Arch: bert-base-uncased_pt
Bs trn: 64
Bs val: 64
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: 128
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: 0.0001
Momentum: 0.9
Weight decay: 0.01
Weight decay c: 0.01
Stopping window: 30
Load encoder: 
Freeze encoder: False
Finetune epochs: 0
Clip grad norm: True
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch4_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: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_stage2
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=128-cw=0.5-sud=0-me=10-bst=64-o=AdamW-lr=0.0001-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch4_seed0.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 10890

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: 0.000 | Train Acc: 53.298 | Val Loss: 0.000 | Val Acc: 58.499
Training:
Accuracies by groups:
0, 0  acc: 12199 / 62474 =  19.527
0, 1  acc:  1171 /  6735 =  17.387
0, 2  acc:  1848 / 10220 =  18.082
0, 3  acc:   900 /  4948 =  18.189
0, 4  acc:   381 /  2084 =  18.282
0, 5  acc:    36 /   275 =  13.091
0, 6  acc:    58 /   287 =  20.209
0, 7  acc:    43 /   288 =  14.931
0, 8  acc:  1027 /  5582 =  18.398
0, 9  acc:    75 /   410 =  18.293
0, 10  acc:    68 /   408 =  16.667
0, 11  acc:    42 /   300 =  14.000
0, 12  acc:    62 /   401 =  15.461
0, 13  acc:     4 /    31 =  12.903
0, 14  acc:    10 /    55 =  18.182
0, 15  acc:     2 /    23 =   8.696
0, 16  acc:   903 /  4810 =  18.773
0, 17  acc:    33 /   166 =  19.880
0, 18  acc:    81 /   471 =  17.197
0, 19  acc:    29 /   150 =  19.333
0, 20  acc:    23 /   124 =  18.548
0, 21  acc:     2 /    13 =  15.385
0, 22  acc:     9 /    65 =  13.846
0, 23  acc:     6 /    24 =  25.000
0, 24  acc:   110 /   650 =  16.923
0, 25  acc:     7 /    28 =  25.000
0, 26  acc:     6 /    48 =  12.500
0, 27  acc:     0 /     8 =   0.000
0, 28  acc:     7 /    40 =  17.500
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     0 /     7 =   0.000
0, 31  acc:     2 /     9 =  22.222
0, 32  acc:   281 /  1545 =  18.188
0, 33  acc:    19 /    78 =  24.359
0, 34  acc:    13 /    68 =  19.118
0, 35  acc:     4 /    24 =  16.667
0, 36  acc:    11 /    37 =  29.730
0, 37  acc:     0 /     5 =   0.000
0, 38  acc:     4 /    18 =  22.222
0, 39  acc:     1 /     2 =  50.000
0, 40  acc:    57 /   350 =  16.286
0, 41  acc:     4 /    15 =  26.667
0, 42  acc:     4 /    11 =  36.364
0, 43  acc:     2 /     8 =  25.000
0, 44  acc:     0 /    13 =   0.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     3 =   0.000
0, 47  acc:     0 /     4 =   0.000
0, 48  acc:    61 /   338 =  18.047
0, 49  acc:     1 /     3 =  33.333
0, 50  acc:     1 /     9 =  11.111
0, 51  acc:     3 /    17 =  17.647
0, 52  acc:     0 /     3 =   0.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     0 /     3 =   0.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:    32 /   240 =  13.333
0, 57  acc:     3 /     8 =  37.500
0, 58  acc:     0 /    10 =   0.000
0, 59  acc:     2 /    10 =  20.000
0, 60  acc:     4 /    18 =  22.222
0, 61  acc:     0 /     2 =   0.000
0, 62  acc:     2 /     6 =  33.333
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:   410 /  2327 =  17.619
0, 65  acc:    80 /   386 =  20.725
0, 66  acc:    35 /   230 =  15.217
0, 67  acc:    17 /    96 =  17.708
0, 68  acc:    10 /    55 =  18.182
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:     7 /    21 =  33.333
0, 71  acc:     1 /    13 =   7.692
0, 72  acc:    12 /    59 =  20.339
0, 73  acc:     1 /     4 =  25.000
0, 74  acc:     3 /     9 =  33.333
0, 75  acc:     0 /     6 =   0.000
0, 76  acc:     0 /     2 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     2 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    17 /    76 =  22.368
0, 81  acc:     1 /     8 =  12.500
0, 82  acc:     1 /     9 =  11.111
0, 83  acc:     1 /     8 =  12.500
0, 84  acc:     1 /     4 =  25.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     3 /     9 =  33.333
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     7 =   0.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     0 /     1 =   0.000
0, 91  acc:     0 /     2 =   0.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    15 /    78 =  19.231
0, 95  acc:     1 /    10 =  10.000
0, 96  acc:     1 /     4 =  25.000
0, 97  acc:     0 /     1 =   0.000
0, 98  acc:     2 /    15 =  13.333
0, 99  acc:     0 /     1 =   0.000
0, 100  acc:     1 /     3 =  33.333
0, 101  acc:     0 /     7 =   0.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     1 =   0.000
0, 106  acc:     5 /    12 =  41.667
0, 107  acc:     0 /     1 =   0.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     1 =   0.000
0, 110  acc:     1 /     7 =  14.286
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     0 /     9 =   0.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     1 =   0.000
0, 117  acc:  1180 /  6764 =  17.445
0, 118  acc:   269 /  1621 =  16.595
0, 119  acc:    69 /   386 =  17.876
0, 120  acc:    67 /   338 =  19.822
0, 121  acc:     6 /    55 =  10.909
0, 122  acc:    10 /    43 =  23.256
0, 123  acc:     4 /    12 =  33.333
0, 124  acc:     3 /    17 =  17.647
0, 125  acc:    66 /   372 =  17.742
0, 126  acc:    24 /   130 =  18.462
0, 127  acc:     4 /    25 =  16.000
0, 128  acc:     3 /    47 =   6.383
0, 129  acc:     0 /     3 =   0.000
0, 130  acc:     1 /     5 =  20.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:    42 /   270 =  15.556
0, 134  acc:    10 /    72 =  13.889
0, 135  acc:     7 /    34 =  20.588
0, 136  acc:     3 /    29 =  10.345
0, 137  acc:     4 /    12 =  33.333
0, 138  acc:     0 /     2 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    14 /    56 =  25.000
0, 142  acc:     0 /     7 =   0.000
0, 143  acc:     0 /     5 =   0.000
0, 144  acc:     4 /    13 =  30.769
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    36 /   122 =  29.508
0, 149  acc:     2 /    15 =  13.333
0, 150  acc:     1 /     4 =  25.000
0, 151  acc:     7 /    21 =  33.333
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     1 /     3 =  33.333
0, 154  acc:     5 /    48 =  10.417
