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: 10
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/jtt_model_b_worst_avg_gap_best_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: run0
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=10-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/jtt_model_b_worst_avg_gap_best_seed0.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 2827442250

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: 0.003 | Train Acc: 98.930 | Val Loss: 0.000 | Val Acc: 99.157
Training:
Accuracies by groups:
0, 0  acc:  1511 /  2820 =  53.582
0, 1  acc:    64 /   182 =  35.165
0, 2  acc:    87 /   268 =  32.463
0, 3  acc:    49 /   165 =  29.697
0, 4  acc:     4 /    42 =   9.524
0, 5  acc:     1 /    10 =  10.000
0, 6  acc:     0 /     4 =   0.000
0, 7  acc:     0 /     8 =   0.000
0, 8  acc:   144 /   281 =  51.246
0, 9  acc:    12 /    23 =  52.174
0, 10  acc:     8 /    14 =  57.143
0, 11  acc:     7 /    20 =  35.000
0, 12  acc:     0 /     7 =   0.000
0, 13  acc:     0 /     3 =   0.000
0, 14  acc:     0 /     3 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     2 /   107 =   1.869
0, 17  acc:     0 /     3 =   0.000
0, 18  acc:     0 /     9 =   0.000
0, 19  acc:     0 /     8 =   0.000
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     1 =   0.000
0, 24  acc:     2 /    15 =  13.333
0, 25  acc:     0 /     1 =   0.000
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     2 =   0.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     1 =   0.000
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    14 /    44 =  31.818
0, 33  acc:     1 /     2 =  50.000
0, 34  acc:     0 /     0 =     nan
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     4 /    13 =  30.769
0, 41  acc:     1 /     1 = 100.000
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     2 =   0.000
0, 44  acc:     0 /     1 =   0.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     8 =   0.000
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:     0 /     1 =   0.000
0, 51  acc:     0 /     3 =   0.000
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     2 /    11 =  18.182
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     1 =   0.000
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     1 /    39 =   2.564
0, 65  acc:     0 /     2 =   0.000
0, 66  acc:     0 /     4 =   0.000
0, 67  acc:     0 /     0 =     nan
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     1 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     1 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     1 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     0 /     2 =   0.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     1 =   0.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:     3 /   106 =   2.830
0, 118  acc:     2 /    24 =   8.333
0, 119  acc:     0 /     8 =   0.000
0, 120  acc:     0 /     6 =   0.000
0, 121  acc:     0 /     2 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     2 /    12 =  16.667
0, 126  acc:     0 /     2 =   0.000
0, 127  acc:     0 /     1 =   0.000
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     1 =   0.000
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     2 =   0.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     0 /    17 =   0.000
0, 170  acc:     0 /     6 =   0.000
0, 171  acc:     0 /     3 =   0.000
0, 172  acc:     0 /     0 =     nan
0, 173  acc:     0 /     2 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     1 =   0.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     1 =   0.000
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 109700 / 109959 =  99.764
1, 1  acc: 12359 / 12385 =  99.790
1, 2  acc: 20859 / 20905 =  99.780
1, 3  acc:  8721 /  8730 =  99.897
1, 4  acc:  9581 /  9589 =  99.917
1, 5  acc:  1708 /  1708 = 100.000
1, 6  acc:  1059 /  1059 = 100.000
1, 7  acc:  1100 /  1101 =  99.909
1, 8  acc:  9624 /  9665 =  99.576
1, 9  acc:   673 /   675 =  99.704
1, 10  acc:   865 /   866 =  99.885
1, 11  acc:   426 /   428 =  99.533
1, 12  acc:  1417 /  1419 =  99.859
1, 13  acc:   186 /   186 = 100.000
1, 14  acc:   261 /   261 = 100.000
1, 15  acc:   215 /   216 =  99.537
1, 16  acc: 15512 / 15523 =  99.929
1, 17  acc:   656 /   656 = 100.000
1, 18  acc:  1251 /  1252 =  99.920
1, 19  acc:   420 /   420 = 100.000
1, 20  acc:   629 /   629 = 100.000
1, 21  acc:    91 /    91 = 100.000
1, 22  acc:   303 /   303 = 100.000
1, 23  acc:    98 /    98 = 100.000
1, 24  acc:  1916 /  1917 =  99.948
1, 25  acc:    30 /    30 = 100.000
1, 26  acc:   188 /   188 = 100.000
1, 27  acc:    26 /    26 = 100.000
1, 28  acc:   322 /   322 = 100.000
1, 29  acc:    24 /    24 = 100.000
1, 30  acc:    45 /    45 = 100.000
1, 31  acc:    23 /    23 = 100.000
1, 32  acc:  3176 /  3185 =  99.717
1, 33  acc:   134 /   135 =  99.259
1, 34  acc:   129 /   129 = 100.000
1, 35  acc:    53 /    53 = 100.000
1, 36  acc:   110 /   110 = 100.000
1, 37  acc:    17 /    17 = 100.000
1, 38  acc:    60 /    60 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   758 /   760 =  99.737
1, 41  acc:    33 /    33 = 100.000
1, 42  acc:    22 /    22 = 100.000
1, 43  acc:    41 /    41 = 100.000
1, 44  acc:    58 /    58 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    36 /    37 =  97.297
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1065 /  1065 = 100.000
1, 49  acc:    21 /    21 = 100.000
1, 50  acc:    72 /    72 = 100.000
1, 51  acc:    49 /    49 = 100.000
1, 52  acc:    30 /    30 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    70 /    70 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   822 /   824 =  99.757
1, 57  acc:    29 /    29 = 100.000
1, 58  acc:    27 /    27 = 100.000
1, 59  acc:    24 /    24 = 100.000
1, 60  acc:    55 /    55 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    39 /    39 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10847 / 10854 =  99.936
1, 65  acc:  1594 /  1594 = 100.000
1, 66  acc:   958 /   958 = 100.000
1, 67  acc:   368 /   369 =  99.729
1, 68  acc:   508 /   508 = 100.000
1, 69  acc:    80 /    80 = 100.000
1, 70  acc:   163 /   163 = 100.000
1, 71  acc:    50 /    50 = 100.000
1, 72  acc:   238 /   238 = 100.000
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:    12 /    12 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    38 /    38 = 100.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   372 /   372 = 100.000
1, 81  acc:    59 /    59 = 100.000
1, 82  acc:    93 /    93 = 100.000
1, 83  acc:    15 /    15 = 100.000
1, 84  acc:    18 /    18 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    53 /    53 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    52 /    52 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     9 /     9 = 100.000
1, 94  acc:   315 /   315 = 100.000
1, 95  acc:    62 /    62 = 100.000
1, 96  acc:    30 /    30 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    37 /    37 = 100.000
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     7 /     7 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    55 /    55 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    53 /    53 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    14 /    14 = 100.000
1, 111  acc:    16 /    16 = 100.000
1, 112  acc:    26 /    26 = 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: 18321 / 18336 =  99.918
1, 118  acc:  4192 /  4195 =  99.928
1, 119  acc:  1091 /  1093 =  99.817
1, 120  acc:  1189 /  1191 =  99.832
1, 121  acc:   305 /   306 =  99.673
1, 122  acc:   165 /   165 = 100.000
1, 123  acc:    48 /    48 = 100.000
1, 124  acc:    80 /    80 = 100.000
1, 125  acc:  1159 /  1159 = 100.000
1, 126  acc:   249 /   249 = 100.000
1, 127  acc:    56 /    56 = 100.000
1, 128  acc:   115 /   115 = 100.000
1, 129  acc:    41 /    41 = 100.000
1, 130  acc:    12 /    12 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:  1019 /  1019 = 100.000
1, 134  acc:   178 /   178 = 100.000
1, 135  acc:    84 /    84 = 100.000
1, 136  acc:    92 /    92 = 100.000
1, 137  acc:    22 /    23 =  95.652
1, 138  acc:    10 /    10 = 100.000
1, 139  acc:    12 /    12 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   250 /   250 = 100.000
1, 142  acc:    51 /    51 = 100.000
1, 143  acc:    15 /    15 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:     5 /     5 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   409 /   409 = 100.000
1, 149  acc:    38 /    38 = 100.000
1, 150  acc:    26 /    26 = 100.000
1, 151  acc:    51 /    51 = 100.000
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:    10 /    10 = 100.000
1, 154  acc:    80 /    80 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    15 /    15 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    70 /    70 = 100.000
1, 160  acc:    12 /    12 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     9 /     9 = 100.000
1, 164  acc:    57 /    57 = 100.000
1, 165  acc:    13 /    13 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7237 /  7243 =  99.917
1, 170  acc:  1380 /  1382 =  99.855
1, 171  acc:   536 /   536 = 100.000
1, 172  acc:   430 /   431 =  99.768
1, 173  acc:   133 /   133 = 100.000
1, 174  acc:    31 /    31 = 100.000
1, 175  acc:    13 /    13 = 100.000
1, 176  acc:   118 /   118 = 100.000
1, 177  acc:   169 /   169 = 100.000
1, 178  acc:    23 /    23 = 100.000
1, 179  acc:    19 /    19 = 100.000
1, 180  acc:    18 /    18 = 100.000
1, 181  acc:    15 /    15 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    33 /    33 = 100.000
1, 184  acc:   290 /   290 = 100.000
1, 185  acc:    84 /    84 = 100.000
1, 186  acc:    42 /    42 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:    11 /    11 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    32 /    32 = 100.000
1, 191  acc:    19 /    19 = 100.000
1, 192  acc:    29 /    29 = 100.000
1, 193  acc:    14 /    14 = 100.000
1, 194  acc:    14 /    14 = 100.000
1, 195  acc:    11 /    11 = 100.000
1, 196  acc:   212 /   212 = 100.000
1, 197  acc:    20 /    20 = 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:    16 /    16 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    39 /    39 = 100.000
1, 205  acc:    13 /    13 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    49 /    49 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:     7 /     7 = 100.000
1, 213  acc:    27 /    27 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    18 /    18 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    29 /    29 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 266158 / 269038 =  98.930
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25150 / 25373 =  99.121
0, 1  acc: 31001 / 31282 =  99.102
0, 2  acc:  6094 /  6155 =  99.009
0, 3  acc: 24089 / 24292 =  99.164
0, 4  acc: 10738 / 10829 =  99.160
0, 5  acc:  5487 /  5541 =  99.025
0, 6  acc:  6736 /  6785 =  99.278
0, 7  acc: 11915 / 12016 =  99.159
1, 0  acc:  4404 /  4437 =  99.256
1, 1  acc:  4918 /  4962 =  99.113
1, 2  acc:  2246 /  2265 =  99.161
1, 3  acc:  2423 /  2446 =  99.060
1, 4  acc:  3090 /  3125 =  98.880
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3082 /  3111 =  99.068
1, 7  acc:  4643 /  4682 =  99.167
--------------------------------------
Average acc: 147012 / 148304 =  99.129
Robust  acc:  3090 /  3125 =  98.880
--------------------------------------
New max robust acc: 98.88
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint cp-debias-wga-best-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=10-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-cpe=9-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-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=10-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-cpe=0-cpre=-1-cpb=-1.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: 0.420 | Best Acc: 100.000
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  3584 / 12092 =  29.639
0, 1  acc:  4223 / 14179 =  29.783
0, 2  acc:   115 /  3210 =   3.583
0, 3  acc:  5230 / 12101 =  43.220
0, 4  acc:   324 /  5355 =   6.050
0, 5  acc:   604 /  2980 =  20.268
0, 6  acc:    14 /  3335 =   0.420
0, 7  acc:    83 /  5723 =   1.450
1, 0  acc:  2195 /  2203 =  99.637
1, 1  acc:  2256 /  2270 =  99.383
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1252 /  1260 =  99.365
1, 4  acc:  1626 /  1627 =  99.939
1, 5  acc:   518 /   520 =  99.615
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 27022 / 71854 =  37.607
Robust  acc:    14 /  3335 =   0.420
------------------------------------
Accuracies by groups:
0, 0  acc:  3584 / 12092 =  29.639
0, 1  acc:  4223 / 14179 =  29.783
0, 2  acc:   115 /  3210 =   3.583
0, 3  acc:  5230 / 12101 =  43.220
0, 4  acc:   324 /  5355 =   6.050
0, 5  acc:   604 /  2980 =  20.268
0, 6  acc:    14 /  3335 =   0.420
0, 7  acc:    83 /  5723 =   1.450
1, 0  acc:  2195 /  2203 =  99.637
1, 1  acc:  2256 /  2270 =  99.383
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1252 /  1260 =  99.365
1, 4  acc:  1626 /  1627 =  99.939
1, 5  acc:   518 /   520 =  99.615
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 27022 / 71854 =  37.607
Robust  acc:    14 /  3335 =   0.420
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  3584 / 12092 =  29.639
0, 1  acc:  4223 / 14179 =  29.783
0, 2  acc:   115 /  3210 =   3.583
0, 3  acc:  5230 / 12101 =  43.220
0, 4  acc:   324 /  5355 =   6.050
0, 5  acc:   604 /  2980 =  20.268
0, 6  acc:    14 /  3335 =   0.420
0, 7  acc:    83 /  5723 =   1.450
1, 0  acc:  2195 /  2203 =  99.637
1, 1  acc:  2256 /  2270 =  99.383
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1252 /  1260 =  99.365
1, 4  acc:  1626 /  1627 =  99.939
1, 5  acc:   518 /   520 =  99.615
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 27022 / 71854 =  37.607
Robust  acc:    14 /  3335 =   0.420
------------------------------------

