  96.348
0, 11  acc:   422 /   439 =  96.128
0, 12  acc:   475 /   510 =  93.137
0, 13  acc:    42 /    47 =  89.362
0, 14  acc:    74 /    76 =  97.368
0, 15  acc:    46 /    54 =  85.185
0, 16  acc:  5931 /  6272 =  94.563
0, 17  acc:   246 /   259 =  94.981
0, 18  acc:   584 /   616 =  94.805
0, 19  acc:   184 /   200 =  92.000
0, 20  acc:   110 /   127 =  86.614
0, 21  acc:    13 /    18 =  72.222
0, 22  acc:    56 /    60 =  93.333
0, 23  acc:    15 /    15 = 100.000
0, 24  acc:   764 /   814 =  93.857
0, 25  acc:    40 /    42 =  95.238
0, 26  acc:    90 /    91 =  98.901
0, 27  acc:    26 /    27 =  96.296
0, 28  acc:    35 /    37 =  94.595
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     8 /    10 =  80.000
0, 31  acc:     1 /     3 =  33.333
0, 32  acc:  1947 /  2026 =  96.101
0, 33  acc:    87 /    88 =  98.864
0, 34  acc:    77 /    80 =  96.250
0, 35  acc:    23 /    23 = 100.000
0, 36  acc:    36 /    40 =  90.000
0, 37  acc:     7 /     8 =  87.500
0, 38  acc:    25 /    25 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   538 /   552 =  97.464
0, 41  acc:    29 /    30 =  96.667
0, 42  acc:    12 /    12 = 100.000
0, 43  acc:    19 /    19 = 100.000
0, 44  acc:    19 /    19 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   407 /   434 =  93.779
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    10 /    12 =  83.333
0, 51  acc:    14 /    14 = 100.000
0, 52  acc:     7 /     8 =  87.500
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     9 /    10 =  90.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   376 /   393 =  95.674
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    16 /    19 =  84.211
0, 59  acc:    14 /    15 =  93.333
0, 60  acc:    13 /    15 =  86.667
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:    14 /    15 =  93.333
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2625 /  2831 =  92.723
0, 65  acc:   390 /   418 =  93.301
0, 66  acc:   238 /   253 =  94.071
0, 67  acc:    93 /   104 =  89.423
0, 68  acc:    54 /    63 =  85.714
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    23 /    25 =  92.000
0, 71  acc:    15 /    15 = 100.000
0, 72  acc:    76 /    79 =  96.203
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     7 /     8 =  87.500
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     2 /     3 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     2 =  50.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    63 /    78 =  80.769
0, 81  acc:     8 /    12 =  66.667
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     5 /    10 =  50.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     3 /     4 =  75.000
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    70 /    75 =  93.333
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    13 =  84.615
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    13 /    14 =  92.857
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    18 /    20 =  90.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    10 /    11 =  90.909
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6692 /  7053 =  94.882
0, 118  acc:  1583 /  1685 =  93.947
0, 119  acc:   395 /   422 =  93.602
0, 120  acc:   357 /   383 =  93.211
0, 121  acc:    55 /    66 =  83.333
0, 122  acc:    22 /    27 =  81.481
0, 123  acc:    12 /    14 =  85.714
0, 124  acc:    26 /    29 =  89.655
0, 125  acc:   375 /   395 =  94.937
0, 126  acc:   128 /   137 =  93.431
0, 127  acc:    25 /    26 =  96.154
0, 128  acc:    32 /    33 =  96.970
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   189 /   211 =  89.573
0, 134  acc:    47 /    52 =  90.385
0, 135  acc:    28 /    30 =  93.333
0, 136  acc:    22 /    26 =  84.615
0, 137  acc:    10 /    11 =  90.909
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    46 /    54 =  85.185
0, 142  acc:    15 /    16 =  93.750
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:     5 /     6 =  83.333
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   128 /   136 =  94.118
0, 149  acc:    24 /    26 =  92.308
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    12 /    16 =  75.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    28 /    30 =  93.333
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    24 /    27 =  88.889
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    20 =  85.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1685 /  1869 =  90.155
0, 170  acc:   397 /   431 =  92.111
0, 171  acc:   104 /   111 =  93.694
0, 172  acc:   171 /   183 =  93.443
0, 173  acc:    24 /    28 =  85.714
0, 174  acc:     8 /    10 =  80.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:    11 /    12 =  91.667
0, 177  acc:    71 /    72 =  98.611
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:    13 /    13 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     7 =  57.143
0, 184  acc:    56 /    57 =  98.246
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     1 /     3 =  33.333
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    22 /    25 =  88.000
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     3 /     4 =  75.000
0, 196  acc:    43 /    46 =  93.478
0, 197  acc:     7 /     7 = 100.000
0, 198  acc:     7 /     8 =  87.500
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    21 /    23 =  91.304