0, 155  acc:     0 /     5 =   0.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     2 =   0.000
0, 159  acc:     3 /    21 =  14.286
0, 160  acc:     0 /     2 =   0.000
0, 161  acc:     1 /     2 =  50.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     4 /     9 =  44.444
0, 165  acc:     0 /     3 =   0.000
0, 166  acc:     3 /    12 =  25.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:   290 /  1637 =  17.715
0, 170  acc:    62 /   361 =  17.175
0, 171  acc:    17 /   103 =  16.505
0, 172  acc:    23 /   165 =  13.939
0, 173  acc:     0 /    21 =   0.000
0, 174  acc:     0 /     9 =   0.000
0, 175  acc:     0 /     9 =   0.000
0, 176  acc:     3 /    18 =  16.667
0, 177  acc:    12 /    61 =  19.672
0, 178  acc:     1 /    11 =   9.091
0, 179  acc:     1 /     5 =  20.000
0, 180  acc:     2 /     6 =  33.333
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     2 =  50.000
0, 183  acc:     0 /     2 =   0.000
0, 184  acc:    12 /    50 =  24.000
0, 185  acc:     1 /     8 =  12.500
0, 186  acc:     2 /     4 =  50.000
0, 187  acc:     2 /     9 =  22.222
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     0 /     6 =   0.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     5 /    34 =  14.706
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:     5 /    61 =   8.197
0, 197  acc:     4 /    14 =  28.571
0, 198  acc:     2 /     4 =  50.000
0, 199  acc:     2 /    11 =  18.182
0, 200  acc:     0 /     1 =   0.000
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     2 =   0.000
0, 204  acc:     3 /    27 =  11.111
0, 205  acc:     1 /     2 =  50.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     0 /     3 =   0.000
0, 208  acc:     0 /     3 =   0.000
0, 209  acc:     2 /     8 =  25.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     3 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     6 =  33.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     2 =   0.000
0, 221  acc:     0 /     1 =   0.000
1, 0  acc: 51803 / 64061 =  80.865
1, 1  acc:  5383 /  6523 =  82.523
1, 2  acc:  9445 / 11503 =  82.109
1, 3  acc:  3981 /  4832 =  82.388
1, 4  acc:  4666 /  5735 =  81.360
1, 5  acc:   768 /   949 =  80.927
1, 6  acc:   509 /   608 =  83.717
1, 7  acc:   583 /   703 =  82.930
1, 8  acc:  4864 /  5974 =  81.419
1, 9  acc:   371 /   447 =  82.998
1, 10  acc:   462 /   583 =  79.245
1, 11  acc:   240 /   285 =  84.211
1, 12  acc:   744 /   924 =  80.519
1, 13  acc:   101 /   121 =  83.471
1, 14  acc:   102 /   125 =  81.600
1, 15  acc:   141 /   165 =  85.455
1, 16  acc:  7209 /  8824 =  81.698
1, 17  acc:   246 /   308 =  79.870
1, 18  acc:   521 /   642 =  81.153
1, 19  acc:   212 /   261 =  81.226
1, 20  acc:   257 /   301 =  85.382
1, 21  acc:    28 /    41 =  68.293
1, 22  acc:   131 /   157 =  83.439
1, 23  acc:    30 /    38 =  78.947
1, 24  acc:   888 /  1099 =  80.801
1, 25  acc:    21 /    23 =  91.304
1, 26  acc:    92 /   117 =  78.632
1, 27  acc:    17 /    20 =  85.000
1, 28  acc:   133 /   158 =  84.177
1, 29  acc:     8 /    10 =  80.000
1, 30  acc:    29 /    34 =  85.294
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1539 /  1865 =  82.520
1, 33  acc:    87 /    99 =  87.879
1, 34  acc:    44 /    56 =  78.571
1, 35  acc:    20 /    25 =  80.000
1, 36  acc:    34 /    42 =  80.952
1, 37  acc:     7 /     8 =  87.500
1, 38  acc:    27 /    31 =  87.097
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   381 /   477 =  79.874
1, 41  acc:    18 /    23 =  78.261
1, 42  acc:    16 /    20 =  80.000
1, 43  acc:    14 /    17 =  82.353
1, 44  acc:    26 /    29 =  89.655
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    14 /    16 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   492 /   596 =  82.550
1, 49  acc:    14 /    15 =  93.333
1, 50  acc:    41 /    49 =  83.673
1, 51  acc:    22 /    27 =  81.481
1, 52  acc:    15 /    19 =  78.947
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    36 =  75.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   409 /   519 =  78.805
1, 57  acc:    16 /    25 =  64.000
1, 58  acc:    28 /    30 =  93.333
1, 59  acc:    11 /    14 =  78.571
1, 60  acc:    24 /    26 =  92.308
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    20 /    23 =  86.957
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4671 /  5735 =  81.447
1, 65  acc:   641 /   774 =  82.817
1, 66  acc:   418 /   525 =  79.619
1, 67  acc:   185 /   224 =  82.589
1, 68  acc:   218 /   265 =  82.264
1, 69  acc:    33 /    43 =  76.744
1, 70  acc:    69 /    81 =  85.185
1, 71  acc:    21 /    30 =  70.000
1, 72  acc:    97 /   123 =  78.862
1, 73  acc:     6 /     7 =  85.714
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     3 /     5 =  60.000
1, 76  acc:    14 /    17 =  82.353
1, 77  acc:     5 /     7 =  71.429
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     7 =  71.429
1, 80  acc:   166 /   201 =  82.587
1, 81  acc:    23 /    27 =  85.185
1, 82  acc:    47 /    51 =  92.157
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:    16 /    17 =  94.118
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    27 =  85.185
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    28 /    35 =  80.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     3 =  66.667
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:   117 /   142 =  82.394
1, 95  acc:    14 /    17 =  82.353
1, 96  acc:    13 /    14 =  92.857
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    22 =  72.727
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    14 =  78.571
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    25 /    29 =  86.207
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    20 =  80.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     8 =  75.000
1, 111  acc:     3 /     7 =  42.857
1, 112  acc:    13 /    18 =  72.222
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:  7084 /  8637 =  82.019
1, 118  acc:  1745 /  2115 =  82.506
1, 119  acc:   462 /   561 =  82.353
1, 120  acc:   484 /   587 =  82.453
1, 121  acc:   134 /   173 =  77.457
1, 122  acc:    67 /    83 =  80.723
1, 123  acc:    30 /    32 =  93.750