t_total is 2827442250

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: 0.002 | Train Acc: 99.357 | Val Loss: 0.000 | Val Acc: 99.393
Training:
Accuracies by groups:
0, 0  acc:  1923 /  2657 =  72.375
0, 1  acc:    99 /   170 =  58.235
0, 2  acc:   142 /   272 =  52.206
0, 3  acc:    85 /   144 =  59.028
0, 4  acc:     7 /    64 =  10.938
0, 5  acc:     0 /     2 =   0.000
0, 6  acc:     2 /    12 =  16.667
0, 7  acc:     0 /     1 =   0.000
0, 8  acc:   198 /   297 =  66.667
0, 9  acc:    11 /    16 =  68.750
0, 10  acc:    14 /    19 =  73.684
0, 11  acc:    11 /    19 =  57.895
0, 12  acc:     1 /    13 =   7.692
0, 13  acc:     0 /     2 =   0.000
0, 14  acc:     0 /     0 =     nan
0, 15  acc:     0 /     2 =   0.000
0, 16  acc:     8 /    83 =   9.639
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     4 /    11 =  36.364
0, 19  acc:     0 /     1 =   0.000
0, 20  acc:     0 /     1 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     2 /    18 =  11.111
0, 25  acc:     0 /     1 =   0.000
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     1 /     2 =  50.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    23 /    54 =  42.593
0, 33  acc:     0 /     1 =   0.000
0, 34  acc:     1 /     2 =  50.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:    10 /    17 =  58.824
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     1 =   0.000
0, 43  acc:     3 /     4 =  75.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     3 /    10 =  30.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     1 =   0.000
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     1 /     4 =  25.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     1 =   0.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     2 /    41 =   4.878
0, 65  acc:     0 /     9 =   0.000
0, 66  acc:     1 /     7 =  14.286
0, 67  acc:     0 /     0 =     nan
0, 68  acc:     0 /     3 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     0 =     nan
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     1 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     1 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     0 /     4 =   0.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    13 /   102 =  12.745
0, 118  acc:     1 /    24 =   4.167
0, 119  acc:     0 /    12 =   0.000
0, 120  acc:     0 /     7 =   0.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     1 /     6 =  16.667
0, 126  acc:     2 /     3 =  66.667
0, 127  acc:     0 /     1 =   0.000
0, 128  acc:     0 /     2 =   0.000
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     7 =   0.000
0, 134  acc:     0 /     2 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     1 /     1 = 100.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     1 /    22 =   4.545
0, 170  acc:     0 /     5 =   0.000
0, 171  acc:     1 /     2 =  50.000
0, 172  acc:     0 /     2 =   0.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     0 =     nan
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     1 =   0.000
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 109869 / 109942 =  99.934
1, 1  acc: 12371 / 12376 =  99.960
1, 2  acc: 20988 / 21000 =  99.943
1, 3  acc:  8542 /  8547 =  99.941
1, 4  acc:  9550 /  9553 =  99.969
1, 5  acc:  1704 /  1705 =  99.941
1, 6  acc:  1053 /  1053 = 100.000
1, 7  acc:  1213 /  1213 = 100.000
1, 8  acc:  9797 /  9803 =  99.939
1, 9  acc:   733 /   734 =  99.864
1, 10  acc:   908 /   908 = 100.000
1, 11  acc:   398 /   398 = 100.000
1, 12  acc:  1413 /  1414 =  99.929
1, 13  acc:   202 /   202 = 100.000
1, 14  acc:   240 /   242 =  99.174
1, 15  acc:   227 /   227 = 100.000
1, 16  acc: 15880 / 15881 =  99.994
1, 17  acc:   640 /   640 = 100.000
1, 18  acc:  1228 /  1228 = 100.000
1, 19  acc:   515 /   515 = 100.000
1, 20  acc:   577 /   577 = 100.000
1, 21  acc:    88 /    88 = 100.000
1, 22  acc:   301 /   301 = 100.000
1, 23  acc:    93 /    93 = 100.000
1, 24  acc:  1996 /  1998 =  99.900
1, 25  acc:    50 /    50 = 100.000
1, 26  acc:   208 /   208 = 100.000
1, 27  acc:    36 /    36 = 100.000
1, 28  acc:   297 /   297 = 100.000
1, 29  acc:    15 /    15 = 100.000
1, 30  acc:    34 /    34 = 100.000
1, 31  acc:    24 /    24 = 100.000
1, 32  acc:  3110 /  3112 =  99.936
1, 33  acc:   161 /   161 = 100.000
1, 34  acc:   150 /   150 = 100.000
1, 35  acc:    53 /    53 = 100.000
1, 36  acc:   116 /   116 = 100.000
1, 37  acc:    23 /    23 = 100.000
1, 38  acc:    73 /    73 = 100.000
1, 39  acc:    12 /    12 = 100.000
1, 40  acc:   818 /   820 =  99.756
1, 41  acc:    33 /    33 = 100.000
1, 42  acc:    28 /    28 = 100.000
1, 43  acc:    36 /    36 = 100.000
1, 44  acc:    47 /    47 = 100.000
1, 45  acc:     9 /     9 = 100.000
1, 46  acc:    26 /    26 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1018 /  1020 =  99.804
1, 49  acc:    27 /    27 = 100.000
1, 50  acc:    77 /    77 = 100.000
1, 51  acc:    32 /    32 = 100.000
1, 52  acc:    30 /    30 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    75 /    75 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   745 /   745 = 100.000
1, 57  acc:    41 /    41 = 100.000
1, 58  acc:    37 /    37 = 100.000
1, 59  acc:    22 /    22 = 100.000
1, 60  acc:    80 /    80 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    33 /    33 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10657 / 10658 =  99.991
1, 65  acc:  1472 /  1473 =  99.932
1, 66  acc:   924 /   924 = 100.000
1, 67  acc:   426 /   426 = 100.000
1, 68  acc:   496 /   496 = 100.000
1, 69  acc:    74 /    74 = 100.000
1, 70  acc:   152 /   152 = 100.000
1, 71  acc:    50 /    50 = 100.000
1, 72  acc:   215 /   215 = 100.000
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:     8 /     8 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    42 /    42 = 100.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     9 /     9 = 100.000
1, 80  acc:   405 /   405 = 100.000
1, 81  acc:    48 /    48 = 100.000
1, 82  acc:   116 /   116 = 100.000
1, 83  acc:    28 /    28 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    45 /    45 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    38 /    38 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   294 /   294 = 100.000
1, 95  acc:    40 /    40 = 100.000
1, 96  acc:    20 /    20 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    43 /    43 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    40 /    40 = 100.000
1, 101  acc:    10 /    10 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     9 /     9 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    53 /    54 =  98.148
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    32 /    32 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    23 /    23 = 100.000
1, 111  acc:     9 /     9 = 100.000
1, 112  acc:    28 /    28 = 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: 18259 / 18263 =  99.978
1, 118  acc:  4270 /  4271 =  99.977
1, 119  acc:  1112 /  1112 = 100.000
1, 120  acc:  1128 /  1128 = 100.000
1, 121  acc:   312 /   312 = 100.000
1, 122  acc:   168 /   168 = 100.000
1, 123  acc:    47 /    47 = 100.000
1, 124  acc:    77 /    77 = 100.000
1, 125  acc:  1178 /  1179 =  99.915
1, 126  acc:   273 /   273 = 100.000
1, 127  acc:    64 /    64 = 100.000
1, 128  acc:   105 /   105 = 100.000
1, 129  acc:    31 /    31 = 100.000
1, 130  acc:    13 /    13 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    21 /    21 = 100.000
1, 133  acc:  1055 /  1055 = 100.000
1, 134  acc:   201 /   201 = 100.000
1, 135  acc:    83 /    83 = 100.000
1, 136  acc:    83 /    83 = 100.000
1, 137  acc:    20 /    20 = 100.000
1, 138  acc:    14 /    14 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:   236 /   236 = 100.000
1, 142  acc:    29 /    29 = 100.000
1, 143  acc:    10 /    10 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    12 /    12 = 100.000
1, 148  acc:   445 /   445 = 100.000
1, 149  acc:    42 /    42 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    42 /    42 = 100.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    96 /    96 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    20 /    20 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    74 /    74 = 100.000
1, 160  acc:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     8 /     8 = 100.000
1, 164  acc:    56 /    56 = 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:  7172 /  7172 = 100.000
1, 170  acc:  1417 /  1417 = 100.000
1, 171  acc:   600 /   600 = 100.000
1, 172  acc:   455 /   455 = 100.000
1, 173  acc:   134 /   134 = 100.000
1, 174  acc:    26 /    26 = 100.000
1, 175  acc:    18 /    18 = 100.000
1, 176  acc:    98 /    98 = 100.000
1, 177  acc:   156 /   156 = 100.000
1, 178  acc:    23 /    23 = 100.000
1, 179  acc:    20 /    20 = 100.000
1, 180  acc:    13 /    13 = 100.000
1, 181  acc:    14 /    14 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    22 /    22 = 100.000
1, 184  acc:   285 /   285 = 100.000
1, 185  acc:    73 /    73 = 100.000
1, 186  acc:    35 /    35 = 100.000
1, 187  acc:    21 /    21 = 100.000
1, 188  acc:     8 /     8 = 100.000
1, 189  acc:    12 /    12 = 100.000
1, 190  acc:    16 /    16 = 100.000
1, 191  acc:    16 /    16 = 100.000
1, 192  acc:    20 /    20 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     6 /     6 = 100.000
1, 195  acc:     7 /     7 = 100.000
1, 196  acc:   216 /   216 = 100.000
1, 197  acc:    21 /    21 = 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:     5 /     5 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    35 /    35 = 100.000
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    36 /    36 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    12 /    12 = 100.000
1, 212  acc:     7 /     7 = 100.000
1, 213  acc:    26 /    26 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    22 /    22 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    22 /    22 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267309 / 269038 =  99.357
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25232 / 25373 =  99.444
0, 1  acc: 31104 / 31282 =  99.431
0, 2  acc:  6123 /  6155 =  99.480
0, 3  acc: 24142 / 24292 =  99.383
0, 4  acc: 10765 / 10829 =  99.409
0, 5  acc:  5526 /  5541 =  99.729
0, 6  acc:  6738 /  6785 =  99.307
0, 7  acc: 11929 / 12016 =  99.276
1, 0  acc:  4410 /  4437 =  99.391
1, 1  acc:  4930 /  4962 =  99.355
1, 2  acc:  2245 /  2265 =  99.117
1, 3  acc:  2432 /  2446 =  99.428
1, 4  acc:  3110 /  3125 =  99.520
1, 5  acc:  1000 /  1003 =  99.701
1, 6  acc:  3088 /  3111 =  99.261
1, 7  acc:  4649 /  4682 =  99.295
--------------------------------------
Average acc: 147423 / 148304 =  99.406
Robust  acc:  2245 /  2265 =  99.117
--------------------------------------
New max robust acc: 99.11699779249447
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint cp-debias-wga-best-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=10-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-cpe=0-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-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=10-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-cpe=1-cpre=-1-cpb=-1.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: 4.168 | Best Acc: 100.000
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc:  5362 / 12092 =  44.343
0, 1  acc:  6652 / 14179 =  46.914
0, 2  acc:   188 /  3210 =   5.857
0, 3  acc:  7235 / 12101 =  59.788
0, 4  acc:   687 /  5355 =  12.829
0, 5  acc:  1230 /  2980 =  41.275
0, 6  acc:   139 /  3335 =   4.168
0, 7  acc:   318 /  5723 =   5.557
1, 0  acc:  2179 /  2203 =  98.911
1, 1  acc:  2232 /  2270 =  98.326
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1239 /  1260 =  98.333
1, 4  acc:  1620 /  1627 =  99.570
1, 5  acc:   514 /   520 =  98.846
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2243 /  2246 =  99.866
------------------------------------
Average acc: 34590 / 71854 =  48.139
Robust  acc:   139 /  3335 =   4.168
------------------------------------
Accuracies by groups:
0, 0  acc:  5362 / 12092 =  44.343
0, 1  acc:  6652 / 14179 =  46.914
0, 2  acc:   188 /  3210 =   5.857
0, 3  acc:  7235 / 12101 =  59.788
0, 4  acc:   687 /  5355 =  12.829
0, 5  acc:  1230 /  2980 =  41.275
0, 6  acc:   139 /  3335 =   4.168
0, 7  acc:   318 /  5723 =   5.557
1, 0  acc:  2179 /  2203 =  98.911
1, 1  acc:  2232 /  2270 =  98.326
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1239 /  1260 =  98.333
1, 4  acc:  1620 /  1627 =  99.570
1, 5  acc:   514 /   520 =  98.846
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2243 /  2246 =  99.866
------------------------------------
Average acc: 34590 / 71854 =  48.139
Robust  acc:   139 /  3335 =   4.168
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  5362 / 12092 =  44.343
0, 1  acc:  6652 / 14179 =  46.914
0, 2  acc:   188 /  3210 =   5.857
0, 3  acc:  7235 / 12101 =  59.788
0, 4  acc:   687 /  5355 =  12.829
0, 5  acc:  1230 /  2980 =  41.275
0, 6  acc:   139 /  3335 =   4.168
0, 7  acc:   318 /  5723 =   5.557
1, 0  acc:  2179 /  2203 =  98.911
1, 1  acc:  2232 /  2270 =  98.326
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1239 /  1260 =  98.333
1, 4  acc:  1620 /  1627 =  99.570
1, 5  acc:   514 /   520 =  98.846
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2243 /  2246 =  99.866
------------------------------------
Average acc: 34590 / 71854 =  48.139
Robust  acc:   139 /  3335 =   4.168
------------------------------------

t_total is 2827442250

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: 0.002 | Train Acc: 99.460 | Val Loss: 0.000 | Val Acc: 99.488
Training:
Accuracies by groups:
0, 0  acc:  2172 /  2735 =  79.415
0, 1  acc:   123 /   180 =  68.333
0, 2  acc:   176 /   283 =  62.191
0, 3  acc:    83 /   139 =  59.712
0, 4  acc:    15 /    58 =  25.862
0, 5  acc:     0 /     7 =   0.000
0, 6  acc:     3 /     7 =  42.857
0, 7  acc:     2 /     4 =  50.000
0, 8  acc:   242 /   310 =  78.065
0, 9  acc:     9 /    13 =  69.231
0, 10  acc:    13 /    18 =  72.222
0, 11  acc:    11 /    16 =  68.750
0, 12  acc:     0 /     5 =   0.000
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     1 /     3 =  33.333
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:    32 /   101 =  31.683
0, 17  acc:     1 /     4 =  25.000
0, 18  acc:     5 /    10 =  50.000
0, 19  acc:     1 /     5 =  20.000
0, 20  acc:     0 /     3 =   0.000
0, 21  acc:     0 /     1 =   0.000
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     5 /    15 =  33.333
0, 25  acc:     2 /     2 = 100.000
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     1 =   0.000
0, 28  acc:     0 /     3 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    27 /    49 =  55.102
0, 33  acc:     0 /     0 =     nan
0, 34  acc:     2 /     2 = 100.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:    11 /    20 =  55.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     1 /     2 =  50.000
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:     1 /     5 =  20.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     1 =   0.000
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     8 /    13 =  61.538
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     1 /     1 = 100.000
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:    11 /    58 =  18.966
0, 65  acc:     1 /     5 =  20.000
0, 66  acc:     2 /     7 =  28.571
0, 67  acc:     1 /     1 = 100.000
0, 68  acc:     0 /     4 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     2 /     3 =  66.667
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     3 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     1 =   0.000
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     0 /     1 =   0.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     1 =   0.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    22 /   109 =  20.183
0, 118  acc:     5 /    19 =  26.316
0, 119  acc:     1 /     5 =  20.000
0, 120  acc:     2 /     3 =  66.667
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     1 =   0.000
0, 123  acc:     0 /     1 =   0.000
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     2 /     4 =  50.000
0, 126  acc:     1 /     1 = 100.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     2 =   0.000
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     1 =   0.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     1 =   0.000
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     1 =   0.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     3 /    38 =   7.895
0, 170  acc:     1 /     3 =  33.333
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     3 =   0.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     1 =   0.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     1 =   0.000
0, 197  acc:     0 /     1 =   0.000
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     1 =   0.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110120 / 110191 =  99.936
1, 1  acc: 12476 / 12484 =  99.936
1, 2  acc: 21160 / 21174 =  99.934
1, 3  acc:  8579 /  8585 =  99.930
1, 4  acc:  9611 /  9613 =  99.979
1, 5  acc:  1677 /  1677 = 100.000
1, 6  acc:  1037 /  1037 = 100.000
1, 7  acc:  1186 /  1187 =  99.916
1, 8  acc:  9522 /  9535 =  99.864
1, 9  acc:   662 /   664 =  99.699
1, 10  acc:   910 /   910 = 100.000
1, 11  acc:   433 /   433 = 100.000
1, 12  acc:  1446 /  1446 = 100.000
1, 13  acc:   194 /   194 = 100.000
1, 14  acc:   234 /   234 = 100.000
1, 15  acc:   238 /   239 =  99.582
1, 16  acc: 15525 / 15530 =  99.968
1, 17  acc:   609 /   609 = 100.000
1, 18  acc:  1227 /  1228 =  99.919
1, 19  acc:   511 /   511 = 100.000
1, 20  acc:   632 /   632 = 100.000
1, 21  acc:    98 /    98 = 100.000
1, 22  acc:   290 /   290 = 100.000
1, 23  acc:    87 /    87 = 100.000
1, 24  acc:  1967 /  1970 =  99.848
1, 25  acc:    35 /    35 = 100.000
1, 26  acc:   191 /   191 = 100.000
1, 27  acc:    21 /    21 = 100.000
1, 28  acc:   310 /   310 = 100.000
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    56 /    56 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  3207 /  3210 =  99.907
1, 33  acc:   166 /   166 = 100.000
1, 34  acc:   119 /   119 = 100.000
1, 35  acc:    43 /    43 = 100.000
1, 36  acc:   107 /   107 = 100.000
1, 37  acc:    17 /    17 = 100.000
1, 38  acc:    63 /    63 = 100.000
1, 39  acc:     9 /     9 = 100.000
1, 40  acc:   750 /   751 =  99.867
1, 41  acc:    37 /    37 = 100.000
1, 42  acc:    16 /    16 = 100.000
1, 43  acc:    34 /    34 = 100.000
1, 44  acc:    67 /    67 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    17 /    17 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1030 /  1030 = 100.000
1, 49  acc:    29 /    29 = 100.000
1, 50  acc:    78 /    78 = 100.000
1, 51  acc:    53 /    53 = 100.000
1, 52  acc:    34 /    34 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    57 /    57 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   721 /   722 =  99.861
1, 57  acc:    28 /    28 = 100.000
1, 58  acc:    42 /    42 = 100.000
1, 59  acc:    23 /    23 = 100.000
1, 60  acc:    51 /    51 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    37 /    37 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10617 / 10620 =  99.972
1, 65  acc:  1496 /  1496 = 100.000
1, 66  acc:   893 /   894 =  99.888
1, 67  acc:   392 /   393 =  99.746
1, 68  acc:   493 /   493 = 100.000
1, 69  acc:    52 /    52 = 100.000
1, 70  acc:   157 /   157 = 100.000
1, 71  acc:    46 /    46 = 100.000
1, 72  acc:   225 /   225 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:    10 /    10 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    44 /    44 = 100.000
1, 77  acc:    11 /    11 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   391 /   391 = 100.000
1, 81  acc:    50 /    50 = 100.000
1, 82  acc:   102 /   102 = 100.000
1, 83  acc:    12 /    12 = 100.000
1, 84  acc:    18 /    18 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    50 /    50 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    53 /    53 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    11 /    11 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   316 /   316 = 100.000
1, 95  acc:    37 /    37 = 100.000
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    46 /    46 = 100.000
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     9 /     9 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    60 /    60 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    39 /    39 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    19 /    19 = 100.000
1, 111  acc:     6 /     6 = 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: 18252 / 18259 =  99.962
1, 118  acc:  4282 /  4282 = 100.000
1, 119  acc:  1133 /  1134 =  99.912
1, 120  acc:  1167 /  1167 = 100.000
1, 121  acc:   311 /   311 = 100.000
1, 122  acc:   152 /   152 = 100.000
1, 123  acc:    48 /    48 = 100.000
1, 124  acc:    78 /    78 = 100.000
1, 125  acc:  1069 /  1069 = 100.000
1, 126  acc:   286 /   286 = 100.000
1, 127  acc:    55 /    55 = 100.000
1, 128  acc:    97 /    97 = 100.000
1, 129  acc:    29 /    29 = 100.000
1, 130  acc:    19 /    19 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:  1004 /  1004 = 100.000
1, 134  acc:   202 /   202 = 100.000
1, 135  acc:    91 /    91 = 100.000
1, 136  acc:    93 /    93 = 100.000
1, 137  acc:    13 /    13 = 100.000
1, 138  acc:     9 /     9 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   250 /   250 = 100.000
1, 142  acc:    57 /    57 = 100.000
1, 143  acc:    16 /    16 = 100.000
1, 144  acc:    12 /    12 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   416 /   416 = 100.000
1, 149  acc:    46 /    46 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    40 /    40 = 100.000
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    70 /    70 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    13 /    13 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    76 /    76 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     8 /     8 = 100.000
1, 164  acc:    49 /    49 = 100.000
1, 165  acc:    10 /    10 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7373 /  7376 =  99.959
1, 170  acc:  1413 /  1413 = 100.000
1, 171  acc:   534 /   534 = 100.000
1, 172  acc:   468 /   468 = 100.000
1, 173  acc:   132 /   132 = 100.000
1, 174  acc:    22 /    22 = 100.000
1, 175  acc:    24 /    24 = 100.000
1, 176  acc:   108 /   108 = 100.000
1, 177  acc:   153 /   153 = 100.000
1, 178  acc:    25 /    26 =  96.154
1, 179  acc:    20 /    20 = 100.000
1, 180  acc:    11 /    11 = 100.000
1, 181  acc:    22 /    22 = 100.000
1, 182  acc:     9 /     9 = 100.000
1, 183  acc:    43 /    43 = 100.000
1, 184  acc:   286 /   286 = 100.000
1, 185  acc:    84 /    84 = 100.000
1, 186  acc:    42 /    42 = 100.000
1, 187  acc:    19 /    19 = 100.000
1, 188  acc:    14 /    14 = 100.000
1, 189  acc:    13 /    13 = 100.000
1, 190  acc:    31 /    31 = 100.000
1, 191  acc:    15 /    15 = 100.000
1, 192  acc:    35 /    35 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     8 /     8 = 100.000
1, 195  acc:    11 /    11 = 100.000
1, 196  acc:   211 /   211 = 100.000
1, 197  acc:    26 /    26 = 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:    10 /    10 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    37 /    37 = 100.000
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    44 /    44 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:    16 /    16 = 100.000
1, 213  acc:    24 /    24 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    27 /    27 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:    15 /    15 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267584 / 269038 =  99.460
Robust  acc:     0 /     7 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25247 / 25373 =  99.503
0, 1  acc: 31123 / 31282 =  99.492
0, 2  acc:  6123 /  6155 =  99.480
0, 3  acc: 24157 / 24292 =  99.444
0, 4  acc: 10768 / 10829 =  99.437
0, 5  acc:  5507 /  5541 =  99.386
0, 6  acc:  6751 /  6785 =  99.499
0, 7  acc: 11962 / 12016 =  99.551
1, 0  acc:  4418 /  4437 =  99.572
1, 1  acc:  4939 /  4962 =  99.536
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2432 /  2446 =  99.428
1, 4  acc:  3106 /  3125 =  99.392
1, 5  acc:  1000 /  1003 =  99.701
1, 6  acc:  3093 /  3111 =  99.421
1, 7  acc:  4657 /  4682 =  99.466
--------------------------------------
Average acc: 147536 / 148304 =  99.482
Robust  acc:  5507 /  5541 =  99.386
--------------------------------------
New max robust acc: 99.38639234795164
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint cp-debias-wga-best-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=10-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-cpe=1-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-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=10-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-cpe=2-cpre=-1-cpb=-1.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: 18.051 | Best Acc: 99.243
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc:  6424 / 12092 =  53.126
0, 1  acc:  7806 / 14179 =  55.053
0, 2  acc:   700 /  3210 =  21.807
0, 3  acc:  7956 / 12101 =  65.747
0, 4  acc:  1431 /  5355 =  26.723
0, 5  acc:  1306 /  2980 =  43.826
0, 6  acc:   602 /  3335 =  18.051
0, 7  acc:  1198 /  5723 =  20.933
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2195 /  2270 =  96.696
1, 2  acc:  1198 /  1216 =  98.520
1, 3  acc:  1214 /  1260 =  96.349
1, 4  acc:  1603 /  1627 =  98.525
1, 5  acc:   510 /   520 =  98.077
1, 6  acc:  1525 /  1537 =  99.219
1, 7  acc:  2229 /  2246 =  99.243
------------------------------------
Average acc: 40047 / 71854 =  55.734
Robust  acc:   602 /  3335 =  18.051
------------------------------------
Accuracies by groups:
0, 0  acc:  6424 / 12092 =  53.126
0, 1  acc:  7806 / 14179 =  55.053
0, 2  acc:   700 /  3210 =  21.807
0, 3  acc:  7956 / 12101 =  65.747
0, 4  acc:  1431 /  5355 =  26.723
0, 5  acc:  1306 /  2980 =  43.826
0, 6  acc:   602 /  3335 =  18.051
0, 7  acc:  1198 /  5723 =  20.933
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2195 /  2270 =  96.696
1, 2  acc:  1198 /  1216 =  98.520
1, 3  acc:  1214 /  1260 =  96.349
1, 4  acc:  1603 /  1627 =  98.525
1, 5  acc:   510 /   520 =  98.077
1, 6  acc:  1525 /  1537 =  99.219
1, 7  acc:  2229 /  2246 =  99.243
------------------------------------
Average acc: 40047 / 71854 =  55.734
Robust  acc:   602 /  3335 =  18.051
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  6424 / 12092 =  53.126
0, 1  acc:  7806 / 14179 =  55.053
0, 2  acc:   700 /  3210 =  21.807
0, 3  acc:  7956 / 12101 =  65.747
0, 4  acc:  1431 /  5355 =  26.723
0, 5  acc:  1306 /  2980 =  43.826
0, 6  acc:   602 /  3335 =  18.051
0, 7  acc:  1198 /  5723 =  20.933
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2195 /  2270 =  96.696
1, 2  acc:  1198 /  1216 =  98.520
1, 3  acc:  1214 /  1260 =  96.349
1, 4  acc:  1603 /  1627 =  98.525
1, 5  acc:   510 /   520 =  98.077
1, 6  acc:  1525 /  1537 =  99.219
1, 7  acc:  2229 /  2246 =  99.243
------------------------------------
Average acc: 40047 / 71854 =  55.734
Robust  acc:   602 /  3335 =  18.051
------------------------------------