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     5 /     5 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 41360 / 42708 =  96.844
1, 1  acc:  4344 /  4486 =  96.835
1, 2  acc:  7628 /  7926 =  96.240
1, 3  acc:  3095 /  3246 =  95.348
1, 4  acc:  3598 /  3716 =  96.825
1, 5  acc:   639 /   660 =  96.818
1, 6  acc:   392 /   406 =  96.552
1, 7  acc:   458 /   477 =  96.017
1, 8  acc:  3704 /  3884 =  95.366
1, 9  acc:   262 /   271 =  96.679
1, 10  acc:   335 /   344 =  97.384
1, 11  acc:   168 /   177 =  94.915
1, 12  acc:   563 /   582 =  96.735
1, 13  acc:    86 /    94 =  91.489
1, 14  acc:    92 /    96 =  95.833
1, 15  acc:   120 /   127 =  94.488
1, 16  acc:  5704 /  5950 =  95.866
1, 17  acc:   223 /   230 =  96.957
1, 18  acc:   449 /   469 =  95.736
1, 19  acc:   170 /   177 =  96.045
1, 20  acc:   197 /   207 =  95.169
1, 21  acc:    37 /    38 =  97.368
1, 22  acc:    99 /   101 =  98.020
1, 23  acc:    25 /    26 =  96.154
1, 24  acc:   699 /   749 =  93.324
1, 25  acc:    17 /    18 =  94.444
1, 26  acc:    77 /    77 = 100.000
1, 27  acc:    21 /    21 = 100.000
1, 28  acc:   106 /   111 =  95.495
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    18 /    19 =  94.737
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:  1201 /  1259 =  95.393
1, 33  acc:    58 /    60 =  96.667
1, 34  acc:    45 /    48 =  93.750
1, 35  acc:    21 /    21 = 100.000
1, 36  acc:    35 /    39 =  89.744
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    23 /    25 =  92.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:   262 /   275 =  95.273
1, 41  acc:    11 /    12 =  91.667
1, 42  acc:    11 /    12 =  91.667
1, 43  acc:    17 /    20 =  85.000
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     8 /     9 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   361 /   380 =  95.000
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    27 /    28 =  96.429
1, 51  acc:     9 /    10 =  90.000
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    30 /    31 =  96.774
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   283 /   296 =  95.608
1, 57  acc:    11 /    12 =  91.667
1, 58  acc:    17 /    17 = 100.000
1, 59  acc:    14 /    16 =  87.500
1, 60  acc:    23 /    25 =  92.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3745 /  3892 =  96.223
1, 65  acc:   513 /   541 =  94.824
1, 66  acc:   330 /   346 =  95.376
1, 67  acc:   158 /   164 =  96.341
1, 68  acc:   159 /   165 =  96.364
1, 69  acc:    32 /    32 = 100.000
1, 70  acc:    67 /    69 =  97.101
1, 71  acc:    16 /    16 = 100.000
1, 72  acc:    91 /    94 =  96.809
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     1 /     4 =  25.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    17 /    19 =  89.474
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   131 /   137 =  95.620
1, 81  acc:     8 /    14 =  57.143
1, 82  acc:    36 /    36 = 100.000
1, 83  acc:     4 /     6 =  66.667
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    22 /    22 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    20 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   120 /   123 =  97.561
1, 95  acc:    15 /    15 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    18 /    19 =  94.737
1, 101  acc:     2 /     2 = 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:    18 /    19 =  94.737
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    13 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    17 /    17 = 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:  5812 /  6117 =  95.014
1, 118  acc:  1398 /  1460 =  95.753
1, 119  acc:   369 /   387 =  95.349
1, 120  acc:   413 /   424 =  97.406
1, 121  acc:   103 /   108 =  95.370
1, 122  acc:    63 /    66 =  95.455
1, 123  acc:    22 /    24 =  91.667
1, 124  acc:    32 /    33 =  96.970
1, 125  acc:   373 /   397 =  93.955
1, 126  acc:    91 /    93 =  97.849
1, 127  acc:    15 /    17 =  88.235
1, 128  acc:    31 /    31 = 100.000
1, 129  acc:    14 /    15 =  93.333
1, 130  acc:    10 /    10 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     9 =  88.889
1, 133  acc:   301 /   318 =  94.654
1, 134  acc:    72 /    73 =  98.630
1, 135  acc:    22 /    23 =  95.652
1, 136  acc:    22 /    26 =  84.615
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    74 /    77 =  96.104
1, 142  acc:    11 /    11 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   139 /   148 =  93.919
1, 149  acc:    10 /    11 =  90.909
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     4 /    12 =  33.333
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    33 /    36 =  91.667
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:    19 /    19 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    12 /    12 = 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:  2475 /  2600 =  95.192
1, 170  acc:   462 /   493 =  93.712
1, 171  acc:   176 /   185 =  95.135
1, 172  acc:   150 /   156 =  96.154
1, 173  acc:    35 /    37 =  94.595
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    41 /    44 =  93.182
1, 177  acc:    52 /    55 =  94.545
1, 178  acc:     8 /     9 =  88.889
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     2 /     3 =  66.667
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     7 /     8 =  87.500
1, 184  acc:   101 /   105 =  96.190
1, 185  acc:    21 /    23 =  91.304