1, 124  acc:    37 /    47 =  78.723
1, 125  acc:   444 /   545 =  81.468
1, 126  acc:   107 /   138 =  77.536
1, 127  acc:    25 /    28 =  89.286
1, 128  acc:    32 /    42 =  76.190
1, 129  acc:    12 /    15 =  80.000
1, 130  acc:     2 /     3 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    17 =  70.588
1, 133  acc:   373 /   451 =  82.705
1, 134  acc:    72 /    90 =  80.000
1, 135  acc:    24 /    28 =  85.714
1, 136  acc:    24 /    27 =  88.889
1, 137  acc:     5 /     6 =  83.333
1, 138  acc:     4 /     5 =  80.000
1, 139  acc:     1 /     3 =  33.333
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   111 /   130 =  85.385
1, 142  acc:    21 /    25 =  84.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     4 /     5 =  80.000
1, 145  acc:     1 /     2 =  50.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   174 /   209 =  83.254
1, 149  acc:    21 /    22 =  95.455
1, 150  acc:    11 /    13 =  84.615
1, 151  acc:    15 /    19 =  78.947
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    27 /    38 =  71.053
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     7 =  85.714
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    23 /    32 =  71.875
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    22 /    28 =  78.571
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3166 /  3804 =  83.228
1, 170  acc:   601 /   734 =  81.880
1, 171  acc:   253 /   310 =  81.613
1, 172  acc:   202 /   253 =  79.842
1, 173  acc:    43 /    51 =  84.314
1, 174  acc:    10 /    14 =  71.429
1, 175  acc:    12 /    15 =  80.000
1, 176  acc:    44 /    53 =  83.019
1, 177  acc:    74 /    88 =  84.091
1, 178  acc:    13 /    17 =  76.471
1, 179  acc:     6 /     8 =  75.000
1, 180  acc:     7 /    10 =  70.000
1, 181  acc:     7 /     9 =  77.778
1, 182  acc:     4 /     6 =  66.667
1, 183  acc:     7 /    11 =  63.636
1, 184  acc:   126 /   154 =  81.818
1, 185  acc:    40 /    55 =  72.727
1, 186  acc:    15 /    19 =  78.947
1, 187  acc:     5 /     7 =  71.429
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     4 /     6 =  66.667
1, 190  acc:     5 /     7 =  71.429
1, 191  acc:     3 /     4 =  75.000
1, 192  acc:    13 /    17 =  76.471
1, 193  acc:     8 /    13 =  61.538
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   111 /   136 =  81.618
1, 197  acc:    11 /    12 =  91.667
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    16 =  93.750
1, 205  acc:     3 /     4 =  75.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    18 /    22 =  81.818
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     5 /     5 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     7 /     9 =  77.778
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     2 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    13 =  92.308
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     9 /    15 =  60.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 143393 / 269038 =  53.298
Robust  acc:     0 /     8 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 14881 / 25373 =  58.649
0, 1  acc: 18232 / 31282 =  58.283
0, 2  acc:  3594 /  6155 =  58.392
0, 3  acc: 14075 / 24292 =  57.941
0, 4  acc:  6328 / 10829 =  58.436
0, 5  acc:  3243 /  5541 =  58.527
0, 6  acc:  3956 /  6785 =  58.305
0, 7  acc:  6977 / 12016 =  58.064
1, 0  acc:  2557 /  4437 =  57.629
1, 1  acc:  2881 /  4962 =  58.061
1, 2  acc:  1314 /  2265 =  58.013
1, 3  acc:  1411 /  2446 =  57.686
1, 4  acc:  1844 /  3125 =  59.008
1, 5  acc:   575 /  1003 =  57.328
1, 6  acc:  1822 /  3111 =  58.566
1, 7  acc:  2706 /  4682 =  57.796
-------------------------------------
Average acc: 86396 / 148304 =  58.256
Robust  acc:   575 /  1003 =  57.328
-------------------------------------
New max robust acc: 57.32801595214357
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 2.523 | Best Acc: 98.832
------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  1126 / 12092 =   9.312
0, 1  acc:   923 / 14179 =   6.510
0, 2  acc:    81 /  3210 =   2.523
0, 3  acc:  1049 / 12101 =   8.669
0, 4  acc:   190 /  5355 =   3.548
0, 5  acc:    90 /  2980 =   3.020
0, 6  acc:   119 /  3335 =   3.568
0, 7  acc:   259 /  5723 =   4.526
1, 0  acc:  2128 /  2203 =  96.596
1, 1  acc:  2199 /  2270 =  96.872
1, 2  acc:  1193 /  1216 =  98.109
1, 3  acc:  1228 /  1260 =  97.460
1, 4  acc:  1608 /  1627 =  98.832
1, 5  acc:   510 /   520 =  98.077
1, 6  acc:  1476 /  1537 =  96.031
1, 7  acc:  2176 /  2246 =  96.883
------------------------------------
Average acc: 16355 / 71854 =  22.761
Robust  acc:    81 /  3210 =   2.523
------------------------------------
Accuracies by groups:
0, 0  acc:  1126 / 12092 =   9.312
0, 1  acc:   923 / 14179 =   6.510
0, 2  acc:    81 /  3210 =   2.523
0, 3  acc:  1049 / 12101 =   8.669
0, 4  acc:   190 /  5355 =   3.548
0, 5  acc:    90 /  2980 =   3.020
0, 6  acc:   119 /  3335 =   3.568
0, 7  acc:   259 /  5723 =   4.526
1, 0  acc:  2128 /  2203 =  96.596
1, 1  acc:  2199 /  2270 =  96.872
1, 2  acc:  1193 /  1216 =  98.109
1, 3  acc:  1228 /  1260 =  97.460
1, 4  acc:  1608 /  1627 =  98.832
1, 5  acc:   510 /   520 =  98.077
1, 6  acc:  1476 /  1537 =  96.031
1, 7  acc:  2176 /  2246 =  96.883
------------------------------------
Average acc: 16355 / 71854 =  22.761
Robust  acc:    81 /  3210 =   2.523
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  1126 / 12092 =   9.312
0, 1  acc:   923 / 14179 =   6.510
0, 2  acc:    81 /  3210 =   2.523
0, 3  acc:  1049 / 12101 =   8.669
0, 4  acc:   190 /  5355 =   3.548
0, 5  acc:    90 /  2980 =   3.020
0, 6  acc:   119 /  3335 =   3.568
0, 7  acc:   259 /  5723 =   4.526
1, 0  acc:  2128 /  2203 =  96.596
1, 1  acc:  2199 /  2270 =  96.872
1, 2  acc:  1193 /  1216 =  98.109
1, 3  acc:  1228 /  1260 =  97.460
1, 4  acc:  1608 /  1627 =  98.832
1, 5  acc:   510 /   520 =  98.077
1, 6  acc:  1476 /  1537 =  96.031
1, 7  acc:  2176 /  2246 =  96.883
------------------------------------
Average acc: 16355 / 71854 =  22.761
Robust  acc:    81 /  3210 =   2.523
------------------------------------

t_total is 10890

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: 0.000 | Train Acc: 64.593 | Val Loss: 0.000 | Val Acc: 77.142