t_total is 2827442250

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.002 | Train Acc: 99.534 | Val Loss: 0.000 | Val Acc: 99.512
Training:
Accuracies by groups:
0, 0  acc:  2060 /  2572 =  80.093
0, 1  acc:   115 /   175 =  65.714
0, 2  acc:   182 /   277 =  65.704
0, 3  acc:   109 /   148 =  73.649
0, 4  acc:    13 /    58 =  22.414
0, 5  acc:     1 /     4 =  25.000
0, 6  acc:     1 /     6 =  16.667
0, 7  acc:     1 /    11 =   9.091
0, 8  acc:   228 /   273 =  83.516
0, 9  acc:    22 /    24 =  91.667
0, 10  acc:    18 /    20 =  90.000
0, 11  acc:    11 /    12 =  91.667
0, 12  acc:     1 /     9 =  11.111
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     1 /     2 =  50.000
0, 15  acc:     0 /     0 =     nan
0, 16  acc:    46 /   107 =  42.991
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     1 /    16 =   6.250
0, 19  acc:     0 /     1 =   0.000
0, 20  acc:     0 /     2 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /     9 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     2 =   0.000
0, 27  acc:     0 /     1 =   0.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    22 /    42 =  52.381
0, 33  acc:     0 /     2 =   0.000
0, 34  acc:     1 /     1 = 100.000
0, 35  acc:     0 /     1 =   0.000
0, 36  acc:     1 /     2 =  50.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:    12 /    15 =  80.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     1 /     1 = 100.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     4 /     6 =  66.667
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     1 =   0.000
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     3 /     4 =  75.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     8 /    44 =  18.182
0, 65  acc:     0 /     8 =   0.000
0, 66  acc:     2 /     7 =  28.571
0, 67  acc:     2 /     6 =  33.333
0, 68  acc:     0 /     2 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     2 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     1 =   0.000
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     1 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     0 /     0 =     nan
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     1 =   0.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     2 =   0.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    21 /    94 =  22.340
0, 118  acc:     9 /    18 =  50.000
0, 119  acc:     1 /     5 =  20.000
0, 120  acc:     2 /     5 =  40.000
0, 121  acc:     1 /     2 =  50.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     5 =   0.000
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     1 /     5 =  20.000
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     2 =   0.000
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     0 =     nan
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     2 =   0.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     6 /    27 =  22.222
0, 170  acc:     0 /     5 =   0.000
0, 171  acc:     1 /     2 =  50.000
0, 172  acc:     2 /     5 =  40.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     1 /     1 = 100.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     2 =   0.000
0, 197  acc:     0 /     1 =   0.000
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110140 / 110187 =  99.957
1, 1  acc: 12341 / 12347 =  99.951
1, 2  acc: 20882 / 20888 =  99.971
1, 3  acc:  8891 /  8893 =  99.978
1, 4  acc:  9443 /  9444 =  99.989
1, 5  acc:  1694 /  1694 = 100.000
1, 6  acc:  1007 /  1007 = 100.000
1, 7  acc:  1084 /  1084 = 100.000
1, 8  acc:  9801 /  9809 =  99.918
1, 9  acc:   703 /   703 = 100.000
1, 10  acc:   856 /   856 = 100.000
1, 11  acc:   404 /   405 =  99.753
1, 12  acc:  1494 /  1495 =  99.933
1, 13  acc:   200 /   200 = 100.000
1, 14  acc:   232 /   233 =  99.571
1, 15  acc:   242 /   242 = 100.000
1, 16  acc: 15405 / 15413 =  99.948
1, 17  acc:   614 /   614 = 100.000
1, 18  acc:  1316 /  1316 = 100.000
1, 19  acc:   490 /   491 =  99.796
1, 20  acc:   609 /   609 = 100.000
1, 21  acc:    91 /    91 = 100.000
1, 22  acc:   318 /   318 = 100.000
1, 23  acc:    97 /    97 = 100.000
1, 24  acc:  2000 /  2000 = 100.000
1, 25  acc:    32 /    32 = 100.000
1, 26  acc:   214 /   214 = 100.000
1, 27  acc:    23 /    23 = 100.000
1, 28  acc:   298 /   298 = 100.000
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    55 /    55 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  3130 /  3130 = 100.000
1, 33  acc:   166 /   166 = 100.000
1, 34  acc:   145 /   145 = 100.000
1, 35  acc:    50 /    50 = 100.000
1, 36  acc:   108 /   108 = 100.000
1, 37  acc:    20 /    20 = 100.000
1, 38  acc:    77 /    77 = 100.000
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   732 /   732 = 100.000
1, 41  acc:    37 /    37 = 100.000
1, 42  acc:    29 /    29 = 100.000
1, 43  acc:    30 /    30 = 100.000
1, 44  acc:    54 /    54 = 100.000
1, 45  acc:    13 /    13 = 100.000
1, 46  acc:    25 /    25 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1062 /  1062 = 100.000
1, 49  acc:    36 /    36 = 100.000
1, 50  acc:    91 /    91 = 100.000
1, 51  acc:    50 /    50 = 100.000
1, 52  acc:    34 /    34 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    60 /    60 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   789 /   789 = 100.000
1, 57  acc:    40 /    40 = 100.000
1, 58  acc:    42 /    42 = 100.000
1, 59  acc:    33 /    33 = 100.000
1, 60  acc:    55 /    55 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    46 /    46 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10739 / 10743 =  99.963
1, 65  acc:  1482 /  1482 = 100.000
1, 66  acc:   952 /   952 = 100.000
1, 67  acc:   444 /   444 = 100.000
1, 68  acc:   472 /   472 = 100.000
1, 69  acc:    64 /    64 = 100.000
1, 70  acc:   184 /   184 = 100.000
1, 71  acc:    46 /    46 = 100.000
1, 72  acc:   221 /   222 =  99.550
1, 73  acc:    12 /    12 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:    11 /    11 = 100.000
1, 76  acc:    51 /    51 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    11 /    11 = 100.000
1, 80  acc:   395 /   395 = 100.000
1, 81  acc:    52 /    52 = 100.000
1, 82  acc:   119 /   119 = 100.000
1, 83  acc:    16 /    16 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    33 /    33 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    38 /    38 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:    10 /    10 = 100.000
1, 94  acc:   316 /   316 = 100.000
1, 95  acc:    46 /    46 = 100.000
1, 96  acc:    37 /    37 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    41 /    41 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    45 /    45 = 100.000
1, 101  acc:     9 /     9 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    13 /    13 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    62 /    62 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    43 /    43 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    14 /    14 = 100.000
1, 111  acc:    12 /    12 = 100.000
1, 112  acc:    27 /    27 = 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: 18384 / 18387 =  99.984
1, 118  acc:  4404 /  4406 =  99.955
1, 119  acc:  1031 /  1031 = 100.000
1, 120  acc:  1200 /  1202 =  99.834
1, 121  acc:   335 /   335 = 100.000
1, 122  acc:   138 /   138 = 100.000
1, 123  acc:    64 /    64 = 100.000
1, 124  acc:    74 /    74 = 100.000
1, 125  acc:  1152 /  1152 = 100.000
1, 126  acc:   253 /   253 = 100.000
1, 127  acc:    67 /    68 =  98.529
1, 128  acc:    87 /    87 = 100.000
1, 129  acc:    37 /    37 = 100.000
1, 130  acc:    20 /    20 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:  1004 /  1005 =  99.900
1, 134  acc:   196 /   196 = 100.000
1, 135  acc:    89 /    89 = 100.000
1, 136  acc:   108 /   109 =  99.083
1, 137  acc:    15 /    15 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   254 /   254 = 100.000
1, 142  acc:    48 /    48 = 100.000
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   410 /   410 = 100.000
1, 149  acc:    45 /    45 = 100.000
1, 150  acc:    14 /    14 = 100.000
1, 151  acc:    37 /    37 = 100.000
1, 152  acc:    12 /    12 = 100.000
1, 153  acc:    13 /    13 = 100.000
1, 154  acc:    75 /    75 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    17 /    17 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    91 /    91 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     7 /     7 = 100.000
1, 164  acc:    52 /    52 = 100.000
1, 165  acc:    10 /    10 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7206 /  7207 =  99.986
1, 170  acc:  1334 /  1334 = 100.000
1, 171  acc:   552 /   552 = 100.000
1, 172  acc:   431 /   431 = 100.000
1, 173  acc:   129 /   129 = 100.000
1, 174  acc:    20 /    20 = 100.000
1, 175  acc:    18 /    18 = 100.000
1, 176  acc:   106 /   106 = 100.000
1, 177  acc:   164 /   164 = 100.000
1, 178  acc:    28 /    28 = 100.000
1, 179  acc:    14 /    14 = 100.000
1, 180  acc:    21 /    21 = 100.000
1, 181  acc:    12 /    12 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    28 /    28 = 100.000
1, 184  acc:   273 /   273 = 100.000
1, 185  acc:    58 /    58 = 100.000
1, 186  acc:    37 /    37 = 100.000
1, 187  acc:    21 /    21 = 100.000
1, 188  acc:    11 /    11 = 100.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:    24 /    24 = 100.000
1, 191  acc:    12 /    12 = 100.000
1, 192  acc:    18 /    18 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     9 /     9 = 100.000
1, 195  acc:    14 /    14 = 100.000
1, 196  acc:   220 /   220 = 100.000
1, 197  acc:    42 /    42 = 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:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    42 /    42 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    45 /    45 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:     9 /     9 = 100.000
1, 213  acc:    29 /    29 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    12 /    12 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    32 /    32 = 100.000
1, 218  acc:    22 /    22 = 100.000
1, 219  acc:    22 /    22 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267784 / 269038 =  99.534
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25267 / 25373 =  99.582
0, 1  acc: 31128 / 31282 =  99.508
0, 2  acc:  6125 /  6155 =  99.513
0, 3  acc: 24188 / 24292 =  99.572
0, 4  acc: 10769 / 10829 =  99.446
0, 5  acc:  5518 /  5541 =  99.585
0, 6  acc:  6755 /  6785 =  99.558
0, 7  acc: 11960 / 12016 =  99.534
1, 0  acc:  4417 /  4437 =  99.549
1, 1  acc:  4944 /  4962 =  99.637
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2436 /  2446 =  99.591
1, 4  acc:  3105 /  3125 =  99.360
1, 5  acc:   999 /  1003 =  99.601
1, 6  acc:  3099 /  3111 =  99.614
1, 7  acc:  4658 /  4682 =  99.487
--------------------------------------
Average acc: 147621 / 148304 =  99.539
Robust  acc:  3105 /  3125 =  99.360
--------------------------------------
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: 13.943 | Best Acc: 99.466
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc:  6592 / 12092 =  54.515
0, 1  acc:  8119 / 14179 =  57.261
0, 2  acc:   737 /  3210 =  22.960
0, 3  acc:  7800 / 12101 =  64.457
0, 4  acc:  1652 /  5355 =  30.850
0, 5  acc:  1461 /  2980 =  49.027
0, 6  acc:   465 /  3335 =  13.943
0, 7  acc:   953 /  5723 =  16.652
1, 0  acc:  2158 /  2203 =  97.957
1, 1  acc:  2196 /  2270 =  96.740
1, 2  acc:  1199 /  1216 =  98.602
1, 3  acc:  1220 /  1260 =  96.825
1, 4  acc:  1600 /  1627 =  98.341
1, 5  acc:   502 /   520 =  96.538
1, 6  acc:  1527 /  1537 =  99.349
1, 7  acc:  2234 /  2246 =  99.466
------------------------------------
Average acc: 40415 / 71854 =  56.246
Robust  acc:   465 /  3335 =  13.943
------------------------------------
Accuracies by groups:
0, 0  acc:  6592 / 12092 =  54.515
0, 1  acc:  8119 / 14179 =  57.261
0, 2  acc:   737 /  3210 =  22.960
0, 3  acc:  7800 / 12101 =  64.457
0, 4  acc:  1652 /  5355 =  30.850
0, 5  acc:  1461 /  2980 =  49.027
0, 6  acc:   465 /  3335 =  13.943
0, 7  acc:   953 /  5723 =  16.652
1, 0  acc:  2158 /  2203 =  97.957
1, 1  acc:  2196 /  2270 =  96.740
1, 2  acc:  1199 /  1216 =  98.602
1, 3  acc:  1220 /  1260 =  96.825
1, 4  acc:  1600 /  1627 =  98.341
1, 5  acc:   502 /   520 =  96.538
1, 6  acc:  1527 /  1537 =  99.349
1, 7  acc:  2234 /  2246 =  99.466
------------------------------------
Average acc: 40415 / 71854 =  56.246
Robust  acc:   465 /  3335 =  13.943
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  6592 / 12092 =  54.515
0, 1  acc:  8119 / 14179 =  57.261
0, 2  acc:   737 /  3210 =  22.960
0, 3  acc:  7800 / 12101 =  64.457
0, 4  acc:  1652 /  5355 =  30.850
0, 5  acc:  1461 /  2980 =  49.027
0, 6  acc:   465 /  3335 =  13.943
0, 7  acc:   953 /  5723 =  16.652
1, 0  acc:  2158 /  2203 =  97.957
1, 1  acc:  2196 /  2270 =  96.740
1, 2  acc:  1199 /  1216 =  98.602
1, 3  acc:  1220 /  1260 =  96.825
1, 4  acc:  1600 /  1627 =  98.341
1, 5  acc:   502 /   520 =  96.538
1, 6  acc:  1527 /  1537 =  99.349
1, 7  acc:  2234 /  2246 =  99.466
------------------------------------
Average acc: 40415 / 71854 =  56.246
Robust  acc:   465 /  3335 =  13.943
------------------------------------