1, 186  acc:    15 /    15 = 100.000
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    84 /    91 =  92.308
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:     8 /    12 =  66.667
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    19 /    19 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     4 /     5 =  80.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259843 / 269038 =  96.582
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25021 / 25373 =  98.613
0, 1  acc: 30834 / 31282 =  98.568
0, 2  acc:  6076 /  6155 =  98.716
0, 3  acc: 23952 / 24292 =  98.600
0, 4  acc: 10649 / 10829 =  98.338
0, 5  acc:  5462 /  5541 =  98.574
0, 6  acc:  6683 /  6785 =  98.497
0, 7  acc: 11834 / 12016 =  98.485
1, 0  acc:  4365 /  4437 =  98.377
1, 1  acc:  4896 /  4962 =  98.670
1, 2  acc:  2242 /  2265 =  98.985
1, 3  acc:  2411 /  2446 =  98.569
1, 4  acc:  3078 /  3125 =  98.496
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:  3063 /  3111 =  98.457
1, 7  acc:  4619 /  4682 =  98.654
--------------------------------------
Average acc: 146177 / 148304 =  98.566
Robust  acc: 10649 / 10829 =  98.338
--------------------------------------
New max robust acc: 98.33779665712439
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.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 1 572[10646[1064[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: 54.886 | Best Acc: 95.224
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11180 / 12092 =  92.458
0, 1  acc: 13234 / 14179 =  93.335
0, 2  acc:  2656 /  3210 =  82.741
0, 3  acc: 11523 / 12101 =  95.224
0, 4  acc:  4811 /  5355 =  89.841
0, 5  acc:  2753 /  2980 =  92.383
0, 6  acc:  2650 /  3335 =  79.460
0, 7  acc:  4830 /  5723 =  84.396
1, 0  acc:  1383 /  2203 =  62.778
1, 1  acc:  1400 /  2270 =  61.674
1, 2  acc:   740 /  1216 =  60.855
1, 3  acc:   701 /  1260 =  55.635
1, 4  acc:   893 /  1627 =  54.886
1, 5  acc:   300 /   520 =  57.692
1, 6  acc:  1027 /  1537 =  66.818
1, 7  acc:  1366 /  2246 =  60.819
------------------------------------
Average acc: 61447 / 71854 =  85.516
Robust  acc:   893 /  1627 =  54.886
------------------------------------
Accuracies by groups:
0, 0  acc: 11180 / 12092 =  92.458
0, 1  acc: 13234 / 14179 =  93.335
0, 2  acc:  2656 /  3210 =  82.741
0, 3  acc: 11523 / 12101 =  95.224
0, 4  acc:  4811 /  5355 =  89.841
0, 5  acc:  2753 /  2980 =  92.383
0, 6  acc:  2650 /  3335 =  79.460
0, 7  acc:  4830 /  5723 =  84.396
1, 0  acc:  1383 /  2203 =  62.778
1, 1  acc:  1400 /  2270 =  61.674
1, 2  acc:   740 /  1216 =  60.855
1, 3  acc:   701 /  1260 =  55.635
1, 4  acc:   893 /  1627 =  54.886
1, 5  acc:   300 /   520 =  57.692
1, 6  acc:  1027 /  1537 =  66.818
1, 7  acc:  1366 /  2246 =  60.819
------------------------------------
Average acc: 61447 / 71854 =  85.516
Robust  acc:   893 /  1627 =  54.886
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11180 / 12092 =  92.458
0, 1  acc: 13234 / 14179 =  93.335
0, 2  acc:  2656 /  3210 =  82.741
0, 3  acc: 11523 / 12101 =  95.224
0, 4  acc:  4811 /  5355 =  89.841
0, 5  acc:  2753 /  2980 =  92.383
0, 6  acc:  2650 /  3335 =  79.460
0, 7  acc:  4830 /  5723 =  84.396
1, 0  acc:  1383 /  2203 =  62.778
1, 1  acc:  1400 /  2270 =  61.674
1, 2  acc:   740 /  1216 =  60.855
1, 3  acc:   701 /  1260 =  55.635
1, 4  acc:   893 /  1627 =  54.886
1, 5  acc:   300 /   520 =  57.692
1, 6  acc:  1027 /  1537 =  66.818
1, 7  acc:  1366 /  2246 =  60.819
------------------------------------
Average acc: 61447 / 71854 =  85.516
Robust  acc:   893 /  1627 =  54.886
------------------------------------

t_total is 1male 0male 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 1201[21315[2131[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.892 | Val Loss: 0.000 | Val Acc: 98.236
Training:
Accuracies by groups:
0, 0  acc: 92224 / 93542 =  98.591
0, 1  acc:  8561 /  8685 =  98.572
0, 2  acc: 13222 / 13479 =  98.093
0, 3  acc:  6519 /  6647 =  98.074
0, 4  acc:  2713 /  2828 =  95.934
0, 5  acc:   335 /   353 =  94.901
0, 6  acc:   341 /   354 =  96.328
0, 7  acc:   359 /   378 =  94.974
0, 8  acc:  9145 /  9310 =  98.228
0, 9  acc:   622 /   632 =  98.418
0, 10  acc:   651 /   665 =  97.895
0, 11  acc:   458 /   468 =  97.863
0, 12  acc:   557 /   579 =  96.200
0, 13  acc:    60 /    65 =  92.308
0, 14  acc:    73 /    77 =  94.805
0, 15  acc:    48 /    52 =  92.308
0, 16  acc:  6116 /  6324 =  96.711
0, 17  acc:   219 /   227 =  96.476
0, 18  acc:   655 /   671 =  97.615
0, 19  acc:   188 /   201 =  93.532
0, 20  acc:   116 /   124 =  93.548
0, 21  acc:    20 /    20 = 100.000
0, 22  acc:    48 /    52 =  92.308
0, 23  acc:    11 /    15 =  73.333
0, 24  acc:   733 /   773 =  94.825
0, 25  acc:    47 /    48 =  97.917
0, 26  acc:    85 /    87 =  97.701
0, 27  acc:    27 /    28 =  96.429
0, 28  acc:    45 /    51 =  88.235
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     9 /     9 = 100.000
0, 31  acc:     9 /     9 = 100.000
0, 32  acc:  1988 /  2033 =  97.787
0, 33  acc:    82 /    84 =  97.619
0, 34  acc:    95 /    96 =  98.958
0, 35  acc:    27 /    28 =  96.429
0, 36  acc:    28 /    29 =  96.552
0, 37  acc:     2 /     3 =  66.667
0, 38  acc:    20 /    21 =  95.238
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   604 /   616 =  98.052
0, 41  acc:    26 /    27 =  96.296
0, 42  acc:    21 /    24 =  87.500