Training:
Accuracies by groups:
0, 0  acc: 30658 / 61854 =  49.565
0, 1  acc:  3197 /  6633 =  48.198
0, 2  acc:  4844 / 10445 =  46.376
0, 3  acc:  2247 /  4960 =  45.302
0, 4  acc:   454 /  2106 =  21.557
0, 5  acc:    48 /   285 =  16.842
0, 6  acc:    60 /   282 =  21.277
0, 7  acc:    73 /   276 =  26.449
0, 8  acc:  2712 /  5671 =  47.822
0, 9  acc:   200 /   438 =  45.662
0, 10  acc:   184 /   429 =  42.890
0, 11  acc:   142 /   279 =  50.896
0, 12  acc:   107 /   407 =  26.290
0, 13  acc:     5 /    25 =  20.000
0, 14  acc:    12 /    47 =  25.532
0, 15  acc:     6 /    19 =  31.579
0, 16  acc:  1505 /  4950 =  30.404
0, 17  acc:    59 /   190 =  31.053
0, 18  acc:   142 /   457 =  31.072
0, 19  acc:    30 /   128 =  23.438
0, 20  acc:    29 /   121 =  23.967
0, 21  acc:     3 /    16 =  18.750
0, 22  acc:     7 /    51 =  13.725
0, 23  acc:     0 /    11 =   0.000
0, 24  acc:   163 /   610 =  26.721
0, 25  acc:    13 /    40 =  32.500
0, 26  acc:    15 /    59 =  25.424
0, 27  acc:     7 /    21 =  33.333
0, 28  acc:     8 /    36 =  22.222
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     1 /     5 =  20.000
0, 31  acc:     1 /     9 =  11.111
0, 32  acc:   554 /  1571 =  35.264
0, 33  acc:    28 /    64 =  43.750
0, 34  acc:    19 /    64 =  29.688
0, 35  acc:     5 /    19 =  26.316
0, 36  acc:     7 /    32 =  21.875
0, 37  acc:     1 /    10 =  10.000
0, 38  acc:     4 /    23 =  17.391
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   142 /   360 =  39.444
0, 41  acc:     7 /    19 =  36.842
0, 42  acc:     2 /     5 =  40.000
0, 43  acc:     3 /     5 =  60.000
0, 44  acc:     0 /    19 =   0.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     2 /     9 =  22.222
0, 47  acc:     0 /     1 =   0.000
0, 48  acc:    61 /   299 =  20.401
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:     6 /    13 =  46.154
0, 51  acc:     7 /    17 =  41.176
0, 52  acc:     0 /     5 =   0.000
0, 53  acc:     1 /     3 =  33.333
0, 54  acc:     0 /     4 =   0.000
0, 55  acc:     0 /     1 =   0.000
0, 56  acc:    73 /   248 =  29.435
0, 57  acc:     2 /     7 =  28.571
0, 58  acc:     3 /    12 =  25.000
0, 59  acc:     5 /    11 =  45.455
0, 60  acc:     1 /    11 =   9.091
0, 61  acc:     0 /     3 =   0.000
0, 62  acc:     2 /     7 =  28.571
0, 63  acc:     0 /     0 =     nan
0, 64  acc:   599 /  2384 =  25.126
0, 65  acc:    76 /   349 =  21.777
0, 66  acc:    51 /   219 =  23.288
0, 67  acc:    26 /    96 =  27.083
0, 68  acc:    12 /    58 =  20.690
0, 69  acc:     1 /     3 =  33.333
0, 70  acc:     1 /    20 =   5.000
0, 71  acc:     0 /     4 =   0.000
0, 72  acc:    22 /    64 =  34.375
0, 73  acc:     1 /     6 =  16.667
0, 74  acc:     4 /    15 =  26.667
0, 75  acc:     3 /    10 =  30.000
0, 76  acc:     2 /     7 =  28.571
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     3 =  33.333
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    19 /   101 =  18.812
0, 81  acc:     6 /    12 =  50.000
0, 82  acc:     1 /    15 =   6.667
0, 83  acc:     2 /     7 =  28.571
0, 84  acc:     0 /     4 =   0.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     3 /    12 =  25.000
0, 87  acc:     0 /     2 =   0.000
0, 88  acc:     3 /    11 =  27.273
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     3 =  66.667
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    18 /    75 =  24.000
0, 95  acc:     3 /     5 =  60.000
0, 96  acc:     0 /     1 =   0.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /    15 =   0.000
0, 99  acc:     0 /     1 =   0.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     3 /     6 =  50.000
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:     9 /    24 =  37.500
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     1 =   0.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     1 /     4 =  25.000
0, 113  acc:     0 /     1 =   0.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  2617 /  6544 =  39.991
0, 118  acc:   558 /  1649 =  33.839
0, 119  acc:   156 /   366 =  42.623
0, 120  acc:   118 /   364 =  32.418
0, 121  acc:    16 /    81 =  19.753
0, 122  acc:     6 /    31 =  19.355
0, 123  acc:     2 /     8 =  25.000
0, 124  acc:     5 /    22 =  22.727
0, 125  acc:   164 /   392 =  41.837
0, 126  acc:    57 /   127 =  44.882
0, 127  acc:     5 /    14 =  35.714
0, 128  acc:    22 /    50 =  44.000
0, 129  acc:     3 /     4 =  75.000
0, 130  acc:     1 /    10 =  10.000
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:    58 /   227 =  25.551
0, 134  acc:     8 /    69 =  11.594
0, 135  acc:     6 /    22 =  27.273
0, 136  acc:     6 /    37 =  16.216
0, 137  acc:     6 /    15 =  40.000
0, 138  acc:     0 /     3 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    14 /    65 =  21.538
0, 142  acc:     1 /     5 =  20.000
0, 143  acc:     1 /     8 =  12.500
0, 144  acc:     5 /    14 =  35.714
0, 145  acc:     0 /     2 =   0.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    56 /   128 =  43.750
0, 149  acc:     6 /    17 =  35.294
0, 150  acc:     0 /     3 =   0.000
0, 151  acc:     9 /    19 =  47.368
0, 152  acc:     1 /     3 =  33.333
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    18 /    49 =  36.735
0, 155  acc:     3 /     8 =  37.500
0, 156  acc:     2 /     3 =  66.667
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     4 =  50.000
0, 159  acc:     5 /    25 =  20.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     2 =   0.000
0, 162  acc:     0 /     1 =   0.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     5 /    22 =  22.727
0, 165  acc:     0 /     1 =   0.000
0, 166  acc:     2 /     9 =  22.222
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     1 =   0.000
0, 169  acc:   390 /  1713 =  22.767
0, 170  acc:    76 /   411 =  18.491
0, 171  acc:    28 /   122 =  22.951
0, 172  acc:    32 /   174 =  18.391
0, 173  acc:     6 /    19 =  31.579
0, 174  acc:     1 /     9 =  11.111
0, 175  acc:     2 /     9 =  22.222
0, 176  acc:     2 /     9 =  22.222
0, 177  acc:    13 /    59 =  22.034
0, 178  acc:     3 /    10 =  30.000