t_total is 2827442250

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: 0.002 | Train Acc: 99.559 | Val Loss: 0.000 | Val Acc: 99.496
Training:
Accuracies by groups:
0, 0  acc:  2283 /  2715 =  84.088
0, 1  acc:   134 /   176 =  76.136
0, 2  acc:   208 /   283 =  73.498
0, 3  acc:   122 /   169 =  72.189
0, 4  acc:    22 /    60 =  36.667
0, 5  acc:     2 /     9 =  22.222
0, 6  acc:     5 /    10 =  50.000
0, 7  acc:     0 /     3 =   0.000
0, 8  acc:   211 /   267 =  79.026
0, 9  acc:    10 /    13 =  76.923
0, 10  acc:    16 /    19 =  84.211
0, 11  acc:    12 /    14 =  85.714
0, 12  acc:     2 /    13 =  15.385
0, 13  acc:     0 /     2 =   0.000
0, 14  acc:     1 /     4 =  25.000
0, 15  acc:     1 /     2 =  50.000
0, 16  acc:    43 /   106 =  40.566
0, 17  acc:     1 /     4 =  25.000
0, 18  acc:     6 /    12 =  50.000
0, 19  acc:     2 /     4 =  50.000
0, 20  acc:     0 /     3 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     8 /    15 =  53.333
0, 25  acc:     2 /     2 = 100.000
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     1 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    30 /    43 =  69.767
0, 33  acc:     3 /     4 =  75.000
0, 34  acc:     3 /     4 =  75.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:    14 /    19 =  73.684
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     1 =   0.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     3 /    10 =  30.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     1 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     7 /    10 =  70.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     1 =   0.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:    10 /    46 =  21.739
0, 65  acc:     2 /     5 =  40.000
0, 66  acc:     0 /     7 =   0.000
0, 67  acc:     2 /     4 =  50.000
0, 68  acc:     0 /     1 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     1 /     1 = 100.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     1 =   0.000
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     2 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     1 /     2 =  50.000
0, 95  acc:     1 /     1 = 100.000
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     1 =   0.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     1 /     1 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    39 /   117 =  33.333
0, 118  acc:     3 /    23 =  13.043
0, 119  acc:     6 /     8 =  75.000
0, 120  acc:     2 /     7 =  28.571
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     1 /     1 = 100.000
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     3 /     6 =  50.000
0, 126  acc:     2 /     2 = 100.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     1 =   0.000
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     1 =   0.000
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     1 =   0.000
0, 142  acc:     0 /     1 =   0.000
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     0 =     nan
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     1 =   0.000
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     4 /    25 =  16.000
0, 170  acc:     0 /     3 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     2 /     3 =  66.667
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     0 =     nan
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     1 =   0.000
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     1 =   0.000
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     1 =   0.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 109962 / 110025 =  99.943
1, 1  acc: 12429 / 12435 =  99.952
1, 2  acc: 21142 / 21158 =  99.924
1, 3  acc:  8728 /  8731 =  99.966
1, 4  acc:  9499 /  9501 =  99.979
1, 5  acc:  1714 /  1714 = 100.000
1, 6  acc:  1022 /  1022 = 100.000
1, 7  acc:  1149 /  1149 = 100.000
1, 8  acc:  9658 /  9665 =  99.928
1, 9  acc:   727 /   727 = 100.000
1, 10  acc:   901 /   901 = 100.000
1, 11  acc:   436 /   437 =  99.771
1, 12  acc:  1448 /  1448 = 100.000
1, 13  acc:   188 /   188 = 100.000
1, 14  acc:   234 /   235 =  99.574
1, 15  acc:   234 /   234 = 100.000
1, 16  acc: 15465 / 15476 =  99.929
1, 17  acc:   648 /   648 = 100.000
1, 18  acc:  1240 /  1240 = 100.000
1, 19  acc:   456 /   456 = 100.000
1, 20  acc:   643 /   643 = 100.000
1, 21  acc:    89 /    89 = 100.000
1, 22  acc:   310 /   310 = 100.000
1, 23  acc:   110 /   110 = 100.000
1, 24  acc:  1894 /  1894 = 100.000
1, 25  acc:    41 /    41 = 100.000
1, 26  acc:   188 /   189 =  99.471
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   315 /   315 = 100.000
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    59 /    59 = 100.000
1, 31  acc:    23 /    23 = 100.000
1, 32  acc:  3168 /  3171 =  99.905
1, 33  acc:   169 /   169 = 100.000
1, 34  acc:   129 /   129 = 100.000
1, 35  acc:    54 /    54 = 100.000
1, 36  acc:   109 /   109 = 100.000
1, 37  acc:    17 /    17 = 100.000
1, 38  acc:    69 /    69 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   697 /   698 =  99.857
1, 41  acc:    30 /    30 = 100.000
1, 42  acc:    33 /    33 = 100.000
1, 43  acc:    48 /    48 = 100.000
1, 44  acc:    50 /    50 = 100.000
1, 45  acc:     8 /     8 = 100.000
1, 46  acc:    24 /    25 =  96.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1032 /  1034 =  99.807
1, 49  acc:    23 /    23 = 100.000
1, 50  acc:    81 /    81 = 100.000
1, 51  acc:    40 /    40 = 100.000
1, 52  acc:    33 /    33 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    64 /    64 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   757 /   757 = 100.000
1, 57  acc:    27 /    27 = 100.000
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    29 /    29 = 100.000
1, 60  acc:    59 /    59 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    40 /    40 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10737 / 10741 =  99.963
1, 65  acc:  1528 /  1529 =  99.935
1, 66  acc:   969 /   969 = 100.000
1, 67  acc:   389 /   389 = 100.000
1, 68  acc:   484 /   484 = 100.000
1, 69  acc:    84 /    84 = 100.000
1, 70  acc:   147 /   147 = 100.000
1, 71  acc:    48 /    48 = 100.000
1, 72  acc:   218 /   218 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     9 /     9 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    46 /    46 = 100.000
1, 77  acc:     8 /     8 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   387 /   387 = 100.000
1, 81  acc:    59 /    59 = 100.000
1, 82  acc:   117 /   118 =  99.153
1, 83  acc:    21 /    21 = 100.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    40 /    40 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    49 /    49 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     8 /     8 = 100.000
1, 93  acc:     7 /     7 = 100.000
1, 94  acc:   302 /   302 = 100.000
1, 95  acc:    46 /    46 = 100.000
1, 96  acc:    27 /    27 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    38 /    38 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    36 /    36 = 100.000
1, 101  acc:     7 /     7 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     8 /     8 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    49 /    49 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    44 /    44 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    19 /    19 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    25 /    25 = 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: 18445 / 18451 =  99.967
1, 118  acc:  4282 /  4284 =  99.953
1, 119  acc:  1107 /  1107 = 100.000
1, 120  acc:  1193 /  1195 =  99.833
1, 121  acc:   295 /   295 = 100.000
1, 122  acc:   147 /   147 = 100.000
1, 123  acc:    56 /    56 = 100.000
1, 124  acc:    76 /    76 = 100.000
1, 125  acc:  1138 /  1139 =  99.912
1, 126  acc:   240 /   240 = 100.000
1, 127  acc:    65 /    65 = 100.000
1, 128  acc:    91 /    91 = 100.000
1, 129  acc:    33 /    33 = 100.000
1, 130  acc:    12 /    12 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:   996 /   996 = 100.000
1, 134  acc:   187 /   187 = 100.000
1, 135  acc:    87 /    87 = 100.000
1, 136  acc:   100 /   100 = 100.000
1, 137  acc:    20 /    20 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   245 /   245 = 100.000
1, 142  acc:    46 /    46 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    11 /    11 = 100.000
1, 148  acc:   418 /   419 =  99.761
1, 149  acc:    37 /    37 = 100.000
1, 150  acc:    26 /    26 = 100.000
1, 151  acc:    39 /    39 = 100.000
1, 152  acc:    10 /    10 = 100.000
1, 153  acc:    12 /    12 = 100.000
1, 154  acc:    79 /    79 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    14 /    14 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    83 /    83 = 100.000
1, 160  acc:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     9 /     9 = 100.000
1, 164  acc:    44 /    44 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7134 /  7135 =  99.986
1, 170  acc:  1382 /  1382 = 100.000
1, 171  acc:   577 /   577 = 100.000
1, 172  acc:   506 /   506 = 100.000
1, 173  acc:   112 /   112 = 100.000
1, 174  acc:    28 /    28 = 100.000
1, 175  acc:    20 /    20 = 100.000
1, 176  acc:    87 /    87 = 100.000
1, 177  acc:   146 /   146 = 100.000
1, 178  acc:    24 /    24 = 100.000
1, 179  acc:    20 /    20 = 100.000
1, 180  acc:    17 /    17 = 100.000
1, 181  acc:    20 /    20 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    39 /    39 = 100.000
1, 184  acc:   281 /   281 = 100.000
1, 185  acc:    83 /    83 = 100.000
1, 186  acc:    45 /    45 = 100.000
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:    32 /    32 = 100.000
1, 191  acc:    18 /    18 = 100.000
1, 192  acc:    27 /    27 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:     8 /     8 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   238 /   238 = 100.000
1, 197  acc:    19 /    19 = 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:    13 /    13 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    36 /    36 = 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:    36 /    36 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     8 /     8 = 100.000
1, 212  acc:     6 /     6 = 100.000
1, 213  acc:    28 /    28 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    14 /    14 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    22 /    22 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    14 /    14 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267852 / 269038 =  99.559
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25258 / 25373 =  99.547
0, 1  acc: 31112 / 31282 =  99.457
0, 2  acc:  6120 /  6155 =  99.431
0, 3  acc: 24173 / 24292 =  99.510
0, 4  acc: 10782 / 10829 =  99.566
0, 5  acc:  5511 /  5541 =  99.459
0, 6  acc:  6753 /  6785 =  99.528
0, 7  acc: 11951 / 12016 =  99.459
1, 0  acc:  4422 /  4437 =  99.662
1, 1  acc:  4939 /  4962 =  99.536
1, 2  acc:  2253 /  2265 =  99.470
1, 3  acc:  2430 /  2446 =  99.346
1, 4  acc:  3106 /  3125 =  99.392
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3099 /  3111 =  99.614
1, 7  acc:  4665 /  4682 =  99.637
--------------------------------------
Average acc: 147569 / 148304 =  99.504
Robust  acc:   995 /  1003 =  99.202
--------------------------------------
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: 15.172 | Best Acc: 99.284
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc:  6437 / 12092 =  53.234
0, 1  acc:  7769 / 14179 =  54.792
0, 2  acc:   893 /  3210 =  27.819
0, 3  acc:  7766 / 12101 =  64.177
0, 4  acc:  1473 /  5355 =  27.507
0, 5  acc:  1314 /  2980 =  44.094
0, 6  acc:   506 /  3335 =  15.172
0, 7  acc:  1165 /  5723 =  20.356
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2207 /  2270 =  97.225
1, 2  acc:  1185 /  1216 =  97.451
1, 3  acc:  1219 /  1260 =  96.746
1, 4  acc:  1608 /  1627 =  98.832
1, 5  acc:   506 /   520 =  97.308
1, 6  acc:  1526 /  1537 =  99.284
1, 7  acc:  2221 /  2246 =  98.887
------------------------------------
Average acc: 39945 / 71854 =  55.592
Robust  acc:   506 /  3335 =  15.172
------------------------------------
Accuracies by groups:
0, 0  acc:  6437 / 12092 =  53.234
0, 1  acc:  7769 / 14179 =  54.792
0, 2  acc:   893 /  3210 =  27.819
0, 3  acc:  7766 / 12101 =  64.177
0, 4  acc:  1473 /  5355 =  27.507
0, 5  acc:  1314 /  2980 =  44.094
0, 6  acc:   506 /  3335 =  15.172
0, 7  acc:  1165 /  5723 =  20.356
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2207 /  2270 =  97.225
1, 2  acc:  1185 /  1216 =  97.451
1, 3  acc:  1219 /  1260 =  96.746
1, 4  acc:  1608 /  1627 =  98.832
1, 5  acc:   506 /   520 =  97.308
1, 6  acc:  1526 /  1537 =  99.284
1, 7  acc:  2221 /  2246 =  98.887
------------------------------------
Average acc: 39945 / 71854 =  55.592
Robust  acc:   506 /  3335 =  15.172
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  6437 / 12092 =  53.234
0, 1  acc:  7769 / 14179 =  54.792
0, 2  acc:   893 /  3210 =  27.819
0, 3  acc:  7766 / 12101 =  64.177
0, 4  acc:  1473 /  5355 =  27.507
0, 5  acc:  1314 /  2980 =  44.094
0, 6  acc:   506 /  3335 =  15.172
0, 7  acc:  1165 /  5723 =  20.356
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2207 /  2270 =  97.225
1, 2  acc:  1185 /  1216 =  97.451
1, 3  acc:  1219 /  1260 =  96.746
1, 4  acc:  1608 /  1627 =  98.832
1, 5  acc:   506 /   520 =  97.308
1, 6  acc:  1526 /  1537 =  99.284
1, 7  acc:  2221 /  2246 =  98.887
------------------------------------
Average acc: 39945 / 71854 =  55.592
Robust  acc:   506 /  3335 =  15.172
------------------------------------