0, 43  acc:    21 /    21 = 100.000
0, 44  acc:    20 /    22 =  90.909
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   380 /   393 =  96.692
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    20 /    21 =  95.238
0, 51  acc:    20 /    20 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   374 /   389 =  96.144
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    20 /    23 =  86.957
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    12 /    12 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2708 /  2846 =  95.151
0, 65  acc:   390 /   410 =  95.122
0, 66  acc:   279 /   295 =  94.576
0, 67  acc:   132 /   140 =  94.286
0, 68  acc:    50 /    56 =  89.286
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    30 /    32 =  93.750
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    68 /    68 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    16 =  93.750
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     4 /     4 = 100.000
0, 80  acc:    95 /   104 =  91.346
0, 81  acc:     6 /    10 =  60.000
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:    11 /    12 =  91.667
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     6 /     6 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    85 /    87 =  97.701
0, 95  acc:     3 /     4 =  75.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    12 =  91.667
0, 99  acc:     7 /     7 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    13 /    13 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6692 /  6940 =  96.427
0, 118  acc:  1572 /  1628 =  96.560
0, 119  acc:   428 /   441 =  97.052
0, 120  acc:   340 /   357 =  95.238
0, 121  acc:    73 /    79 =  92.405
0, 122  acc:    28 /    29 =  96.552
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    26 /    29 =  89.655
0, 125  acc:   408 /   418 =  97.608
0, 126  acc:   129 /   131 =  98.473
0, 127  acc:    25 /    25 = 100.000
0, 128  acc:    36 /    37 =  97.297
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   235 /   248 =  94.758
0, 134  acc:    69 /    69 = 100.000
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    23 /    25 =  92.000
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    61 /    65 =  93.846
0, 142  acc:    13 /    15 =  86.667
0, 143  acc:     7 /     8 =  87.500
0, 144  acc:     8 /     8 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   125 /   132 =  94.697
0, 149  acc:    12 /    12 = 100.000
0, 150  acc:     6 /     8 =  75.000
0, 151  acc:     9 /    10 =  90.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    41 /    42 =  97.619
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    24 /    25 =  96.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /     9 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1763 /  1843 =  95.659
0, 170  acc:   402 /   422 =  95.261
0, 171  acc:   118 /   125 =  94.400
0, 172  acc:   174 /   178 =  97.753
0, 173  acc:    27 /    27 = 100.000
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     0 /     2 =   0.000
0, 176  acc:    13 /    14 =  92.857
0, 177  acc:    75 /    79 =  94.937
0, 178  acc:    10 /    11 =  90.909
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:    10 /    10 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    46 /    47 =  97.872
0, 185  acc:    12 /    12 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     4 /     5 =  80.000
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    35 =  82.857
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     5 /     5 = 100.000
0, 196  acc:    46 /    48 =  95.833
0, 197  acc:     6 /     7 =  85.714
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    29 /    31 =  93.548
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     5 /     5 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    12 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     7 /     7 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     4 /     4 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 42081 / 42903 =  98.084
1, 1  acc:  4366 /  4442 =  98.289
1, 2  acc:  7835 /  8022 =  97.669
1, 3  acc:  3259 /  3340 =  97.575
1, 4  acc:  3672 /  3755 =  97.790
1, 5  acc:   675 /   690 =  97.826
1, 6  acc:   408 /   416 =  98.077
1, 7  acc:   462 /   475 =  97.263
1, 8  acc:  3827 /  3927 =  97.454
1, 9  acc:   272 /   278 =  97.842
1, 10  acc:   355 /   362 =  98.066
1, 11  acc:   147 /   152 =  96.711
1, 12  acc:   538 /   545 =  98.716
1, 13  acc:    83 /    84 =  98.810
1, 14  acc:    71 /    75 =  94.667
1, 15  acc:   101 /   103 =  98.058
1, 16  acc:  5740 /  5892 =  97.420
1, 17  acc:   215 /   222 =  96.847
1, 18  acc:   446 /   460 =  96.957
1, 19  acc:   168 /   176 =  95.455
1, 20  acc:   217 /   220 =  98.636
1, 21  acc:    35 /    35 = 100.000
1, 22  acc:   101 /   106 =  95.283
1, 23  acc:    22 /    26 =  84.615
1, 24  acc:   703 /   727 =  96.699
1, 25  acc:    17 /    18 =  94.444
1, 26  acc:    65 /    66 =  98.485
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   113 /   118 =  95.763
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    20 /    21 =  95.238
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:  1084 /  1117 =  97.046
1, 33  acc:    61 /    63 =  96.825
1, 34  acc:    43 /    44 =  97.727
1, 35  acc:    19 /    19 = 100.000
1, 36  acc:    29 /    31 =  93.548