0, 179  acc:     0 /     8 =   0.000
0, 180  acc:     3 /    10 =  30.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     1 =   0.000
0, 183  acc:     0 /     3 =   0.000
0, 184  acc:     9 /    50 =  18.000
0, 185  acc:     0 /     4 =   0.000
0, 186  acc:     1 /     3 =  33.333
0, 187  acc:     1 /     6 =  16.667
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     1 /     9 =  11.111
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     7 /    31 =  22.581
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     3 =   0.000
0, 196  acc:     8 /    49 =  16.327
0, 197  acc:     3 /    13 =  23.077
0, 198  acc:     0 /     2 =   0.000
0, 199  acc:     0 /    10 =   0.000
0, 200  acc:     1 /     5 =  20.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     3 =   0.000
0, 204  acc:     6 /    26 =  23.077
0, 205  acc:     0 /     2 =   0.000
0, 206  acc:     0 /     2 =   0.000
0, 207  acc:     1 /     4 =  25.000
0, 208  acc:     0 /     3 =   0.000
0, 209  acc:     2 /    11 =  18.182
0, 210  acc:     0 /     3 =   0.000
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     5 =   0.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     3 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     2 =   0.000
0, 221  acc:     0 /     1 =   0.000
1, 0  acc: 52384 / 64164 =  81.641
1, 1  acc:  5124 /  6483 =  79.037
1, 2  acc:  9034 / 11616 =  77.772
1, 3  acc:  3756 /  4844 =  77.539
1, 4  acc:  4962 /  5648 =  87.854
1, 5  acc:   855 /   971 =  88.054
1, 6  acc:   467 /   553 =  84.448
1, 7  acc:   594 /   685 =  86.715
1, 8  acc:  4440 /  5964 =  74.447
1, 9  acc:   319 /   425 =  75.059
1, 10  acc:   401 /   522 =  76.820
1, 11  acc:   167 /   232 =  71.983
1, 12  acc:   761 /   868 =  87.673
1, 13  acc:   113 /   139 =  81.295
1, 14  acc:   141 /   167 =  84.431
1, 15  acc:   134 /   166 =  80.723
1, 16  acc:  7402 /  8972 =  82.501
1, 17  acc:   261 /   314 =  83.121
1, 18  acc:   548 /   651 =  84.178
1, 19  acc:   229 /   281 =  81.495
1, 20  acc:   276 /   304 =  90.789
1, 21  acc:    44 /    52 =  84.615
1, 22  acc:   119 /   136 =  87.500
1, 23  acc:    29 /    34 =  85.294
1, 24  acc:   947 /  1191 =  79.513
1, 25  acc:    20 /    26 =  76.923
1, 26  acc:    89 /   105 =  84.762
1, 27  acc:    16 /    17 =  94.118
1, 28  acc:   162 /   189 =  85.714
1, 29  acc:     9 /    11 =  81.818
1, 30  acc:    27 /    29 =  93.103
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:  1495 /  1865 =  80.161
1, 33  acc:    74 /    87 =  85.057
1, 34  acc:    52 /    70 =  74.286
1, 35  acc:    34 /    37 =  91.892
1, 36  acc:    47 /    53 =  88.679
1, 37  acc:     4 /     6 =  66.667
1, 38  acc:    35 /    36 =  97.222
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   366 /   451 =  81.153
1, 41  acc:    16 /    20 =  80.000
1, 42  acc:     7 /    11 =  63.636
1, 43  acc:    23 /    29 =  79.310
1, 44  acc:    17 /    19 =  89.474
1, 45  acc:     4 /     6 =  66.667
1, 46  acc:    15 /    18 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   528 /   634 =  83.281
1, 49  acc:     8 /    11 =  72.727
1, 50  acc:    26 /    38 =  68.421
1, 51  acc:    24 /    26 =  92.308
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    33 =  72.727
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   418 /   498 =  83.936
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:    17 /    17 = 100.000
1, 59  acc:    15 /    18 =  83.333
1, 60  acc:    35 /    39 =  89.744
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    17 =  82.353
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5202 /  5992 =  86.816
1, 65  acc:   688 /   780 =  88.205
1, 66  acc:   406 /   483 =  84.058
1, 67  acc:   179 /   211 =  84.834
1, 68  acc:   221 /   246 =  89.837
1, 69  acc:    46 /    53 =  86.792
1, 70  acc:    73 /    77 =  94.805
1, 71  acc:    19 /    20 =  95.000
1, 72  acc:   101 /   127 =  79.528
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    19 /    22 =  86.364
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    11 /    11 = 100.000
1, 80  acc:   178 /   208 =  85.577
1, 81  acc:    27 /    32 =  84.375
1, 82  acc:    41 /    48 =  85.417
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     5 /     6 =  83.333
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    25 =  96.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    25 =  80.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   128 /   160 =  80.000
1, 95  acc:    11 /    17 =  64.706
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    24 /    25 =  96.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    22 =  86.364
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    23 /    30 =  76.667
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    19 =  78.947
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     8 =  87.500
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    17 /    19 =  89.474
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:  6599 /  8805 =  74.946
1, 118  acc:  1679 /  2138 =  78.531
1, 119  acc:   398 /   512 =  77.734
1, 120  acc:   429 /   528 =  81.250
1, 121  acc:   136 /   149 =  91.275
1, 122  acc:    65 /    73 =  89.041
1, 123  acc:    24 /    33 =  72.727
1, 124  acc:    29 /    35 =  82.857
1, 125  acc:   368 /   517 =  71.180
1, 126  acc:   101 /   134 =  75.373
1, 127  acc:    15 /    24 =  62.500
1, 128  acc:    19 /    34 =  55.882
1, 129  acc:    11 /    12 =  91.667
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    17 =  82.353
1, 133  acc:   341 /   436 =  78.211
1, 134  acc:    78 /    89 =  87.640
1, 135  acc:    34 /    37 =  91.892
1, 136  acc:    21 /    28 =  75.000
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:    10 /    10 = 100.000
1, 139  acc:     5 /     6 =  83.333
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    87 /   114 =  76.316
1, 142  acc:    17 /    19 =  89.474
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     4 /     5 =  80.000
1, 145  acc:     2 /     3 =  66.667
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     5 =  40.000
1, 148  acc:   144 /   219 =  65.753
1, 149  acc:     9 /    13 =  69.231