t_total is 2827442250

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:   6 | Train Loss: 0.001 | Train Acc: 99.614 | Val Loss: 0.000 | Val Acc: 99.583
Training:
Accuracies by groups:
0, 0  acc:  2248 /  2668 =  84.258
0, 1  acc:   116 /   161 =  72.050
0, 2  acc:   219 /   295 =  74.237
0, 3  acc:   112 /   150 =  74.667
0, 4  acc:    23 /    57 =  40.351
0, 5  acc:     3 /     7 =  42.857
0, 6  acc:     6 /     9 =  66.667
0, 7  acc:     2 /     6 =  33.333
0, 8  acc:   229 /   270 =  84.815
0, 9  acc:    12 /    17 =  70.588
0, 10  acc:    22 /    24 =  91.667
0, 11  acc:    10 /    11 =  90.909
0, 12  acc:     7 /    14 =  50.000
0, 13  acc:     1 /     2 =  50.000
0, 14  acc:     4 /     5 =  80.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:    64 /   125 =  51.200
0, 17  acc:     0 /     1 =   0.000
0, 18  acc:     3 /     3 = 100.000
0, 19  acc:     1 /     2 =  50.000
0, 20  acc:     0 /     3 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:    12 /    22 =  54.545
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     1 =   0.000
0, 28  acc:     0 /     2 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    22 /    37 =  59.459
0, 33  acc:     0 /     0 =     nan
0, 34  acc:     3 /     3 = 100.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     5 /     6 =  83.333
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     1 /     1 = 100.000
0, 43  acc:     1 /     1 = 100.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     1 /     5 =  20.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     1 /     1 = 100.000
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     4 /     7 =  57.143
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     1 =   0.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:    17 /    41 =  41.463
0, 65  acc:     3 /     9 =  33.333
0, 66  acc:     0 /     3 =   0.000
0, 67  acc:     1 /     4 =  25.000
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     2 =   0.000
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     1 /     2 =  50.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     0 =     nan
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     3 /     6 =  50.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     1 =   0.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    52 /   113 =  46.018
0, 118  acc:     5 /    17 =  29.412
0, 119  acc:     3 /     5 =  60.000
0, 120  acc:     3 /     5 =  60.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     1 =   0.000
0, 123  acc:     1 /     1 = 100.000
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     4 /    13 =  30.769
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     2 /     4 =  50.000
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     1 /     1 = 100.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     7 /    25 =  28.000
0, 170  acc:     1 /    11 =   9.091
0, 171  acc:     0 /     0 =     nan
0, 172  acc:     1 /     4 =  25.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     2 /     2 = 100.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     2 =   0.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 109966 / 110002 =  99.967
1, 1  acc: 12475 / 12480 =  99.960
1, 2  acc: 20895 / 20900 =  99.976
1, 3  acc:  8915 /  8918 =  99.966
1, 4  acc:  9475 /  9479 =  99.958
1, 5  acc:  1702 /  1702 = 100.000
1, 6  acc:  1033 /  1033 = 100.000
1, 7  acc:  1133 /  1133 = 100.000
1, 8  acc:  9625 /  9627 =  99.979
1, 9  acc:   636 /   637 =  99.843
1, 10  acc:   849 /   849 = 100.000
1, 11  acc:   443 /   443 = 100.000
1, 12  acc:  1447 /  1447 = 100.000
1, 13  acc:   199 /   199 = 100.000
1, 14  acc:   242 /   242 = 100.000
1, 15  acc:   242 /   242 = 100.000
1, 16  acc: 15761 / 15769 =  99.949
1, 17  acc:   640 /   640 = 100.000
1, 18  acc:  1245 /  1245 = 100.000
1, 19  acc:   487 /   487 = 100.000
1, 20  acc:   645 /   645 = 100.000
1, 21  acc:    87 /    87 = 100.000
1, 22  acc:   278 /   278 = 100.000
1, 23  acc:    85 /    85 = 100.000
1, 24  acc:  1922 /  1924 =  99.896
1, 25  acc:    49 /    49 = 100.000
1, 26  acc:   170 /   170 = 100.000
1, 27  acc:    23 /    23 = 100.000
1, 28  acc:   296 /   296 = 100.000
1, 29  acc:    19 /    19 = 100.000
1, 30  acc:    59 /    59 = 100.000
1, 31  acc:    17 /    17 = 100.000
1, 32  acc:  3045 /  3048 =  99.902
1, 33  acc:   172 /   172 = 100.000
1, 34  acc:   145 /   145 = 100.000
1, 35  acc:    42 /    42 = 100.000
1, 36  acc:   101 /   101 = 100.000
1, 37  acc:    14 /    14 = 100.000
1, 38  acc:    56 /    56 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   645 /   645 = 100.000
1, 41  acc:    25 /    25 = 100.000
1, 42  acc:    25 /    25 = 100.000
1, 43  acc:    28 /    28 = 100.000
1, 44  acc:    46 /    46 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    28 /    28 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1016 /  1016 = 100.000
1, 49  acc:    28 /    28 = 100.000
1, 50  acc:    81 /    81 = 100.000
1, 51  acc:    41 /    41 = 100.000
1, 52  acc:    41 /    41 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    75 /    75 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   735 /   735 = 100.000
1, 57  acc:    30 /    30 = 100.000
1, 58  acc:    35 /    35 = 100.000
1, 59  acc:    32 /    32 = 100.000
1, 60  acc:    94 /    94 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    46 /    46 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10885 / 10889 =  99.963
1, 65  acc:  1537 /  1538 =  99.935
1, 66  acc:   977 /   978 =  99.898
1, 67  acc:   410 /   410 = 100.000
1, 68  acc:   485 /   485 = 100.000
1, 69  acc:    74 /    74 = 100.000
1, 70  acc:   161 /   161 = 100.000
1, 71  acc:    42 /    42 = 100.000
1, 72  acc:   219 /   219 = 100.000
1, 73  acc:    12 /    12 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    39 /    39 = 100.000
1, 77  acc:    15 /    15 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    12 /    12 = 100.000
1, 80  acc:   421 /   421 = 100.000
1, 81  acc:    51 /    51 = 100.000
1, 82  acc:   103 /   103 = 100.000
1, 83  acc:    14 /    14 = 100.000
1, 84  acc:    20 /    20 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    39 /    39 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    47 /    47 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    13 /    13 = 100.000
1, 93  acc:     7 /     7 = 100.000
1, 94  acc:   296 /   296 = 100.000
1, 95  acc:    46 /    46 = 100.000
1, 96  acc:    29 /    29 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    40 /    40 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    39 /    39 = 100.000
1, 101  acc:    10 /    10 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    12 /    12 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    46 /    46 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    39 /    39 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    21 /    21 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    24 /    24 = 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: 18321 / 18326 =  99.973
1, 118  acc:  4284 /  4284 = 100.000
1, 119  acc:  1072 /  1072 = 100.000
1, 120  acc:  1097 /  1097 = 100.000
1, 121  acc:   320 /   320 = 100.000
1, 122  acc:   152 /   152 = 100.000
1, 123  acc:    62 /    62 = 100.000
1, 124  acc:    80 /    80 = 100.000
1, 125  acc:  1159 /  1159 = 100.000
1, 126  acc:   283 /   283 = 100.000
1, 127  acc:    66 /    66 = 100.000
1, 128  acc:   106 /   106 = 100.000
1, 129  acc:    32 /    32 = 100.000
1, 130  acc:    20 /    20 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    21 /    21 = 100.000
1, 133  acc:  1046 /  1046 = 100.000
1, 134  acc:   176 /   176 = 100.000
1, 135  acc:    91 /    91 = 100.000
1, 136  acc:    78 /    78 = 100.000
1, 137  acc:    20 /    20 = 100.000
1, 138  acc:    12 /    12 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     5 /     5 = 100.000
1, 141  acc:   232 /   232 = 100.000
1, 142  acc:    49 /    49 = 100.000
1, 143  acc:     9 /     9 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:     8 /     8 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    11 /    11 = 100.000
1, 148  acc:   410 /   410 = 100.000
1, 149  acc:    44 /    44 = 100.000
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:    43 /    43 = 100.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     9 /     9 = 100.000
1, 154  acc:    87 /    87 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    20 /    20 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    77 /    77 = 100.000
1, 160  acc:    12 /    12 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    14 /    14 = 100.000
1, 164  acc:    52 /    52 = 100.000
1, 165  acc:     8 /     8 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7353 /  7355 =  99.973
1, 170  acc:  1384 /  1384 = 100.000
1, 171  acc:   515 /   515 = 100.000
1, 172  acc:   471 /   471 = 100.000
1, 173  acc:   129 /   129 = 100.000
1, 174  acc:    26 /    26 = 100.000
1, 175  acc:    14 /    14 = 100.000
1, 176  acc:    93 /    93 = 100.000
1, 177  acc:   158 /   158 = 100.000
1, 178  acc:    28 /    28 = 100.000
1, 179  acc:    15 /    15 = 100.000
1, 180  acc:    16 /    16 = 100.000
1, 181  acc:    14 /    14 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    29 /    29 = 100.000
1, 184  acc:   316 /   316 = 100.000
1, 185  acc:    59 /    59 = 100.000
1, 186  acc:    52 /    52 = 100.000
1, 187  acc:    17 /    17 = 100.000
1, 188  acc:     8 /     8 = 100.000
1, 189  acc:    10 /    10 = 100.000
1, 190  acc:    16 /    16 = 100.000
1, 191  acc:    21 /    21 = 100.000
1, 192  acc:    25 /    25 = 100.000
1, 193  acc:    15 /    15 = 100.000
1, 194  acc:     6 /     6 = 100.000
1, 195  acc:     7 /     7 = 100.000
1, 196  acc:   204 /   204 = 100.000
1, 197  acc:    20 /    20 = 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:     8 /     8 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    36 /    36 = 100.000
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    36 /    36 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     8 /     8 = 100.000
1, 212  acc:    13 /    13 = 100.000
1, 213  acc:    35 /    35 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     9 /     9 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    25 /    25 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    16 /    16 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 268000 / 269038 =  99.614
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25267 / 25373 =  99.582
0, 1  acc: 31160 / 31282 =  99.610
0, 2  acc:  6124 /  6155 =  99.496
0, 3  acc: 24186 / 24292 =  99.564
0, 4  acc: 10786 / 10829 =  99.603
0, 5  acc:  5516 /  5541 =  99.549
0, 6  acc:  6758 /  6785 =  99.602
0, 7  acc: 11972 / 12016 =  99.634
1, 0  acc:  4411 /  4437 =  99.414
1, 1  acc:  4937 /  4962 =  99.496
1, 2  acc:  2252 /  2265 =  99.426
1, 3  acc:  2437 /  2446 =  99.632
1, 4  acc:  3108 /  3125 =  99.456
1, 5  acc:   997 /  1003 =  99.402
1, 6  acc:  3096 /  3111 =  99.518
1, 7  acc:  4655 /  4682 =  99.423
--------------------------------------
Average acc: 147662 / 148304 =  99.567
Robust  acc:   997 /  1003 =  99.402
--------------------------------------
New max robust acc: 99.40179461615155
debias model - Saving best checkpoint at epoch 5
replace: True
-> Updating checkpoint cp-debias-wga-best-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=10-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-cpe=2-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-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=10-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-cpe=5-cpre=-1-cpb=-1.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: 18.771 | Best Acc: 98.894
-------------------------------------
Training, Epoch 5:
Accuracies by groups:
0, 0  acc:  7325 / 12092 =  60.577
0, 1  acc:  8880 / 14179 =  62.628
0, 2  acc:   917 /  3210 =  28.567
0, 3  acc:  8611 / 12101 =  71.159
0, 4  acc:  1852 /  5355 =  34.585
0, 5  acc:  1634 /  2980 =  54.832
0, 6  acc:   626 /  3335 =  18.771
0, 7  acc:  1337 /  5723 =  23.362
1, 0  acc:  2119 /  2203 =  96.187
1, 1  acc:  2153 /  2270 =  94.846
1, 2  acc:  1185 /  1216 =  97.451
1, 3  acc:  1185 /  1260 =  94.048
1, 4  acc:  1587 /  1627 =  97.541
1, 5  acc:   484 /   520 =  93.077
1, 6  acc:  1520 /  1537 =  98.894
1, 7  acc:  2214 /  2246 =  98.575
------------------------------------
Average acc: 43629 / 71854 =  60.719
Robust  acc:   626 /  3335 =  18.771
------------------------------------
Accuracies by groups:
0, 0  acc:  7325 / 12092 =  60.577
0, 1  acc:  8880 / 14179 =  62.628
0, 2  acc:   917 /  3210 =  28.567
0, 3  acc:  8611 / 12101 =  71.159
0, 4  acc:  1852 /  5355 =  34.585
0, 5  acc:  1634 /  2980 =  54.832
0, 6  acc:   626 /  3335 =  18.771
0, 7  acc:  1337 /  5723 =  23.362
1, 0  acc:  2119 /  2203 =  96.187
1, 1  acc:  2153 /  2270 =  94.846
1, 2  acc:  1185 /  1216 =  97.451
1, 3  acc:  1185 /  1260 =  94.048
1, 4  acc:  1587 /  1627 =  97.541
1, 5  acc:   484 /   520 =  93.077
1, 6  acc:  1520 /  1537 =  98.894
1, 7  acc:  2214 /  2246 =  98.575
------------------------------------
Average acc: 43629 / 71854 =  60.719
Robust  acc:   626 /  3335 =  18.771
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  7325 / 12092 =  60.577
0, 1  acc:  8880 / 14179 =  62.628
0, 2  acc:   917 /  3210 =  28.567
0, 3  acc:  8611 / 12101 =  71.159
0, 4  acc:  1852 /  5355 =  34.585
0, 5  acc:  1634 /  2980 =  54.832
0, 6  acc:   626 /  3335 =  18.771
0, 7  acc:  1337 /  5723 =  23.362
1, 0  acc:  2119 /  2203 =  96.187
1, 1  acc:  2153 /  2270 =  94.846
1, 2  acc:  1185 /  1216 =  97.451
1, 3  acc:  1185 /  1260 =  94.048
1, 4  acc:  1587 /  1627 =  97.541
1, 5  acc:   484 /   520 =  93.077
1, 6  acc:  1520 /  1537 =  98.894
1, 7  acc:  2214 /  2246 =  98.575
------------------------------------
Average acc: 43629 / 71854 =  60.719
Robust  acc:   626 /  3335 =  18.771
------------------------------------