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    21 /    22 =  95.455
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   277 /   281 =  98.577
1, 41  acc:    19 /    20 =  95.000
1, 42  acc:     9 /    11 =  81.818
1, 43  acc:    23 /    23 = 100.000
1, 44  acc:    19 /    19 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    10 /    11 =  90.909
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   395 /   406 =  97.291
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    36 /    36 = 100.000
1, 51  acc:    20 /    20 = 100.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    34 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   294 /   307 =  95.765
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:    13 /    14 =  92.857
1, 60  acc:    15 /    16 =  93.750
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3857 /  3956 =  97.497
1, 65  acc:   542 /   552 =  98.188
1, 66  acc:   339 /   347 =  97.695
1, 67  acc:   134 /   138 =  97.101
1, 68  acc:   159 /   165 =  96.364
1, 69  acc:    26 /    27 =  96.296
1, 70  acc:    48 /    48 = 100.000
1, 71  acc:    17 /    17 = 100.000
1, 72  acc:    95 /    98 =  96.939
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    14 /    15 =  93.333
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   127 /   133 =  95.489
1, 81  acc:    15 /    17 =  88.235
1, 82  acc:    40 /    41 =  97.561
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    25 =  92.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    18 = 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:     5 /     5 = 100.000
1, 94  acc:   111 /   113 =  98.230
1, 95  acc:    12 /    12 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    24 /    24 = 100.000
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:    18 /    18 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    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:  5990 /  6194 =  96.706
1, 118  acc:  1406 /  1461 =  96.235
1, 119  acc:   352 /   360 =  97.778
1, 120  acc:   387 /   406 =  95.320
1, 121  acc:   126 /   130 =  96.923
1, 122  acc:    54 /    56 =  96.429
1, 123  acc:    16 /    17 =  94.118
1, 124  acc:    32 /    32 = 100.000
1, 125  acc:   372 /   378 =  98.413
1, 126  acc:    93 /    95 =  97.895
1, 127  acc:    11 /    11 = 100.000
1, 128  acc:    30 /    31 =  96.774
1, 129  acc:    19 /    19 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   342 /   349 =  97.994
1, 134  acc:    53 /    54 =  98.148
1, 135  acc:    18 /    19 =  94.737
1, 136  acc:    25 /    25 = 100.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    80 /    83 =  96.386
1, 142  acc:    20 /    20 = 100.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   145 /   156 =  92.949
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:     6 /     9 =  66.667
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    36 /    39 =  92.308
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:    26 /    27 =  96.296
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    24 /    24 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2554 /  2620 =  97.481
1, 170  acc:   502 /   509 =  98.625
1, 171  acc:   191 /   194 =  98.454
1, 172  acc:   163 /   166 =  98.193
1, 173  acc:    32 /    34 =  94.118
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    42 /    44 =  95.455
1, 177  acc:    60 /    61 =  98.361
1, 178  acc:    10 /    11 =  90.909
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    18 /    18 = 100.000
1, 184  acc:    97 /    98 =  98.980
1, 185  acc:    31 /    32 =  96.875
1, 186  acc:    14 /    14 = 100.000
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    91 /    93 =  97.849
1, 197  acc:     9 /     9 = 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 /    13 = 100.000
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:    13 /    15 =  86.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     7 /     7 = 100.000
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:     3 /     3 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263368 / 269038 =  97.892
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24943 / 25373 =  98.305
0, 1  acc: 30739 / 31282 =  98.264
0, 2  acc:  6041 /  6155 =  98.148
0, 3  acc: 23874 / 24292 =  98.279
0, 4  acc: 10650 / 10829 =  98.347
0, 5  acc:  5446 /  5541 =  98.286
0, 6  acc:  6676 /  6785 =  98.394
0, 7  acc: 11814 / 12016 =  98.319
1, 0  acc:  4368 /  4437 =  98.445
1, 1  acc:  4870 /  4962 =  98.146
1, 2  acc:  2233 /  2265 =  98.587
1, 3  acc:  2411 /  2446 =  98.569
1, 4  acc:  3063 /  3125 =  98.016
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3066 /  3111 =  98.554
1, 7  acc:  4610 /  4682 =  98.462
--------------------------------------
Average acc: 145794 / 148304 =  98.308
Robust  acc:  3063 /  3125 =  98.016
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.190 | Best Acc: 92.744
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10788 / 12092 =  89.216
0, 1  acc: 12842 / 14179 =  90.571
0, 2  acc:  2501 /  3210 =  77.913
0, 3  acc: 11223 / 12101 =  92.744
0, 4  acc:  4325 /  5355 =  80.766
0, 5  acc:  2613 /  2980 =  87.685
0, 6  acc:  2450 /  3335 =  73.463
0, 7  acc:  4525 /  5723 =  79.067
1, 0  acc:  1545 /  2203 =  70.132
1, 1  acc:  1584 /  2270 =  69.780
1, 2  acc:   849 /  1216 =  69.819
1, 3  acc:   834 /  1260 =  66.190