1, 150  acc:    11 /    14 =  78.571
1, 151  acc:     7 /    14 =  50.000
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    33 /    38 =  86.842
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /    10 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    32 =  90.625
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     3 =  33.333
1, 164  acc:    18 /    26 =  69.231
1, 165  acc:     2 /     4 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3179 /  3730 =  85.228
1, 170  acc:   691 /   785 =  88.025
1, 171  acc:   265 /   304 =  87.171
1, 172  acc:   191 /   223 =  85.650
1, 173  acc:    63 /    71 =  88.732
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:     9 /     9 = 100.000
1, 176  acc:    50 /    63 =  79.365
1, 177  acc:    72 /    83 =  86.747
1, 178  acc:    10 /    14 =  71.429
1, 179  acc:     4 /     6 =  66.667
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     3 /     5 =  60.000
1, 183  acc:    16 /    21 =  76.190
1, 184  acc:   135 /   155 =  87.097
1, 185  acc:    28 /    38 =  73.684
1, 186  acc:    16 /    18 =  88.889
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:    11 /    13 =  84.615
1, 191  acc:     3 /     4 =  75.000
1, 192  acc:    10 /    11 =  90.909
1, 193  acc:    13 /    13 = 100.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:   113 /   132 =  85.606
1, 197  acc:    11 /    13 =  84.615
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:    17 /    18 =  94.444
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    19 /    20 =  95.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    14 /    14 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:    13 /    14 =  92.857
1, 219  acc:    10 /    11 =  90.909
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 173779 / 269038 =  64.593
Robust  acc:     0 /    11 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 19477 / 25373 =  76.763
0, 1  acc: 24086 / 31282 =  76.996
0, 2  acc:  4772 /  6155 =  77.530
0, 3  acc: 18796 / 24292 =  77.375
0, 4  acc:  8372 / 10829 =  77.311
0, 5  acc:  4270 /  5541 =  77.062
0, 6  acc:  5241 /  6785 =  77.244
0, 7  acc:  9277 / 12016 =  77.205
1, 0  acc:  3485 /  4437 =  78.544
1, 1  acc:  3841 /  4962 =  77.408
1, 2  acc:  1730 /  2265 =  76.380
1, 3  acc:  1869 /  2446 =  76.410
1, 4  acc:  2389 /  3125 =  76.448
1, 5  acc:   759 /  1003 =  75.673
1, 6  acc:  2390 /  3111 =  76.824
1, 7  acc:  3618 /  4682 =  77.275
--------------------------------------
Average acc: 114372 / 148304 =  77.120
Robust  acc:   759 /  1003 =  75.673
--------------------------------------
New max robust acc: 75.67298105682951
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim [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]
[11283[106466  12[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: 20.030 | Best Acc: 97.398
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc:  8027 / 12092 =  66.383
0, 1  acc:  9709 / 14179 =  68.475
0, 2  acc:   702 /  3210 =  21.869
0, 3  acc:  9013 / 12101 =  74.481
0, 4  acc:  1462 /  5355 =  27.302
0, 5  acc:  1437 /  2980 =  48.221
0, 6  acc:   668 /  3335 =  20.030
0, 7  acc:  1675 /  5723 =  29.268
1, 0  acc:  1973 /  2203 =  89.560
1, 1  acc:  1982 /  2270 =  87.313
1, 2  acc:  1174 /  1216 =  96.546
1, 3  acc:  1095 /  1260 =  86.905
1, 4  acc:  1570 /  1627 =  96.497
1, 5  acc:   478 /   520 =  91.923
1, 6  acc:  1497 /  1537 =  97.398
1, 7  acc:  2110 /  2246 =  93.945
------------------------------------
Average acc: 44572 / 71854 =  62.031
Robust  acc:   668 /  3335 =  20.030
------------------------------------
Accuracies by groups:
0, 0  acc:  8027 / 12092 =  66.383
0, 1  acc:  9709 / 14179 =  68.475
0, 2  acc:   702 /  3210 =  21.869
0, 3  acc:  9013 / 12101 =  74.481
0, 4  acc:  1462 /  5355 =  27.302
0, 5  acc:  1437 /  2980 =  48.221
0, 6  acc:   668 /  3335 =  20.030
0, 7  acc:  1675 /  5723 =  29.268
1, 0  acc:  1973 /  2203 =  89.560
1, 1  acc:  1982 /  2270 =  87.313
1, 2  acc:  1174 /  1216 =  96.546
1, 3  acc:  1095 /  1260 =  86.905
1, 4  acc:  1570 /  1627 =  96.497
1, 5  acc:   478 /   520 =  91.923
1, 6  acc:  1497 /  1537 =  97.398
1, 7  acc:  2110 /  2246 =  93.945
------------------------------------
Average acc: 44572 / 71854 =  62.031
Robust  acc:   668 /  3335 =  20.030
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  8027 / 12092 =  66.383
0, 1  acc:  9709 / 14179 =  68.475
0, 2  acc:   702 /  3210 =  21.869
0, 3  acc:  9013 / 12101 =  74.481
0, 4  acc:  1462 /  5355 =  27.302
0, 5  acc:  1437 /  2980 =  48.221
0, 6  acc:   668 /  3335 =  20.030
0, 7  acc:  1675 /  5723 =  29.268
1, 0  acc:  1973 /  2203 =  89.560
1, 1  acc:  1982 /  2270 =  87.313
1, 2  acc:  1174 /  1216 =  96.546
1, 3  acc:  1095 /  1260 =  86.905
1, 4  acc:  1570 /  1627 =  96.497
1, 5  acc:   478 /   520 =  91.923
1, 6  acc: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 male 0
[213male 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
[[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]
[22650[213150  25[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: 0.000 | Train Acc: 81.726 | Val Loss: 0.000 | Val Acc: 83.418
Training:
Accuracies by groups:
0, 0  acc: 52354 / 62059 =  84.362
0, 1  acc:  5612 /  6766 =  82.944
0, 2  acc:  7913 / 10248 =  77.215
0, 3  acc:  3804 /  5010 =  75.928
0, 4  acc:   905 /  2092 =  43.260
0, 5  acc:    79 /   269 =  29.368
0, 6  acc:   145 /   277 =  52.347
0, 7  acc:   127 /   281 =  45.196
0, 8  acc:  4675 /  5761 =  81.149
0, 9  acc:   331 /   446 =  74.215
0, 10  acc:   292 /   411 =  71.046
0, 11  acc:   190 /   274 =  69.343
0, 12  acc:   149 /   385 =  38.701
0, 13  acc:    14 /    33 =  42.424
0, 14  acc:    17 /    43 =  39.535
0, 15  acc:     3 /    30 =  10.000
0, 16  acc:  2771 /  4893 =  56.632
0, 17  acc:   114 /   187 =  60.963
0, 18  acc:   303 /   498 =  60.843
0, 19  acc:    91 /   153 =  59.477
0, 20  acc:    43 /   130 =  33.077
0, 21  acc:     3 /     8 =  37.500
0, 22  acc:    38 /    78 =  48.718
0, 23  acc:     1 /    12 =   8.333
0, 24  acc:   332 /   653 =  50.842
0, 25  acc:    20 /    30 =  66.667
0, 26  acc:    29 /    56 =  51.786