t_total is 2827442250

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:   7 | Train Loss: 0.001 | Train Acc: 99.661 | Val Loss: 0.000 | Val Acc: 99.592
Training:
Accuracies by groups:
0, 0  acc:  2321 /  2670 =  86.929
0, 1  acc:   148 /   191 =  77.487
0, 2  acc:   232 /   301 =  77.076
0, 3  acc:   110 /   145 =  75.862
0, 4  acc:    42 /    64 =  65.625
0, 5  acc:     5 /     8 =  62.500
0, 6  acc:     1 /     6 =  16.667
0, 7  acc:     4 /     7 =  57.143
0, 8  acc:   257 /   305 =  84.262
0, 9  acc:    15 /    18 =  83.333
0, 10  acc:    17 /    18 =  94.444
0, 11  acc:    14 /    17 =  82.353
0, 12  acc:     7 /    13 =  53.846
0, 13  acc:     0 /     0 =     nan
0, 14  acc:     3 /     3 = 100.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:    63 /   115 =  54.783
0, 17  acc:     0 /     0 =     nan
0, 18  acc:     5 /     6 =  83.333
0, 19  acc:     2 /     3 =  66.667
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     1 /     2 =  50.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     7 /    10 =  70.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     0 =     nan
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    35 /    46 =  76.087
0, 33  acc:     2 /     2 = 100.000
0, 34  acc:     2 /     3 =  66.667
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     1 /     1 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:    16 /    16 = 100.000
0, 41  acc:     1 /     1 = 100.000
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     2 /     2 = 100.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     5 /     8 =  62.500
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     1 =   0.000
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     6 /     8 =  75.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:    18 /    43 =  41.860
0, 65  acc:     1 /     4 =  25.000
0, 66  acc:     1 /     2 =  50.000
0, 67  acc:     0 /     0 =     nan
0, 68  acc:     1 /     3 =  33.333
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     1 /     1 = 100.000
0, 72  acc:     0 /     2 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     1 /     1 = 100.000
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     1 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     2 /     2 = 100.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     1 =   0.000
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     2 /     2 = 100.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     1 /     1 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    40 /   104 =  38.462
0, 118  acc:     5 /    18 =  27.778
0, 119  acc:     5 /     8 =  62.500
0, 120  acc:     1 /     2 =  50.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     1 /     1 = 100.000
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     2 /     8 =  25.000
0, 126  acc:     1 /     2 =  50.000
0, 127  acc:     2 /     2 = 100.000
0, 128  acc:     1 /     1 = 100.000
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     1 /     2 =  50.000
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     1 =   0.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     1 /     1 = 100.000
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     1 /     3 =  33.333
0, 149  acc:     1 /     1 = 100.000
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     2 /     2 = 100.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     6 /    24 =  25.000
0, 170  acc:     0 /     3 =   0.000
0, 171  acc:     1 /     2 =  50.000
0, 172  acc:     0 /     2 =   0.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     1 =   0.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     1 =   0.000
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     1 /     1 = 100.000
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110123 / 110161 =  99.966
1, 1  acc: 12389 / 12392 =  99.976
1, 2  acc: 20923 / 20933 =  99.952
1, 3  acc:  8776 /  8778 =  99.977
1, 4  acc:  9451 /  9455 =  99.958
1, 5  acc:  1731 /  1731 = 100.000
1, 6  acc:  1016 /  1017 =  99.902
1, 7  acc:  1135 /  1136 =  99.912
1, 8  acc:  9749 /  9753 =  99.959
1, 9  acc:   697 /   697 = 100.000
1, 10  acc:   953 /   954 =  99.895
1, 11  acc:   407 /   407 = 100.000
1, 12  acc:  1444 /  1445 =  99.931
1, 13  acc:   180 /   180 = 100.000
1, 14  acc:   253 /   253 = 100.000
1, 15  acc:   258 /   258 = 100.000
1, 16  acc: 15802 / 15805 =  99.981
1, 17  acc:   589 /   589 = 100.000
1, 18  acc:  1225 /  1227 =  99.837
1, 19  acc:   512 /   513 =  99.805
1, 20  acc:   595 /   595 = 100.000
1, 21  acc:    91 /    91 = 100.000
1, 22  acc:   310 /   310 = 100.000
1, 23  acc:   102 /   102 = 100.000
1, 24  acc:  1865 /  1865 = 100.000
1, 25  acc:    57 /    57 = 100.000
1, 26  acc:   189 /   189 = 100.000
1, 27  acc:    25 /    25 = 100.000
1, 28  acc:   303 /   303 = 100.000
1, 29  acc:    16 /    16 = 100.000
1, 30  acc:    46 /    46 = 100.000
1, 31  acc:    12 /    12 = 100.000
1, 32  acc:  3087 /  3089 =  99.935
1, 33  acc:   178 /   178 = 100.000
1, 34  acc:   148 /   148 = 100.000
1, 35  acc:    56 /    56 = 100.000
1, 36  acc:   114 /   114 = 100.000
1, 37  acc:    18 /    18 = 100.000
1, 38  acc:    49 /    49 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   744 /   744 = 100.000
1, 41  acc:    26 /    26 = 100.000
1, 42  acc:    18 /    18 = 100.000
1, 43  acc:    31 /    31 = 100.000
1, 44  acc:    62 /    62 = 100.000
1, 45  acc:    17 /    17 = 100.000
1, 46  acc:    33 /    33 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1044 /  1044 = 100.000
1, 49  acc:    18 /    18 = 100.000
1, 50  acc:    86 /    86 = 100.000
1, 51  acc:    44 /    44 = 100.000
1, 52  acc:    40 /    40 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    65 /    65 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   750 /   750 = 100.000
1, 57  acc:    34 /    34 = 100.000
1, 58  acc:    37 /    37 = 100.000
1, 59  acc:    25 /    25 = 100.000
1, 60  acc:    69 /    69 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    33 /    33 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10745 / 10749 =  99.963
1, 65  acc:  1449 /  1449 = 100.000
1, 66  acc:   956 /   956 = 100.000
1, 67  acc:   362 /   363 =  99.725
1, 68  acc:   513 /   513 = 100.000
1, 69  acc:    77 /    77 = 100.000
1, 70  acc:   138 /   138 = 100.000
1, 71  acc:    47 /    47 = 100.000
1, 72  acc:   225 /   225 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    44 /    44 = 100.000
1, 77  acc:    18 /    18 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    11 /    11 = 100.000
1, 80  acc:   411 /   411 = 100.000
1, 81  acc:    60 /    60 = 100.000
1, 82  acc:   112 /   112 = 100.000
1, 83  acc:    13 /    13 = 100.000
1, 84  acc:    17 /    17 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    54 /    54 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    48 /    48 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    15 /    15 = 100.000
1, 93  acc:     9 /     9 = 100.000
1, 94  acc:   331 /   331 = 100.000
1, 95  acc:    37 /    37 = 100.000
1, 96  acc:    26 /    26 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    38 /    38 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    47 /    47 = 100.000
1, 101  acc:    16 /    16 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     7 /     7 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    55 /    55 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    42 /    42 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    18 /    18 = 100.000
1, 111  acc:    10 /    10 = 100.000
1, 112  acc:    22 /    22 = 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: 18247 / 18252 =  99.973
1, 118  acc:  4316 /  4317 =  99.977
1, 119  acc:  1034 /  1034 = 100.000
1, 120  acc:  1156 /  1157 =  99.914
1, 121  acc:   297 /   297 = 100.000
1, 122  acc:   157 /   157 = 100.000
1, 123  acc:    55 /    55 = 100.000
1, 124  acc:    89 /    89 = 100.000
1, 125  acc:  1149 /  1149 = 100.000
1, 126  acc:   238 /   238 = 100.000
1, 127  acc:    61 /    61 = 100.000
1, 128  acc:   101 /   101 = 100.000
1, 129  acc:    30 /    30 = 100.000
1, 130  acc:    15 /    15 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    19 /    19 = 100.000
1, 133  acc:   996 /   997 =  99.900
1, 134  acc:   202 /   202 = 100.000
1, 135  acc:    80 /    80 = 100.000
1, 136  acc:   112 /   112 = 100.000
1, 137  acc:    14 /    14 = 100.000
1, 138  acc:    13 /    13 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:    11 /    11 = 100.000
1, 141  acc:   242 /   242 = 100.000
1, 142  acc:    31 /    31 = 100.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:    15 /    15 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    21 /    21 = 100.000
1, 148  acc:   417 /   417 = 100.000
1, 149  acc:    45 /    45 = 100.000
1, 150  acc:    15 /    15 = 100.000
1, 151  acc:    39 /    39 = 100.000
1, 152  acc:    15 /    15 = 100.000
1, 153  acc:     9 /     9 = 100.000
1, 154  acc:    86 /    86 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    16 /    16 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    71 /    71 = 100.000
1, 160  acc:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    13 /    13 = 100.000
1, 164  acc:    52 /    52 = 100.000
1, 165  acc:    11 /    11 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7184 /  7184 = 100.000
1, 170  acc:  1477 /  1477 = 100.000
1, 171  acc:   515 /   516 =  99.806
1, 172  acc:   432 /   433 =  99.769
1, 173  acc:   125 /   125 = 100.000
1, 174  acc:    23 /    23 = 100.000
1, 175  acc:    15 /    15 = 100.000
1, 176  acc:    95 /    95 = 100.000
1, 177  acc:   162 /   162 = 100.000
1, 178  acc:    28 /    28 = 100.000
1, 179  acc:    17 /    17 = 100.000
1, 180  acc:    23 /    23 = 100.000
1, 181  acc:    25 /    25 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    50 /    50 = 100.000
1, 184  acc:   266 /   266 = 100.000
1, 185  acc:    73 /    73 = 100.000
1, 186  acc:    33 /    33 = 100.000
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:    11 /    11 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    29 /    29 = 100.000
1, 191  acc:    19 /    19 = 100.000
1, 192  acc:    31 /    31 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     7 /     7 = 100.000
1, 195  acc:     9 /     9 = 100.000
1, 196  acc:   202 /   203 =  99.507
1, 197  acc:    25 /    25 = 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:     9 /     9 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    35 /    35 = 100.000
1, 205  acc:    15 /    15 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    43 /    43 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    11 /    11 = 100.000
1, 212  acc:     9 /     9 = 100.000
1, 213  acc:    29 /    29 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    10 /    10 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    23 /    23 = 100.000
1, 218  acc:    22 /    22 = 100.000
1, 219  acc:    21 /    21 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 268126 / 269038 =  99.661
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25266 / 25373 =  99.578
0, 1  acc: 31144 / 31282 =  99.559
0, 2  acc:  6132 /  6155 =  99.626
0, 3  acc: 24207 / 24292 =  99.650
0, 4  acc: 10776 / 10829 =  99.511
0, 5  acc:  5518 /  5541 =  99.585
0, 6  acc:  6757 /  6785 =  99.587
0, 7  acc: 11957 / 12016 =  99.509
1, 0  acc:  4426 /  4437 =  99.752
1, 1  acc:  4944 /  4962 =  99.637
1, 2  acc:  2259 /  2265 =  99.735
1, 3  acc:  2438 /  2446 =  99.673
1, 4  acc:  3111 /  3125 =  99.552
1, 5  acc:   997 /  1003 =  99.402
1, 6  acc:  3098 /  3111 =  99.582
1, 7  acc:  4672 /  4682 =  99.786
--------------------------------------
Average acc: 147702 / 148304 =  99.594
Robust  acc:   997 /  1003 =  99.402
--------------------------------------
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: 26.057 | Best Acc: 97.137
-------------------------------------
Training, Epoch 6:
Accuracies by groups:
0, 0  acc:  7606 / 12092 =  62.901
0, 1  acc:  9307 / 14179 =  65.639
0, 2  acc:  1258 /  3210 =  39.190
0, 3  acc:  8813 / 12101 =  72.829
0, 4  acc:  2277 /  5355 =  42.521
0, 5  acc:  1705 /  2980 =  57.215
0, 6  acc:   869 /  3335 =  26.057
0, 7  acc:  1770 /  5723 =  30.928
1, 0  acc:  2083 /  2203 =  94.553
1, 1  acc:  2106 /  2270 =  92.775
1, 2  acc:  1145 /  1216 =  94.161
1, 3  acc:  1166 /  1260 =  92.540
1, 4  acc:  1557 /  1627 =  95.698
1, 5  acc:   484 /   520 =  93.077
1, 6  acc:  1493 /  1537 =  97.137
1, 7  acc:  2180 /  2246 =  97.061
------------------------------------
Average acc: 45819 / 71854 =  63.767
Robust  acc:   869 /  3335 =  26.057
------------------------------------
Accuracies by groups:
0, 0  acc:  7606 / 12092 =  62.901
0, 1  acc:  9307 / 14179 =  65.639
0, 2  acc:  1258 /  3210 =  39.190
0, 3  acc:  8813 / 12101 =  72.829
0, 4  acc:  2277 /  5355 =  42.521
0, 5  acc:  1705 /  2980 =  57.215
0, 6  acc:   869 /  3335 =  26.057
0, 7  acc:  1770 /  5723 =  30.928
1, 0  acc:  2083 /  2203 =  94.553
1, 1  acc:  2106 /  2270 =  92.775
1, 2  acc:  1145 /  1216 =  94.161
1, 3  acc:  1166 /  1260 =  92.540
1, 4  acc:  1557 /  1627 =  95.698
1, 5  acc:   484 /   520 =  93.077
1, 6  acc:  1493 /  1537 =  97.137
1, 7  acc:  2180 /  2246 =  97.061
------------------------------------
Average acc: 45819 / 71854 =  63.767
Robust  acc:   869 /  3335 =  26.057
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  7606 / 12092 =  62.901
0, 1  acc:  9307 / 14179 =  65.639
0, 2  acc:  1258 /  3210 =  39.190
0, 3  acc:  8813 / 12101 =  72.829
0, 4  acc:  2277 /  5355 =  42.521
0, 5  acc:  1705 /  2980 =  57.215
0, 6  acc:   869 /  3335 =  26.057
0, 7  acc:  1770 /  5723 =  30.928
1, 0  acc:  2083 /  2203 =  94.553
1, 1  acc:  2106 /  2270 =  92.775
1, 2  acc:  1145 /  1216 =  94.161
1, 3  acc:  1166 /  1260 =  92.540
1, 4  acc:  1557 /  1627 =  95.698
1, 5  acc:   484 /   520 =  93.077
1, 6  acc:  1493 /  1537 =  97.137
1, 7  acc:  2180 /  2246 =  97.061
------------------------------------
Average acc: 45819 / 71854 =  63.767
Robust  acc:   869 /  3335 =  26.057
------------------------------------

t_total is 2827442250

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:   8 | Train Loss: 0.001 | Train Acc: 99.684 | Val Loss: 0.000 | Val Acc: 99.661
Training:
Accuracies by groups:
0, 0  acc:  2432 /  2712 =  89.676
0, 1  acc:   146 /   194 =  75.258
0, 2  acc:   195 /   262 =  74.427
0, 3  acc:   121 /   136 =  88.971
0, 4  acc:    33 /    50 =  66.000
0, 5  acc:     6 /    10 =  60.000
0, 6  acc:     1 /     4 =  25.000
0, 7  acc:     4 /     8 =  50.000
0, 8  acc:   235 /   274 =  85.766
0, 9  acc:    14 /    17 =  82.353
0, 10  acc:    18 /    18 = 100.000
0, 11  acc:     6 /     9 =  66.667
0, 12  acc:     3 /     6 =  50.000
0, 13  acc:     1 /     1 = 100.000
0, 14  acc:     1 /     2 =  50.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:    60 /   108 =  55.556
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     9 /    15 =  60.000
0, 19  acc:     3 /     4 =  75.000
0, 20  acc:     1 /     2 =  50.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     9 /    13 =  69.231
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     0 =     nan
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     1 /     1 = 100.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    28 /    33 =  84.848
0, 33  acc:     1 /     1 = 100.000
0, 34  acc:     2 /     3 =  66.667
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     1 /     1 = 100.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:     8 /    13 =  61.538
0, 41  acc:     1 /     1 = 100.000
0, 42  acc:     1 /     1 = 100.000
0, 43  acc:     1 /     1 = 100.000
0, 44  acc:     1 /     2 =  50.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     2 /     7 =  28.571
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     1 =   0.000
0, 56  acc:     4 /     7 =  57.143
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     1 /     1 = 100.000
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:    26 /    51 =  50.980
0, 65  acc:     4 /     8 =  50.000
0, 66  acc:     2 /     4 =  50.000
0, 67  acc:     0 /     0 =     nan
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     1 =   0.000
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     2 /     3 =  66.667
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     0 =     nan
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     0 /     1 =   0.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    49 /   100 =  49.000
0, 118  acc:    13 /    28 =  46.429
0, 119  acc:     3 /     5 =  60.000
0, 120  acc:     4 /     5 =  80.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     1 /     1 = 100.000
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     3 /     6 =  50.000
0, 126  acc:     2 /     2 = 100.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     1 /     3 =  33.333
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     1 =   0.000
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     1 /     2 =  50.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     2 =   0.000
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     1 /     1 = 100.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     9 /    31 =  29.032
0, 170  acc:     1 /     8 =  12.500
0, 171  acc:     1 /     1 = 100.000
0, 172  acc:     2 /     2 = 100.000
0, 173  acc:     0 /     2 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     3 /     3 = 100.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     1 =   0.000
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 109993 / 110042 =  99.955
1, 1  acc: 12361 / 12370 =  99.927
1, 2  acc: 21147 / 21157 =  99.953
1, 3  acc:  8707 /  8710 =  99.966
1, 4  acc:  9508 /  9513 =  99.947
1, 5  acc:  1751 /  1752 =  99.943
1, 6  acc:  1045 /  1046 =  99.904
1, 7  acc:  1149 /  1149 = 100.000
1, 8  acc:  9664 /  9671 =  99.928
1, 9  acc:   660 /   660 = 100.000
1, 10  acc:   925 /   925 = 100.000
1, 11  acc:   456 /   456 = 100.000
1, 12  acc:  1415 /  1416 =  99.929
1, 13  acc:   189 /   189 = 100.000
1, 14  acc:   221 /   221 = 100.000
1, 15  acc:   198 /   199 =  99.497
1, 16  acc: 15580 / 15593 =  99.917
1, 17  acc:   644 /   644 = 100.000
1, 18  acc:  1292 /  1292 = 100.000
1, 19  acc:   472 /   472 = 100.000
1, 20  acc:   553 /   553 = 100.000
1, 21  acc:    93 /    93 = 100.000
1, 22  acc:   293 /   293 = 100.000
1, 23  acc:   101 /   101 = 100.000
1, 24  acc:  1963 /  1966 =  99.847
1, 25  acc:    42 /    42 = 100.000
1, 26  acc:   200 /   200 = 100.000
1, 27  acc:    23 /    23 = 100.000
1, 28  acc:   281 /   281 = 100.000
1, 29  acc:    26 /    26 = 100.000
1, 30  acc:    51 /    51 = 100.000
1, 31  acc:    20 /    20 = 100.000
1, 32  acc:  3261 /  3262 =  99.969
1, 33  acc:   173 /   173 = 100.000
1, 34  acc:   143 /   143 = 100.000
1, 35  acc:    63 /    63 = 100.000
1, 36  acc:    83 /    83 = 100.000
1, 37  acc:    14 /    14 = 100.000
1, 38  acc:    59 /    59 = 100.000
1, 39  acc:     9 /     9 = 100.000
1, 40  acc:   747 /   749 =  99.733
1, 41  acc:    31 /    31 = 100.000
1, 42  acc:    30 /    30 = 100.000
1, 43  acc:    36 /    37 =  97.297
1, 44  acc:    55 /    55 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    27 /    27 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1019 /  1020 =  99.902
1, 49  acc:    23 /    23 = 100.000
1, 50  acc:    74 /    74 = 100.000
1, 51  acc:    54 /    54 = 100.000
1, 52  acc:    37 /    37 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    69 /    69 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   793 /   794 =  99.874
1, 57  acc:    29 /    29 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    41 /    41 = 100.000
1, 60  acc:    43 /    43 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    42 /    42 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10735 / 10739 =  99.963
1, 65  acc:  1513 /  1513 = 100.000
1, 66  acc:   885 /   885 = 100.000
1, 67  acc:   394 /   394 = 100.000
1, 68  acc:   492 /   492 = 100.000
1, 69  acc:    80 /    80 = 100.000
1, 70  acc:   140 /   140 = 100.000
1, 71  acc:    36 /    36 = 100.000
1, 72  acc:   214 /   214 = 100.000
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:     8 /     8 = 100.000
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    43 /    43 = 100.000
1, 77  acc:     8 /     8 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   390 /   390 = 100.000
1, 81  acc:    59 /    59 = 100.000
1, 82  acc:   112 /   112 = 100.000
1, 83  acc:    14 /    14 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    46 /    46 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    43 /    43 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    13 /    13 = 100.000
1, 93  acc:    10 /    10 = 100.000
1, 94  acc:   312 /   312 = 100.000
1, 95  acc:    42 /    42 = 100.000
1, 96  acc:    33 /    33 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    40 /    40 = 100.000
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    10 /    10 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    54 /    54 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    48 /    48 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    16 /    16 = 100.000
1, 111  acc:     9 /     9 = 100.000
1, 112  acc:    25 /    25 = 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: 18242 / 18249 =  99.962
1, 118  acc:  4371 /  4372 =  99.977
1, 119  acc:  1121 /  1121 = 100.000
1, 120  acc:  1145 /  1145 = 100.000
1, 121  acc:   334 /   334 = 100.000
1, 122  acc:   169 /   169 = 100.000
1, 123  acc:    72 /    72 = 100.000
1, 124  acc:    85 /    85 = 100.000
1, 125  acc:  1095 /  1096 =  99.909
1, 126  acc:   284 /   284 = 100.000
1, 127  acc:    62 /    62 = 100.000
1, 128  acc:    86 /    86 = 100.000
1, 129  acc:    34 /    34 = 100.000
1, 130  acc:    21 /    21 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    18 /    19 =  94.737
1, 133  acc:  1002 /  1002 = 100.000
1, 134  acc:   203 /   204 =  99.510
1, 135  acc:    88 /    88 = 100.000
1, 136  acc:    93 /    93 = 100.000
1, 137  acc:    25 /    25 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:    13 /    13 = 100.000
1, 140  acc:    10 /    10 = 100.000
1, 141  acc:   234 /   234 = 100.000
1, 142  acc:    46 /    46 = 100.000
1, 143  acc:    13 /    13 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:    19 /    19 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   437 /   437 = 100.000
1, 149  acc:    48 /    48 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    43 /    43 = 100.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:   109 /   109 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    12 /    12 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    75 /    75 = 100.000
1, 160  acc:    11 /    11 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    53 /    53 = 100.000
1, 165  acc:    12 /    12 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7171 /  7174 =  99.958
1, 170  acc:  1330 /  1330 = 100.000
1, 171  acc:   545 /   546 =  99.817
1, 172  acc:   481 /   481 = 100.000
1, 173  acc:   143 /   143 = 100.000
1, 174  acc:    21 /    21 = 100.000
1, 175  acc:    14 /    14 = 100.000
1, 176  acc:   107 /   107 = 100.000
1, 177  acc:   160 /   160 = 100.000
1, 178  acc:    33 /    33 = 100.000
1, 179  acc:    18 /    18 = 100.000
1, 180  acc:    15 /    15 = 100.000
1, 181  acc:    23 /    23 = 100.000
1, 182  acc:    11 /    11 = 100.000
1, 183  acc:    27 /    27 = 100.000
1, 184  acc:   274 /   274 = 100.000
1, 185  acc:    59 /    59 = 100.000
1, 186  acc:    32 /    32 = 100.000
1, 187  acc:    20 /    20 = 100.000
1, 188  acc:     9 /     9 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    19 /    19 = 100.000
1, 191  acc:    13 /    13 = 100.000
1, 192  acc:    31 /    31 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     9 /     9 = 100.000
1, 196  acc:   214 /   215 =  99.535
1, 197  acc:    32 /    32 = 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:    28 /    28 = 100.000
1, 205  acc:    14 /    14 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    43 /    43 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    14 /    14 = 100.000
1, 212  acc:     5 /     5 = 100.000
1, 213  acc:    24 /    24 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    32 /    32 = 100.000
1, 218  acc:    19 /    19 = 100.000
1, 219  acc:    23 /    23 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 268189 / 269038 =  99.684
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25278 / 25373 =  99.626
0, 1  acc: 31179 / 31282 =  99.671
0, 2  acc:  6136 /  6155 =  99.691
0, 3  acc: 24200 / 24292 =  99.621
0, 4  acc: 10802 / 10829 =  99.751
0, 5  acc:  5527 /  5541 =  99.747
0, 6  acc:  6757 /  6785 =  99.587
0, 7  acc: 11971 / 12016 =  99.625
1, 0  acc:  4421 /  4437 =  99.639
1, 1  acc:  4946 /  4962 =  99.678
1, 2  acc:  2256 /  2265 =  99.603
1, 3  acc:  2441 /  2446 =  99.796
1, 4  acc:  3116 /  3125 =  99.712
1, 5  acc:  1000 /  1003 =  99.701
1, 6  acc:  3105 /  3111 =  99.807
1, 7  acc:  4671 /  4682 =  99.765
--------------------------------------
Average acc: 147806 / 148304 =  99.664
Robust  acc:  6757 /  6785 =  99.587
--------------------------------------
New max robust acc: 99.58732498157701
debias model - Saving best checkpoint at epoch 7
replace: True
-> Updating checkpoint cp-debias-wga-best-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=10-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-cpe=5-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-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=10-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-cpe=7-cpre=-1-cpb=-1.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: 34.093 | Best Acc: 94.795
-------------------------------------
Training, Epoch 7:
Accuracies by groups:
0, 0  acc:  8176 / 12092 =  67.615
0, 1  acc:  9901 / 14179 =  69.829
0, 2  acc:  1402 /  3210 =  43.676
0, 3  acc:  9347 / 12101 =  77.242
0, 4  acc:  2662 /  5355 =  49.711
0, 5  acc:  1825 /  2980 =  61.242
0, 6  acc:  1137 /  3335 =  34.093
0, 7  acc:  2163 /  5723 =  37.795
1, 0  acc:  2024 /  2203 =  91.875
1, 1  acc:  2043 /  2270 =  90.000
1, 2  acc:  1120 /  1216 =  92.105
1, 3  acc:  1114 /  1260 =  88.413
1, 4  acc:  1494 /  1627 =  91.825
1, 5  acc:   464 /   520 =  89.231
1, 6  acc:  1457 /  1537 =  94.795
1, 7  acc:  2122 /  2246 =  94.479
------------------------------------
Average acc: 48451 / 71854 =  67.430
Robust  acc:  1137 /  3335 =  34.093
------------------------------------
Accuracies by groups:
0, 0  acc:  8176 / 12092 =  67.615
0, 1  acc:  9901 / 14179 =  69.829
0, 2  acc:  1402 /  3210 =  43.676
0, 3  acc:  9347 / 12101 =  77.242
0, 4  acc:  2662 /  5355 =  49.711
0, 5  acc:  1825 /  2980 =  61.242
0, 6  acc:  1137 /  3335 =  34.093
0, 7  acc:  2163 /  5723 =  37.795
1, 0  acc:  2024 /  2203 =  91.875
1, 1  acc:  2043 /  2270 =  90.000
1, 2  acc:  1120 /  1216 =  92.105
1, 3  acc:  1114 /  1260 =  88.413
1, 4  acc:  1494 /  1627 =  91.825
1, 5  acc:   464 /   520 =  89.231
1, 6  acc:  1457 /  1537 =  94.795
1, 7  acc:  2122 /  2246 =  94.479
------------------------------------
Average acc: 48451 / 71854 =  67.430
Robust  acc:  1137 /  3335 =  34.093
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  8176 / 12092 =  67.615
0, 1  acc:  9901 / 14179 =  69.829
0, 2  acc:  1402 /  3210 =  43.676
0, 3  acc:  9347 / 12101 =  77.242
0, 4  acc:  2662 /  5355 =  49.711
0, 5  acc:  1825 /  2980 =  61.242
0, 6  acc:  1137 /  3335 =  34.093
0, 7  acc:  2163 /  5723 =  37.795
1, 0  acc:  2024 /  2203 =  91.875
1, 1  acc:  2043 /  2270 =  90.000
1, 2  acc:  1120 /  1216 =  92.105
1, 3  acc:  1114 /  1260 =  88.413
1, 4  acc:  1494 /  1627 =  91.825
1, 5  acc:   464 /   520 =  89.231
1, 6  acc:  1457 /  1537 =  94.795
1, 7  acc:  2122 /  2246 =  94.479
------------------------------------
Average acc: 48451 / 71854 =  67.430
Robust  acc:  1137 /  3335 =  34.093
------------------------------------