1, 4  acc:  1133 /  1627 =  69.637
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1141 /  1537 =  74.236
1, 7  acc:  1557 /  2246 =  69.323
------------------------------------
Average acc: 60262 / 71854 =  83.867
Robust  acc:   834 /  1260 =  66.190
------------------------------------
Accuracies by groups:
0, 0  acc: 10788 / 12092 =  89.216
0, 1  acc: 12842 / 14179 =  90.571
0, 2  acc:  2501 /  3210 =  77.913
0, 3  acc: 11223 / 12101 =  92.744
0, 4  acc:  4325 /  5355 =  80.766
0, 5  acc:  2613 /  2980 =  87.685
0, 6  acc:  2450 /  3335 =  73.463
0, 7  acc:  4525 /  5723 =  79.067
1, 0  acc:  1545 /  2203 =  70.132
1, 1  acc:  1584 /  2270 =  69.780
1, 2  acc:   849 /  1216 =  69.819
1, 3  acc:   834 /  1260 =  66.190
1, 4  acc:  1133 /  1627 =  69.637
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1141 /  1537 =  74.236
1, 7  acc:  1557 /  2246 =  69.323
------------------------------------
Average acc: 60262 / 71854 =  83.867
Robust  acc:   834 /  1260 =  66.190
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10788 / 12092 =  89.216
0, 1  acc: 12842 / 14179 =  90.571
0, 2  acc:  2501 /  3210 =  77.913
0, 3  acc: 11223 / 12101 =  92.744
0, 4  acc:  4325 /  5355 =  80.766
0, 5  acc:  2613 /  2980 =  87.685
0, 6  acc:  2450 /  3335 =  73.463
0, 7  acc:  4525 /  5723 =  79.067
1, 0  acc:  1545 /  2203 =  70.132
1, 1  acc:  1584 /  2270 =  69.780
1, 2  acc:   849 /  1216 =  69.819
1, 3  acc:   834 /  1260 =  66.190
1, 4  acc:  1133 /  1627 =  69.637
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1141 /  1537 =  74.236
1, 7  acc:  1557 /  2246 =  69.323
------------------------------------
Average acc: 60262 / 71854 =  83.867
Robust  acc:   834 /  1260 =  66.190
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.568 | Val Loss: 0.000 | Val Acc: 99.382
Training:
Accuracies by groups:
0, 0  acc: 92799 / 93665 =  99.075
0, 1  acc:  8600 /  8707 =  98.771
0, 2  acc: 13218 / 13388 =  98.730
0, 3  acc:  6675 /  6754 =  98.830
0, 4  acc:  2627 /  2720 =  96.581
0, 5  acc:   304 /   325 =  93.538
0, 6  acc:   349 /   360 =  96.944
0, 7  acc:   333 /   344 =  96.802
0, 8  acc:  9162 /  9277 =  98.760
0, 9  acc:   652 /   664 =  98.193
0, 10  acc:   676 /   685 =  98.686
0, 11  acc:   477 /   484 =  98.554
0, 12  acc:   500 /   518 =  96.525
0, 13  acc:    44 /    51 =  86.275
0, 14  acc:    93 /    96 =  96.875
0, 15  acc:    39 /    41 =  95.122
0, 16  acc:  6196 /  6344 =  97.667
0, 17  acc:   209 /   216 =  96.759
0, 18  acc:   642 /   656 =  97.866
0, 19  acc:   173 /   180 =  96.111
0, 20  acc:   155 /   166 =  93.373
0, 21  acc:    23 /    23 = 100.000
0, 22  acc:    65 /    67 =  97.015
0, 23  acc:     7 /     8 =  87.500
0, 24  acc:   836 /   856 =  97.664
0, 25  acc:    47 /    49 =  95.918
0, 26  acc:    89 /    90 =  98.889
0, 27  acc:    34 /    34 = 100.000
0, 28  acc:    38 /    40 =  95.000
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:    10 /    10 = 100.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2058 /  2083 =  98.800
0, 33  acc:    93 /    94 =  98.936
0, 34  acc:    99 /    99 = 100.000
0, 35  acc:    22 /    22 = 100.000
0, 36  acc:    48 /    52 =  92.308
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    26 /    26 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   567 /   577 =  98.267
0, 41  acc:    31 /    31 = 100.000
0, 42  acc:    19 /    21 =  90.476
0, 43  acc:    22 /    22 = 100.000
0, 44  acc:    17 /    18 =  94.444
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   393 /   406 =  96.798
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    19 /    21 =  90.476
0, 51  acc:    20 /    20 = 100.000
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   370 /   382 =  96.859
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    21 /    21 = 100.000
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:     9 /     9 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2832 /  2924 =  96.854
0, 65  acc:   431 /   443 =  97.291
0, 66  acc:   261 /   270 =  96.667
0, 67  acc:   115 /   116 =  99.138
0, 68  acc:    58 /    61 =  95.082
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    30 /    32 =  93.750
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    73 /    76 =  96.053
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    11 /    12 =  91.667
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     9 /     9 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    77 /    81 =  95.062
0, 81  acc:     9 /    10 =  90.000
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    15 /    16 =  93.750
0, 84  acc:    11 /    11 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     4 /     5 =  80.000
0, 89  acc:     1 /     1 = 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:    71 /    72 =  98.611
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:    11 /    11 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     8 /     8 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:    15 /    15 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    13 /    16 =  81.250
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    11 =  90.909
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     4 /     4 = 100.000
0, 117  acc:  6994 /  7135 =  98.024
0, 118  acc:  1564 /  1608 =  97.264
0, 119  acc:   411 /   420 =  97.857
0, 120  acc:   392 /   403 =  97.270