0, 27  acc:    11 /    20 =  55.000
0, 28  acc:    27 /    51 =  52.941
0, 29  acc:     1 /     4 =  25.000
0, 30  acc:     0 /     7 =   0.000
0, 31  acc:     2 /     7 =  28.571
0, 32  acc:  1104 /  1520 =  72.632
0, 33  acc:    52 /    71 =  73.239
0, 34  acc:    52 /    77 =  67.532
0, 35  acc:     8 /    19 =  42.105
0, 36  acc:    12 /    34 =  35.294
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:     7 /    25 =  28.000
0, 39  acc:     0 /     1 =   0.000
0, 40  acc:   239 /   348 =  68.678
0, 41  acc:    11 /    15 =  73.333
0, 42  acc:     8 /    12 =  66.667
0, 43  acc:     8 /    10 =  80.000
0, 44  acc:     7 /    20 =  35.000
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     2 /     7 =  28.571
0, 47  acc:     1 /     3 =  33.333
0, 48  acc:   148 /   327 =  45.260
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:     9 /    24 =  37.500
0, 51  acc:     9 /    15 =  60.000
0, 52  acc:     2 /     5 =  40.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     2 =   0.000
0, 55  acc:     0 /     1 =   0.000
0, 56  acc:   119 /   265 =  44.906
0, 57  acc:     9 /    12 =  75.000
0, 58  acc:     5 /    10 =  50.000
0, 59  acc:     1 /     5 =  20.000
0, 60  acc:     5 /    18 =  27.778
0, 61  acc:     0 /     1 =   0.000
0, 62  acc:     0 /    12 =   0.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1051 /  2261 =  46.484
0, 65  acc:   154 /   382 =  40.314
0, 66  acc:   100 /   205 =  48.780
0, 67  acc:    32 /    78 =  41.026
0, 68  acc:    16 /    53 =  30.189
0, 69  acc:     0 /     2 =   0.000
0, 70  acc:     2 /    19 =  10.526
0, 71  acc:     3 /    10 =  30.000
0, 72  acc:    39 /    60 =  65.000
0, 73  acc:     1 /     4 =  25.000
0, 74  acc:     8 /     9 =  88.889
0, 75  acc:     5 /     9 =  55.556
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    29 /    99 =  29.293
0, 81  acc:     2 /    10 =  20.000
0, 82  acc:     7 /    12 =  58.333
0, 83  acc:     3 /    12 =  25.000
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     1 /    12 =   8.333
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    11 /    13 =  84.615
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    31 /    65 =  47.692
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     1 /     8 =  12.500
0, 99  acc:     1 /     2 =  50.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     5 /     6 =  83.333
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     2 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     7 /    14 =  50.000
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     6 =   0.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  4259 /  6517 =  65.352
0, 118  acc:   967 /  1629 =  59.362
0, 119  acc:   229 /   373 =  61.394
0, 120  acc:   225 /   341 =  65.982
0, 121  acc:    33 /    83 =  39.759
0, 122  acc:    14 /    39 =  35.897
0, 123  acc:     3 /     6 =  50.000
0, 124  acc:    10 /    25 =  40.000
0, 125  acc:   202 /   360 =  56.111
0, 126  acc:    46 /   118 =  38.983
0, 127  acc:     7 /    12 =  58.333
0, 128  acc:    31 /    42 =  73.810
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     3 /     5 =  60.000
0, 131  acc:     1 /     5 =  20.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   103 /   240 =  42.917
0, 134  acc:    27 /    67 =  40.299
0, 135  acc:    14 /    29 =  48.276
0, 136  acc:    14 /    31 =  45.161
0, 137  acc:     5 /    10 =  50.000
0, 138  acc:     1 /     4 =  25.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    19 /    61 =  31.148
0, 142  acc:     1 /     8 =  12.500
0, 143  acc:     0 /     6 =   0.000
0, 144  acc:     7 /    13 =  53.846
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    70 /   114 =  61.404
0, 149  acc:     9 /    20 =  45.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    15 /    21 =  71.429
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    28 /    44 =  63.636
0, 155  acc:     1 /     6 =  16.667
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     3 =  33.333
0, 159  acc:    16 /    33 =  48.485
0, 160  acc:     0 /     1 =   0.000
0, 161  acc:     3 /     4 =  75.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     3 /    11 =  27.273
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     2 /    10 =  20.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     1 =   0.000
0, 169  acc:   665 /  1640 =  40.549
0, 170  acc:   144 /   401 =  35.910
0, 171  acc:    36 /   111 =  32.432
0, 172  acc:    64 /   155 =  41.290
0, 173  acc:     3 /    16 =  18.750
0, 174  acc:     1 /     9 =  11.111
0, 175  acc:     1 /     3 =  33.333
0, 176  acc:     1 /    14 =   7.143
0, 177  acc:    26 /    56 =  46.429
0, 178  acc:     4 /    11 =  36.364
0, 179  acc:     1 /     3 =  33.333
0, 180  acc:     3 /     6 =  50.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     1 /     2 =  50.000
0, 183  acc:     0 /     6 =   0.000
0, 184  acc:    19 /    69 =  27.536
0, 185  acc:     2 /     8 =  25.000
0, 186  acc:     2 /     8 =  25.000
0, 187  acc:     0 /     7 =   0.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     4 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    10 /    35 =  28.571
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     3 =   0.000
0, 196  acc:    17 /    44 =  38.636
0, 197  acc:     1 /     8 =  12.500
0, 198  acc:     1 /     9 =  11.111
0, 199  acc:     3 /    11 =  27.273
0, 200  acc:     0 /     2 =   0.000
0, 201  acc:     0 /     4 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     2 =   0.000
0, 204  acc:    11 /    25 =  44.000
0, 205  acc:     2 /     4 =  50.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     0 /     2 =   0.000
0, 208  acc:     0 /     7 =   0.000
0, 209  acc:     3 /     9 =  33.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     2 =   0.000
0, 212  acc:     1 /     2 =  50.000
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     5 =  40.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     3 =  33.333
1, 0  acc: 56302 / 63951 =  88.039
1, 1  acc:  5522 /  6524 =  84.641
1, 2  acc:  9562 / 11361 =  84.165
1, 3  acc:  4025 /  4871 =  82.632
1, 4  acc:  5443 /  5825 =  93.442
1, 5  acc:   938 /   997 =  94.082