t_total is 2827442250

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:   9 | Train Loss: 0.001 | Train Acc: 99.709 | Val Loss: 0.000 | Val Acc: 99.635
Training:
Accuracies by groups:
0, 0  acc:  2426 /  2707 =  89.620
0, 1  acc:   149 /   174 =  85.632
0, 2  acc:   249 /   320 =  77.812
0, 3  acc:   123 /   150 =  82.000
0, 4  acc:    24 /    50 =  48.000
0, 5  acc:     3 /     4 =  75.000
0, 6  acc:     6 /     7 =  85.714
0, 7  acc:     3 /     8 =  37.500
0, 8  acc:   241 /   275 =  87.636
0, 9  acc:    22 /    25 =  88.000
0, 10  acc:    13 /    14 =  92.857
0, 11  acc:    12 /    14 =  85.714
0, 12  acc:     8 /    11 =  72.727
0, 13  acc:     0 /     0 =     nan
0, 14  acc:     2 /     2 = 100.000
0, 15  acc:     0 /     0 =     nan
0, 16  acc:    64 /    91 =  70.330
0, 17  acc:     2 /     2 = 100.000
0, 18  acc:     2 /     5 =  40.000
0, 19  acc:     1 /     4 =  25.000
0, 20  acc:     0 /     2 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     1 /     1 = 100.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:    10 /    13 =  76.923
0, 25  acc:     0 /     1 =   0.000
0, 26  acc:     1 /     4 =  25.000
0, 27  acc:     0 /     1 =   0.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     1 =   0.000
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    44 /    59 =  74.576
0, 33  acc:     1 /     1 = 100.000
0, 34  acc:     0 /     2 =   0.000
0, 35  acc:     2 /     2 = 100.000
0, 36  acc:     1 /     1 = 100.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:    14 /    16 =  87.500
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     2 /     2 = 100.000
0, 43  acc:     1 /     1 = 100.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     4 /     6 =  66.667
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     1 =   0.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     1 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     4 /     7 =  57.143
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:    21 /    45 =  46.667
0, 65  acc:     3 /    10 =  30.000
0, 66  acc:     2 /     3 =  66.667
0, 67  acc:     1 /     1 = 100.000
0, 68  acc:     0 /     1 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     1 =   0.000
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     3 /     3 = 100.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     1 /     1 = 100.000
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     2 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     0 /     0 =     nan
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     1 =   0.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    61 /   109 =  55.963
0, 118  acc:     9 /    24 =  37.500
0, 119  acc:     2 /     3 =  66.667
0, 120  acc:     9 /    12 =  75.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     6 /     7 =  85.714
0, 126  acc:     0 /     0 =     nan
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     1 /     1 = 100.000
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     1 =   0.000
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     1 =   0.000
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     3 =   0.000
0, 149  acc:     0 /     1 =   0.000
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     1 =   0.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     1 =   0.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:    11 /    22 =  50.000
0, 170  acc:     2 /     3 =  66.667
0, 171  acc:     4 /     4 = 100.000
0, 172  acc:     1 /     3 =  33.333
0, 173  acc:     0 /     1 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     1 =   0.000
0, 177  acc:     1 /     1 = 100.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     1 =   0.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     1 =   0.000
0, 184  acc:     0 /     1 =   0.000
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     2 =   0.000
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     1 /     2 =  50.000
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     3 =   0.000
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110043 / 110071 =  99.975
1, 1  acc: 12304 / 12307 =  99.976
1, 2  acc: 21119 / 21130 =  99.948
1, 3  acc:  8770 /  8774 =  99.954
1, 4  acc:  9515 /  9520 =  99.947
1, 5  acc:  1671 /  1673 =  99.880
1, 6  acc:  1058 /  1058 = 100.000
1, 7  acc:  1187 /  1188 =  99.916
1, 8  acc:  9740 /  9745 =  99.949
1, 9  acc:   671 /   671 = 100.000
1, 10  acc:   901 /   902 =  99.889
1, 11  acc:   409 /   410 =  99.756
1, 12  acc:  1510 /  1510 = 100.000
1, 13  acc:   187 /   187 = 100.000
1, 14  acc:   262 /   262 = 100.000
1, 15  acc:   238 /   238 = 100.000
1, 16  acc: 15659 / 15664 =  99.968
1, 17  acc:   608 /   608 = 100.000
1, 18  acc:  1276 /  1276 = 100.000
1, 19  acc:   475 /   476 =  99.790
1, 20  acc:   555 /   555 = 100.000
1, 21  acc:    97 /    97 = 100.000
1, 22  acc:   282 /   282 = 100.000
1, 23  acc:    89 /    89 = 100.000
1, 24  acc:  2017 /  2017 = 100.000
1, 25  acc:    42 /    42 = 100.000
1, 26  acc:   218 /   218 = 100.000
1, 27  acc:    32 /    32 = 100.000
1, 28  acc:   298 /   298 = 100.000
1, 29  acc:    15 /    15 = 100.000
1, 30  acc:    52 /    52 = 100.000
1, 31  acc:    17 /    17 = 100.000
1, 32  acc:  3173 /  3174 =  99.968
1, 33  acc:   193 /   193 = 100.000
1, 34  acc:   130 /   130 = 100.000
1, 35  acc:    61 /    61 = 100.000
1, 36  acc:   106 /   106 = 100.000
1, 37  acc:    19 /    19 = 100.000
1, 38  acc:    62 /    62 = 100.000
1, 39  acc:    10 /    10 = 100.000
1, 40  acc:   754 /   755 =  99.868
1, 41  acc:    44 /    44 = 100.000
1, 42  acc:    24 /    25 =  96.000
1, 43  acc:    34 /    34 = 100.000
1, 44  acc:    55 /    55 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    35 /    35 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1062 /  1063 =  99.906
1, 49  acc:    28 /    28 = 100.000
1, 50  acc:    97 /    98 =  98.980
1, 51  acc:    45 /    45 = 100.000
1, 52  acc:    43 /    43 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    80 /    80 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   821 /   823 =  99.757
1, 57  acc:    30 /    30 = 100.000
1, 58  acc:    37 /    37 = 100.000
1, 59  acc:    25 /    25 = 100.000
1, 60  acc:    70 /    70 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    45 /    45 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10398 / 10402 =  99.962
1, 65  acc:  1451 /  1451 = 100.000
1, 66  acc:   961 /   961 = 100.000
1, 67  acc:   390 /   390 = 100.000
1, 68  acc:   484 /   485 =  99.794
1, 69  acc:    75 /    75 = 100.000
1, 70  acc:   177 /   177 = 100.000
1, 71  acc:    44 /    44 = 100.000
1, 72  acc:   232 /   232 = 100.000
1, 73  acc:    18 /    18 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:    15 /    15 = 100.000
1, 76  acc:    48 /    48 = 100.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   388 /   388 = 100.000
1, 81  acc:    58 /    58 = 100.000
1, 82  acc:   100 /   100 = 100.000
1, 83  acc:    16 /    16 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    45 /    45 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    40 /    40 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   323 /   323 = 100.000
1, 95  acc:    42 /    42 = 100.000
1, 96  acc:    23 /    23 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    38 /    38 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    50 /    50 = 100.000
1, 101  acc:    11 /    11 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    15 /    15 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    58 /    58 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    35 /    35 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    18 /    18 = 100.000
1, 111  acc:    14 /    14 = 100.000
1, 112  acc:    19 /    19 = 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: 18187 / 18194 =  99.962
1, 118  acc:  4254 /  4254 = 100.000
1, 119  acc:  1087 /  1087 = 100.000
1, 120  acc:  1154 /  1154 = 100.000
1, 121  acc:   322 /   322 = 100.000
1, 122  acc:   151 /   151 = 100.000
1, 123  acc:    75 /    75 = 100.000
1, 124  acc:    87 /    87 = 100.000
1, 125  acc:  1093 /  1093 = 100.000
1, 126  acc:   256 /   256 = 100.000
1, 127  acc:    55 /    55 = 100.000
1, 128  acc:    93 /    93 = 100.000
1, 129  acc:    29 /    29 = 100.000
1, 130  acc:    16 /    16 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    25 /    25 = 100.000
1, 133  acc:  1000 /  1000 = 100.000
1, 134  acc:   187 /   187 = 100.000
1, 135  acc:    92 /    92 = 100.000
1, 136  acc:    82 /    82 = 100.000
1, 137  acc:    10 /    10 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:    13 /    13 = 100.000
1, 141  acc:   210 /   210 = 100.000
1, 142  acc:    42 /    42 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     9 /     9 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   403 /   403 = 100.000
1, 149  acc:    49 /    49 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    35 /    35 = 100.000
1, 152  acc:    12 /    12 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    97 /    97 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    13 /    13 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    70 /    70 = 100.000
1, 160  acc:     8 /     8 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    10 /    10 = 100.000
1, 164  acc:    50 /    50 = 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:  7254 /  7257 =  99.959
1, 170  acc:  1426 /  1426 = 100.000
1, 171  acc:   566 /   566 = 100.000
1, 172  acc:   500 /   500 = 100.000
1, 173  acc:   121 /   122 =  99.180
1, 174  acc:    32 /    32 = 100.000
1, 175  acc:    21 /    21 = 100.000
1, 176  acc:   101 /   101 = 100.000
1, 177  acc:   147 /   147 = 100.000
1, 178  acc:    26 /    26 = 100.000
1, 179  acc:    23 /    23 = 100.000
1, 180  acc:    17 /    17 = 100.000
1, 181  acc:    11 /    11 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    20 /    20 = 100.000
1, 184  acc:   308 /   309 =  99.676
1, 185  acc:    73 /    73 = 100.000
1, 186  acc:    52 /    52 = 100.000
1, 187  acc:    22 /    22 = 100.000
1, 188  acc:     7 /     7 = 100.000
1, 189  acc:    10 /    10 = 100.000
1, 190  acc:    20 /    20 = 100.000
1, 191  acc:    18 /    18 = 100.000
1, 192  acc:    24 /    24 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:    19 /    19 = 100.000
1, 195  acc:     6 /     6 = 100.000
1, 196  acc:   234 /   235 =  99.574
1, 197  acc:    35 /    35 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    32 /    32 = 100.000
1, 205  acc:    10 /    10 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    45 /    45 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    11 /    11 = 100.000
1, 212  acc:    13 /    13 = 100.000
1, 213  acc:    17 /    17 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    23 /    23 = 100.000
1, 218  acc:    21 /    21 = 100.000
1, 219  acc:    17 /    17 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 268255 / 269038 =  99.709
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25264 / 25373 =  99.570
0, 1  acc: 31162 / 31282 =  99.616
0, 2  acc:  6126 /  6155 =  99.529
0, 3  acc: 24191 / 24292 =  99.584
0, 4  acc: 10790 / 10829 =  99.640
0, 5  acc:  5529 /  5541 =  99.783
0, 6  acc:  6760 /  6785 =  99.632
0, 7  acc: 11971 / 12016 =  99.625
1, 0  acc:  4419 /  4437 =  99.594
1, 1  acc:  4948 /  4962 =  99.718
1, 2  acc:  2257 /  2265 =  99.647
1, 3  acc:  2433 /  2446 =  99.469
1, 4  acc:  3111 /  3125 =  99.552
1, 5  acc:  1003 /  1003 = 100.000
1, 6  acc:  3103 /  3111 =  99.743
1, 7  acc:  4665 /  4682 =  99.637
--------------------------------------
Average acc: 147732 / 148304 =  99.614
Robust  acc:  2433 /  2446 =  99.469
--------------------------------------
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: 32.594 | Best Acc: 94.405
-------------------------------------
Training, Epoch 8:
Accuracies by groups:
0, 0  acc:  8105 / 12092 =  67.028
0, 1  acc:  9880 / 14179 =  69.681
0, 2  acc:  1248 /  3210 =  38.879
0, 3  acc:  8978 / 12101 =  74.192
0, 4  acc:  2431 /  5355 =  45.397
0, 5  acc:  1861 /  2980 =  62.450
0, 6  acc:  1087 /  3335 =  32.594
0, 7  acc:  2234 /  5723 =  39.035
1, 0  acc:  2014 /  2203 =  91.421
1, 1  acc:  2028 /  2270 =  89.339
1, 2  acc:  1130 /  1216 =  92.928
1, 3  acc:  1128 /  1260 =  89.524
1, 4  acc:  1521 /  1627 =  93.485
1, 5  acc:   463 /   520 =  89.038
1, 6  acc:  1451 /  1537 =  94.405
1, 7  acc:  2100 /  2246 =  93.500
------------------------------------
Average acc: 47659 / 71854 =  66.328
Robust  acc:  1087 /  3335 =  32.594
------------------------------------
Accuracies by groups:
0, 0  acc:  8105 / 12092 =  67.028
0, 1  acc:  9880 / 14179 =  69.681
0, 2  acc:  1248 /  3210 =  38.879
0, 3  acc:  8978 / 12101 =  74.192
0, 4  acc:  2431 /  5355 =  45.397
0, 5  acc:  1861 /  2980 =  62.450
0, 6  acc:  1087 /  3335 =  32.594
0, 7  acc:  2234 /  5723 =  39.035
1, 0  acc:  2014 /  2203 =  91.421
1, 1  acc:  2028 /  2270 =  89.339
1, 2  acc:  1130 /  1216 =  92.928
1, 3  acc:  1128 /  1260 =  89.524
1, 4  acc:  1521 /  1627 =  93.485
1, 5  acc:   463 /   520 =  89.038
1, 6  acc:  1451 /  1537 =  94.405
1, 7  acc:  2100 /  2246 =  93.500
------------------------------------
Average acc: 47659 / 71854 =  66.328
Robust  acc:  1087 /  3335 =  32.594
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  8105 / 12092 =  67.028
0, 1  acc:  9880 / 14179 =  69.681
0, 2  acc:  1248 /  3210 =  38.879
0, 3  acc:  8978 / 12101 =  74.192
0, 4  acc:  2431 /  5355 =  45.397
0, 5  acc:  1861 /  2980 =  62.450
0, 6  acc:  1087 /  3335 =  32.594
0, 7  acc:  2234 /  5723 =  39.035
1, 0  acc:  2014 /  2203 =  91.421
1, 1  acc:  2028 /  2270 =  89.339
1, 2  acc:  1130 /  1216 =  92.928
1, 3  acc:  1128 /  1260 =  89.524
1, 4  acc:  1521 /  1627 =  93.485
1, 5  acc:   463 /   520 =  89.038
1, 6  acc:  1451 /  1537 =  94.405
1, 7  acc:  2100 /  2246 =  93.500
------------------------------------
Average acc: 47659 / 71854 =  66.328
Robust  acc:  1087 /  3335 =  32.594
------------------------------------