0, 121  acc:    66 /    71 =  92.958
0, 122  acc:    32 /    33 =  96.970
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    11 /    12 =  91.667
0, 125  acc:   412 /   420 =  98.095
0, 126  acc:   124 /   129 =  96.124
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    54 /    54 = 100.000
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   195 /   199 =  97.990
0, 134  acc:    83 /    86 =  96.512
0, 135  acc:    22 /    23 =  95.652
0, 136  acc:    27 /    28 =  96.429
0, 137  acc:    13 /    13 = 100.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    78 /    78 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    16 /    16 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   111 =  97.297
0, 149  acc:    17 /    18 =  94.444
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     8 /    11 =  72.727
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    37 /    38 =  97.368
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    28 /    31 =  90.323
0, 160  acc:     5 /     5 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1828 /  1881 =  97.182
0, 170  acc:   361 /   377 =  95.756
0, 171  acc:   126 /   131 =  96.183
0, 172  acc:   193 /   197 =  97.970
0, 173  acc:    31 /    31 = 100.000
0, 174  acc:     1 /     1 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    17 /    20 =  85.000
0, 177  acc:    83 /    84 =  98.810
0, 178  acc:     8 /     8 = 100.000
0, 179  acc:    10 /    12 =  83.333
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    53 /    56 =  94.643
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     7 /     7 = 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 /     3 = 100.000
0, 196  acc:    39 /    45 =  86.667
0, 197  acc:     7 /     8 =  87.500
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    25 /    26 =  96.154
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     5 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     4 /     4 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 42101 / 42627 =  98.766
1, 1  acc:  4434 /  4499 =  98.555
1, 2  acc:  7693 /  7826 =  98.301
1, 3  acc:  3221 /  3269 =  98.532
1, 4  acc:  3699 /  3769 =  98.143
1, 5  acc:   627 /   639 =  98.122
1, 6  acc:   395 /   403 =  98.015
1, 7  acc:   486 /   491 =  98.982
1, 8  acc:  3813 /  3872 =  98.476
1, 9  acc:   310 /   313 =  99.042
1, 10  acc:   364 /   367 =  99.183
1, 11  acc:   151 /   153 =  98.693
1, 12  acc:   542 /   554 =  97.834
1, 13  acc:    79 /    81 =  97.531
1, 14  acc:    85 /    87 =  97.701
1, 15  acc:    79 /    79 = 100.000
1, 16  acc:  5919 /  6035 =  98.078
1, 17  acc:   214 /   217 =  98.618
1, 18  acc:   453 /   464 =  97.629
1, 19  acc:   169 /   171 =  98.830
1, 20  acc:   199 /   205 =  97.073
1, 21  acc:    40 /    40 = 100.000
1, 22  acc:   100 /   102 =  98.039
1, 23  acc:    25 /    27 =  92.593
1, 24  acc:   731 /   756 =  96.693
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    70 /    72 =  97.222
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   100 /   101 =  99.010
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    25 /    26 =  96.154
1, 31  acc:     2 /     2 = 100.000
1, 32  acc:  1181 /  1207 =  97.846
1, 33  acc:    50 /    50 = 100.000
1, 34  acc:    57 /    58 =  98.276
1, 35  acc:    18 /    18 = 100.000
1, 36  acc:    30 /    30 = 100.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    31 /    32 =  96.875
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   298 /   302 =  98.675
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:    20 /    21 =  95.238
1, 44  acc:    12 /    13 =  92.308
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   392 /   400 =  98.000
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    24 /    24 = 100.000
1, 51  acc:    18 /    18 = 100.000
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    23 =  91.304
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   313 /   319 =  98.119
1, 57  acc:    14 /    14 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:    10 /    10 = 100.000
1, 60  acc:    16 /    16 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3772 /  3824 =  98.640
1, 65  acc:   573 /   582 =  98.454
1, 66  acc:   351 /   357 =  98.319
1, 67  acc:   150 /   152 =  98.684
1, 68  acc:   165 /   172 =  95.930
1, 69  acc:    21 /    22 =  95.455
1, 70  acc:    49 /    49 = 100.000
1, 71  acc:    15 /    15 = 100.000
1, 72  acc:    89 /    91 =  97.802
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    11 /    12 =  91.667
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   136 /   139 =  97.842
1, 81  acc:    16 /    18 =  88.889
1, 82  acc:    46 /    48 =  95.833
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:     2 /     2 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    23 /    23 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    97 /    98 =  98.980
1, 95  acc:     9 /     9 = 100.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    18 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     6 /     6 = 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:    14 /    15 =  93.333
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    12 =  91.667
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    17 /    18 =  94.444
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:  6071 /  6211 =  97.746