t_total is 2827442250

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:  10 | Train Loss: 0.001 | Train Acc: 99.713 | Val Loss: 0.000 | Val Acc: 99.667
Training:
Accuracies by groups:
0, 0  acc:  2395 /  2672 =  89.633
0, 1  acc:   136 /   172 =  79.070
0, 2  acc:   236 /   286 =  82.517
0, 3  acc:   108 /   140 =  77.143
0, 4  acc:    28 /    48 =  58.333
0, 5  acc:     0 /     2 =   0.000
0, 6  acc:     5 /     7 =  71.429
0, 7  acc:     4 /    10 =  40.000
0, 8  acc:   248 /   283 =  87.633
0, 9  acc:    15 /    17 =  88.235
0, 10  acc:    13 /    14 =  92.857
0, 11  acc:    13 /    14 =  92.857
0, 12  acc:     3 /    11 =  27.273
0, 13  acc:     1 /     1 = 100.000
0, 14  acc:     1 /     2 =  50.000
0, 15  acc:     1 /     1 = 100.000
0, 16  acc:    89 /   133 =  66.917
0, 17  acc:     1 /     1 = 100.000
0, 18  acc:     6 /     9 =  66.667
0, 19  acc:     0 /     0 =     nan
0, 20  acc:     1 /     2 =  50.000
0, 21  acc:     1 /     1 = 100.000
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     1 =   0.000
0, 24  acc:    11 /    19 =  57.895
0, 25  acc:     1 /     1 = 100.000
0, 26  acc:     0 /     0 =     nan
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    37 /    47 =  78.723
0, 33  acc:     1 /     1 = 100.000
0, 34  acc:     0 /     1 =   0.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:    10 /    11 =  90.909
0, 41  acc:     1 /     1 = 100.000
0, 42  acc:     1 /     1 = 100.000
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     6 /     8 =  75.000
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:     2 /     2 = 100.000
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     1 /     2 =  50.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     2 /     5 =  40.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     1 /     1 = 100.000
0, 60  acc:     0 /     1 =   0.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:    30 /    56 =  53.571
0, 65  acc:     4 /    11 =  36.364
0, 66  acc:     2 /     4 =  50.000
0, 67  acc:     2 /     2 = 100.000
0, 68  acc:     1 /     1 = 100.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     1 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     2 /     2 = 100.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     2 =   0.000
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 94  acc:     0 /     0 =     nan
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     1 /     1 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    61 /   102 =  59.804
0, 118  acc:    14 /    24 =  58.333
0, 119  acc:     1 /     3 =  33.333
0, 120  acc:     6 /     6 = 100.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     5 /     5 = 100.000
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     1 /     1 = 100.000
0, 128  acc:     1 /     1 = 100.000
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     3 /     4 =  75.000
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     3 /     3 = 100.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     1 /     1 = 100.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:    18 /    33 =  54.545
0, 170  acc:     2 /     4 =  50.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     3 /     4 =  75.000
0, 173  acc:     1 /     2 =  50.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     1 =   0.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     1 =   0.000
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     1 /     2 =  50.000
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     1 =   0.000
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 109777 / 109834 =  99.948
1, 1  acc: 12453 / 12455 =  99.984
1, 2  acc: 20873 / 20877 =  99.981
1, 3  acc:  8909 /  8913 =  99.955
1, 4  acc:  9380 /  9382 =  99.979
1, 5  acc:  1712 /  1712 = 100.000
1, 6  acc:  1004 /  1005 =  99.900
1, 7  acc:  1146 /  1146 = 100.000
1, 8  acc:  9851 /  9855 =  99.959
1, 9  acc:   674 /   675 =  99.852
1, 10  acc:   950 /   950 = 100.000
1, 11  acc:   415 /   415 = 100.000
1, 12  acc:  1438 /  1438 = 100.000
1, 13  acc:   170 /   170 = 100.000
1, 14  acc:   239 /   239 = 100.000
1, 15  acc:   201 /   201 = 100.000
1, 16  acc: 15769 / 15774 =  99.968
1, 17  acc:   634 /   634 = 100.000
1, 18  acc:  1236 /  1237 =  99.919
1, 19  acc:   460 /   460 = 100.000
1, 20  acc:   602 /   602 = 100.000
1, 21  acc:   104 /   104 = 100.000
1, 22  acc:   301 /   301 = 100.000
1, 23  acc:   113 /   113 = 100.000
1, 24  acc:  2016 /  2016 = 100.000
1, 25  acc:    37 /    37 = 100.000
1, 26  acc:   205 /   206 =  99.515
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   278 /   278 = 100.000
1, 29  acc:    21 /    21 = 100.000
1, 30  acc:    52 /    52 = 100.000
1, 31  acc:    16 /    16 = 100.000
1, 32  acc:  3149 /  3151 =  99.937
1, 33  acc:   164 /   164 = 100.000
1, 34  acc:   152 /   152 = 100.000
1, 35  acc:    62 /    62 = 100.000
1, 36  acc:   130 /   130 = 100.000
1, 37  acc:    11 /    11 = 100.000
1, 38  acc:    53 /    53 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   686 /   686 = 100.000
1, 41  acc:    39 /    39 = 100.000
1, 42  acc:    24 /    24 = 100.000
1, 43  acc:    29 /    29 = 100.000
1, 44  acc:    49 /    49 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    24 /    24 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1019 /  1019 = 100.000
1, 49  acc:    23 /    23 = 100.000
1, 50  acc:    68 /    68 = 100.000
1, 51  acc:    39 /    39 = 100.000
1, 52  acc:    41 /    42 =  97.619
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    66 /    66 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   797 /   797 = 100.000
1, 57  acc:    34 /    34 = 100.000
1, 58  acc:    28 /    28 = 100.000
1, 59  acc:    28 /    28 = 100.000
1, 60  acc:    72 /    72 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    40 /    40 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10726 / 10729 =  99.972
1, 65  acc:  1499 /  1500 =  99.933
1, 66  acc:   960 /   960 = 100.000
1, 67  acc:   403 /   404 =  99.752
1, 68  acc:   473 /   473 = 100.000
1, 69  acc:    84 /    84 = 100.000
1, 70  acc:   145 /   146 =  99.315
1, 71  acc:    35 /    35 = 100.000
1, 72  acc:   198 /   198 = 100.000
1, 73  acc:    12 /    12 = 100.000
1, 74  acc:    11 /    11 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    31 /    31 = 100.000
1, 77  acc:    14 /    14 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    12 /    12 = 100.000
1, 80  acc:   424 /   424 = 100.000
1, 81  acc:    51 /    51 = 100.000
1, 82  acc:   117 /   117 = 100.000
1, 83  acc:    16 /    16 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    37 /    37 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    43 /    43 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    10 /    10 = 100.000
1, 93  acc:    12 /    12 = 100.000
1, 94  acc:   325 /   325 = 100.000
1, 95  acc:    43 /    43 = 100.000
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    39 /    39 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    45 /    45 = 100.000
1, 101  acc:    15 /    15 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     7 /     7 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    46 /    46 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    58 /    58 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    18 /    18 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    24 /    24 = 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: 17985 / 17990 =  99.972
1, 118  acc:  4435 /  4435 = 100.000
1, 119  acc:  1103 /  1103 = 100.000
1, 120  acc:  1130 /  1132 =  99.823
1, 121  acc:   332 /   332 = 100.000
1, 122  acc:   150 /   151 =  99.338
1, 123  acc:    47 /    47 = 100.000
1, 124  acc:    74 /    74 = 100.000
1, 125  acc:  1160 /  1160 = 100.000
1, 126  acc:   305 /   305 = 100.000
1, 127  acc:    59 /    59 = 100.000
1, 128  acc:    86 /    86 = 100.000
1, 129  acc:    24 /    24 = 100.000
1, 130  acc:    24 /    24 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    21 /    21 = 100.000
1, 133  acc:  1048 /  1048 = 100.000
1, 134  acc:   216 /   216 = 100.000
1, 135  acc:    80 /    80 = 100.000
1, 136  acc:   101 /   101 = 100.000
1, 137  acc:    17 /    17 = 100.000
1, 138  acc:    11 /    11 = 100.000
1, 139  acc:    13 /    13 = 100.000
1, 140  acc:     7 /     7 = 100.000
1, 141  acc:   271 /   271 = 100.000
1, 142  acc:    42 /    42 = 100.000
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:    11 /    11 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   422 /   422 = 100.000
1, 149  acc:    54 /    54 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    50 /    50 = 100.000
1, 152  acc:    13 /    13 = 100.000
1, 153  acc:    13 /    13 = 100.000
1, 154  acc:    94 /    94 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    20 /    20 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    59 /    59 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     8 /     8 = 100.000
1, 164  acc:    57 /    57 = 100.000
1, 165  acc:    10 /    10 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7215 /  7215 = 100.000
1, 170  acc:  1476 /  1476 = 100.000
1, 171  acc:   540 /   540 = 100.000
1, 172  acc:   470 /   470 = 100.000
1, 173  acc:   128 /   128 = 100.000
1, 174  acc:    15 /    15 = 100.000
1, 175  acc:    15 /    15 = 100.000
1, 176  acc:   106 /   106 = 100.000
1, 177  acc:   181 /   181 = 100.000
1, 178  acc:    19 /    19 = 100.000
1, 179  acc:    22 /    22 = 100.000
1, 180  acc:    17 /    17 = 100.000
1, 181  acc:    17 /    17 = 100.000
1, 182  acc:    16 /    16 = 100.000
1, 183  acc:    30 /    30 = 100.000
1, 184  acc:   288 /   288 = 100.000
1, 185  acc:    60 /    60 = 100.000
1, 186  acc:    35 /    35 = 100.000
1, 187  acc:    25 /    25 = 100.000
1, 188  acc:    17 /    17 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    24 /    24 = 100.000
1, 191  acc:    12 /    12 = 100.000
1, 192  acc:    19 /    19 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:    13 /    13 = 100.000
1, 195  acc:    16 /    16 = 100.000
1, 196  acc:   213 /   213 = 100.000
1, 197  acc:    27 /    27 = 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:     9 /     9 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    19 /    19 = 100.000
1, 205  acc:     9 /     9 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    44 /    44 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     8 /     8 = 100.000
1, 212  acc:    15 /    15 = 100.000
1, 213  acc:    30 /    30 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    24 /    24 = 100.000
1, 218  acc:    27 /    27 = 100.000
1, 219  acc:    15 /    15 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 268267 / 269038 =  99.713
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25287 / 25373 =  99.661
0, 1  acc: 31172 / 31282 =  99.648
0, 2  acc:  6130 /  6155 =  99.594
0, 3  acc: 24216 / 24292 =  99.687
0, 4  acc: 10788 / 10829 =  99.621
0, 5  acc:  5522 /  5541 =  99.657
0, 6  acc:  6759 /  6785 =  99.617
0, 7  acc: 11970 / 12016 =  99.617
1, 0  acc:  4422 /  4437 =  99.662
1, 1  acc:  4952 /  4962 =  99.798
1, 2  acc:  2261 /  2265 =  99.823
1, 3  acc:  2435 /  2446 =  99.550
1, 4  acc:  3114 /  3125 =  99.648
1, 5  acc:  1000 /  1003 =  99.701
1, 6  acc:  3097 /  3111 =  99.550
1, 7  acc:  4664 /  4682 =  99.616
--------------------------------------
Average acc: 147789 / 148304 =  99.653
Robust  acc:  3097 /  3111 =  99.550
--------------------------------------
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: 37.321 | Best Acc: 91.585
-------------------------------------
Training, Epoch 9:
Accuracies by groups:
0, 0  acc:  8121 / 12092 =  67.160
0, 1  acc:  9705 / 14179 =  68.446
0, 2  acc:  1198 /  3210 =  37.321
0, 3  acc:  9305 / 12101 =  76.894
0, 4  acc:  2624 /  5355 =  49.001
0, 5  acc:  1930 /  2980 =  64.765
0, 6  acc:  1251 /  3335 =  37.511
0, 7  acc:  2348 /  5723 =  41.027
1, 0  acc:  1990 /  2203 =  90.331
1, 1  acc:  2012 /  2270 =  88.634
1, 2  acc:  1111 /  1216 =  91.365
1, 3  acc:  1089 /  1260 =  86.429
1, 4  acc:  1485 /  1627 =  91.272
1, 5  acc:   456 /   520 =  87.692
1, 6  acc:  1405 /  1537 =  91.412
1, 7  acc:  2057 /  2246 =  91.585
------------------------------------
Average acc: 48087 / 71854 =  66.923
Robust  acc:  1198 /  3210 =  37.321
------------------------------------
Accuracies by groups:
0, 0  acc:  8121 / 12092 =  67.160
0, 1  acc:  9705 / 14179 =  68.446
0, 2  acc:  1198 /  3210 =  37.321
0, 3  acc:  9305 / 12101 =  76.894
0, 4  acc:  2624 /  5355 =  49.001
0, 5  acc:  1930 /  2980 =  64.765
0, 6  acc:  1251 /  3335 =  37.511
0, 7  acc:  2348 /  5723 =  41.027
1, 0  acc:  1990 /  2203 =  90.331
1, 1  acc:  2012 /  2270 =  88.634
1, 2  acc:  1111 /  1216 =  91.365
1, 3  acc:  1089 /  1260 =  86.429
1, 4  acc:  1485 /  1627 =  91.272
1, 5  acc:   456 /   520 =  87.692
1, 6  acc:  1405 /  1537 =  91.412
1, 7  acc:  2057 /  2246 =  91.585
------------------------------------
Average acc: 48087 / 71854 =  66.923
Robust  acc:  1198 /  3210 =  37.321
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  8121 / 12092 =  67.160
0, 1  acc:  9705 / 14179 =  68.446
0, 2  acc:  1198 /  3210 =  37.321
0, 3  acc:  9305 / 12101 =  76.894
0, 4  acc:  2624 /  5355 =  49.001
0, 5  acc:  1930 /  2980 =  64.765
0, 6  acc:  1251 /  3335 =  37.511
0, 7  acc:  2348 /  5723 =  41.027
1, 0  acc:  1990 /  2203 =  90.331
1, 1  acc:  2012 /  2270 =  88.634
1, 2  acc:  1111 /  1216 =  91.365
1, 3  acc:  1089 /  1260 =  86.429
1, 4  acc:  1485 /  1627 =  91.272
1, 5  acc:   456 /   520 =  87.692
1, 6  acc:  1405 /  1537 =  91.412
1, 7  acc:  2057 /  2246 =  91.585
------------------------------------
Average acc: 48087 / 71854 =  66.923
Robust  acc:  1198 /  3210 =  37.321
------------------------------------
replace: True
-> Updating checkpoint cp-debias-end-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=10-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-cpe=9-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-end-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=10-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-cpe=9-cpre=-1-cpb=-1.pt