1, 118  acc:  1475 /  1503 =  98.137
1, 119  acc:   372 /   380 =  97.895
1, 120  acc:   424 /   432 =  98.148
1, 121  acc:   111 /   114 =  97.368
1, 122  acc:    42 /    45 =  93.333
1, 123  acc:    18 /    18 = 100.000
1, 124  acc:    28 /    29 =  96.552
1, 125  acc:   395 /   399 =  98.997
1, 126  acc:    91 /    97 =  93.814
1, 127  acc:    27 /    27 = 100.000
1, 128  acc:    28 /    28 = 100.000
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   352 /   360 =  97.778
1, 134  acc:    86 /    87 =  98.851
1, 135  acc:    28 /    28 = 100.000
1, 136  acc:    28 /    28 = 100.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:    83 /    84 =  98.810
1, 142  acc:    13 /    13 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   133 /   136 =  97.794
1, 149  acc:     8 /     9 =  88.889
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:    10 /    13 =  76.923
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    35 /    37 =  94.595
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    11 /    12 =  91.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    23 =  95.652
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    28 /    28 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2505 /  2553 =  98.120
1, 170  acc:   483 /   490 =  98.571
1, 171  acc:   214 /   216 =  99.074
1, 172  acc:   166 /   169 =  98.225
1, 173  acc:    36 /    37 =  97.297
1, 174  acc:    10 /    10 = 100.000
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    39 /    39 = 100.000
1, 177  acc:    59 /    59 = 100.000
1, 178  acc:     5 /     5 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    11 /    11 = 100.000
1, 184  acc:    97 /    97 = 100.000
1, 185  acc:    27 /    27 = 100.000
1, 186  acc:    23 /    23 = 100.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    63 /    68 =  92.647
1, 197  acc:     4 /     4 = 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:    15 /    15 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    16 /    17 =  94.118
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265185 / 269038 =  98.568
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25216 / 25373 =  99.381
0, 1  acc: 31089 / 31282 =  99.383
0, 2  acc:  6123 /  6155 =  99.480
0, 3  acc: 24139 / 24292 =  99.370
0, 4  acc: 10761 / 10829 =  99.372
0, 5  acc:  5499 /  5541 =  99.242
0, 6  acc:  6746 /  6785 =  99.425
0, 7  acc: 11929 / 12016 =  99.276
1, 0  acc:  4403 /  4437 =  99.234
1, 1  acc:  4922 /  4962 =  99.194
1, 2  acc:  2256 /  2265 =  99.603
1, 3  acc:  2430 /  2446 =  99.346
1, 4  acc:  3109 /  3125 =  99.488
1, 5  acc:   999 /  1003 =  99.601
1, 6  acc:  3083 /  3111 =  99.100
1, 7  acc:  4646 /  4682 =  99.231
--------------------------------------
Average acc: 147350 / 148304 =  99.357
Robust  acc:  3083 /  3111 =  99.100
--------------------------------------
New max robust acc: 99.09996785599485
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.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: 52.698 | Best Acc: 95.951
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11209 / 12092 =  92.698
0, 1  acc: 13263 / 14179 =  93.540
0, 2  acc:  2811 /  3210 =  87.570
0, 3  acc: 11611 / 12101 =  95.951
0, 4  acc:  4808 /  5355 =  89.785
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2848 /  3335 =  85.397
0, 7  acc:  4934 /  5723 =  86.214
1, 0  acc:  1368 /  2203 =  62.097
1, 1  acc:  1395 /  2270 =  61.454
1, 2  acc:   686 /  1216 =  56.414
1, 3  acc:   664 /  1260 =  52.698
1, 4  acc:   908 /  1627 =  55.808
1, 5  acc:   278 /   520 =  53.462
1, 6  acc:   952 /  1537 =  61.939
1, 7  acc:  1337 /  2246 =  59.528
------------------------------------
Average acc: 61859 / 71854 =  86.090
Robust  acc:   664 /  1260 =  52.698
------------------------------------
Accuracies by groups:
0, 0  acc: 11209 / 12092 =  92.698
0, 1  acc: 13263 / 14179 =  93.540
0, 2  acc:  2811 /  3210 =  87.570
0, 3  acc: 11611 / 12101 =  95.951
0, 4  acc:  4808 /  5355 =  89.785
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2848 /  3335 =  85.397
0, 7  acc:  4934 /  5723 =  86.214
1, 0  acc:  1368 /  2203 =  62.097
1, 1  acc:  1395 /  2270 =  61.454
1, 2  acc:   686 /  1216 =  56.414
1, 3  acc:   664 /  1260 =  52.698
1, 4  acc:   908 /  1627 =  55.808
1, 5  acc:   278 /   520 =  53.462
1, 6  acc:   952 /  1537 =  61.939
1, 7  acc:  1337 /  2246 =  59.528
------------------------------------
Average acc: 61859 / 71854 =  86.090
Robust  acc:   664 /  1260 =  52.698
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11209 / 12092 =  92.698
0, 1  acc: 13263 / 14179 =  93.540
0, 2  acc:  2811 /  3210 =  87.570
0, 3  acc: 11611 / 12101 =  95.951
0, 4  acc:  4808 /  5355 =  89.785
0, 5  acc:  2787 /  2980 =  93.523
0, 6  acc:  2848 /  3335 =  85.397
0, 7  acc:  4934 /  5723 =  86.214
1, 0  acc:  1368 /  2203 =  62.097
1, 1  acc:  1395 /  2270 =  61.454
1, 2  acc:   686 /  1216 =  56.414
1, 3  acc:   664 /  1260 =  52.698
1, 4  acc:   908 /  1627 =  55.808
1, 5  acc:   278 /   520 =  53.462
1, 6  acc:   952 /  1537 =  61.939
1, 7  acc:  1337 /  2246 =  59.528
------------------------------------
Average acc: 61859 / 71854 =  86.090
Robust  acc:   664 /  1260 =  52.698
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed0.pt
_seed0.pt
6.360
Robust  acc:   665 /  1260 =  52.778
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed0.pt
ias-end_seed0.pt