1, 6  acc:   529 /   565 =  93.628
1, 7  acc:   609 /   673 =  90.490
1, 8  acc:  4808 /  5979 =  80.415
1, 9  acc:   357 /   426 =  83.803
1, 10  acc:   424 /   526 =  80.608
1, 11  acc:   234 /   274 =  85.401
1, 12  acc:   852 /   894 =  95.302
1, 13  acc:   110 /   114 =  96.491
1, 14  acc:   131 /   156 =  83.974
1, 15  acc:   133 /   141 =  94.326
1, 16  acc:  7730 /  8997 =  85.918
1, 17  acc:   294 /   335 =  87.761
1, 18  acc:   503 /   596 =  84.396
1, 19  acc:   220 /   265 =  83.019
1, 20  acc:   324 /   348 =  93.103
1, 21  acc:    52 /    53 =  98.113
1, 22  acc:   141 /   145 =  97.241
1, 23  acc:    43 /    43 = 100.000
1, 24  acc:   960 /  1165 =  82.403
1, 25  acc:    20 /    29 =  68.966
1, 26  acc:   110 /   120 =  91.667
1, 27  acc:     8 /    10 =  80.000
1, 28  acc:   180 /   185 =  97.297
1, 29  acc:    17 /    17 = 100.000
1, 30  acc:    21 /    21 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  1480 /  1799 =  82.268
1, 33  acc:    81 /    91 =  89.011
1, 34  acc:    54 /    62 =  87.097
1, 35  acc:    17 /    26 =  65.385
1, 36  acc:    51 /    52 =  98.077
1, 37  acc:     1 /     3 =  33.333
1, 38  acc:    44 /    46 =  95.652
1, 39  acc:     9 /     9 = 100.000
1, 40  acc:   396 /   481 =  82.328
1, 41  acc:    17 /    20 =  85.000
1, 42  acc:     7 /    14 =  50.000
1, 43  acc:    18 /    28 =  64.286
1, 44  acc:    15 /    18 =  83.333
1, 45  acc:     9 /     9 = 100.000
1, 46  acc:    11 /    12 =  91.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   541 /   616 =  87.825
1, 49  acc:    16 /    16 = 100.000
1, 50  acc:    40 /    48 =  83.333
1, 51  acc:    30 /    30 = 100.000
1, 52  acc:    18 /    19 =  94.737
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    39 /    42 =  92.857
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   417 /   487 =  85.626
1, 57  acc:    28 /    34 =  82.353
1, 58  acc:    26 /    26 = 100.000
1, 59  acc:    17 /    17 = 100.000
1, 60  acc:    21 /    27 =  77.778
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5483 /  5947 =  92.198
1, 65  acc:   698 /   782 =  89.258
1, 66  acc:   474 /   525 =  90.286
1, 67  acc:   180 /   210 =  85.714
1, 68  acc:   251 /   265 =  94.717
1, 69  acc:    47 /    48 =  97.917
1, 70  acc:   100 /   101 =  99.010
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:   118 /   123 =  95.935
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     5 /     7 =  71.429
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    25 /    25 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   174 /   197 =  88.325
1, 81  acc:    29 /    29 = 100.000
1, 82  acc:    49 /    49 = 100.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    32 /    32 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    21 /    25 =  84.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   151 /   168 =  89.881
1, 95  acc:    10 /    21 =  47.619
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    23 /    23 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    27 /    37 =  72.973
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    15 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    10 /    10 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    23 /    23 = 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:  6876 /  8756 =  78.529
1, 118  acc:  1711 /  2130 =  80.329
1, 119  acc:   469 /   559 =  83.900
1, 120  acc:   496 /   608 =  81.579
1, 121  acc:   149 /   169 =  88.166
1, 122  acc:    74 /    82 =  90.244
1, 123  acc:    18 /    25 =  72.000
1, 124  acc:    43 /    43 = 100.000
1, 125  acc:   456 /   553 =  82.459
1, 126  acc:   124 /   138 =  89.855
1, 127  acc:    22 /    35 =  62.857
1, 128  acc:    23 /    44 =  52.273
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     4 /     8 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    13 =  84.615
1, 133  acc:   429 /   491 =  87.373
1, 134  acc:    70 /    78 =  89.744
1, 135  acc:    31 /    32 =  96.875
1, 136  acc:    25 /    34 =  73.529
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    82 /   120 =  68.333
1, 142  acc:    20 /    23 =  86.957
1, 143  acc:     2 /     3 =  66.667
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     5 =   0.000
1, 148  acc:   133 /   208 =  63.942
1, 149  acc:     7 /    20 =  35.000
1, 150  acc:    19 /    19 = 100.000
1, 151  acc:     3 /    17 =  17.647
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    43 /    52 =  82.692
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    39 =  82.051
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     5 =   0.000
1, 164  acc:    23 /    37 =  62.162
1, 165  acc:     5 /     7 =  71.429
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3416 /  3829 =  89.214
1, 170  acc:   668 /   697 =  95.839
1, 171  acc:   235 /   277 =  84.838
1, 172  acc:   223 /   248 =  89.919
1, 173  acc:    62 /    65 =  95.385
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:    12 /    13 =  92.308
1, 176  acc:    35 /    52 =  67.308
1, 177  acc:    85 /    89 =  95.506
1, 178  acc:    10 /    13 =  76.923
1, 179  acc:     4 /     7 =  57.143
1, 180  acc:     5 /     6 =  83.333
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:   107 /   119 =  89.916
1, 185  acc:    44 /    49 =  89.796
1, 186  acc:    16 /    21 =  76.190
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     8 /     9 =  88.889
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   108 /   115 =  93.913
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    17 =  88.235
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    12 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:    15 /    15 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 219875 / 269038 =  81.726
Robust  acc:     0 /     7 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 21137 / 25373 =  83.305
0, 1  acc: 26132 / 31282 =  83.537
0, 2  acc:  5136 /  6155 =  83.444
0, 3  acc: 20336 / 24292 =  83.715
0, 4  acc:  9056 / 10829 =  83.627
0, 5  acc:  4647 /  5541 =  83.866
0, 6  acc:  5655 /  6785 =  83.346
0, 7  acc: 10149 / 12016 =  84.462
1, 0  acc:  3686 /  4437 =  83.074
1, 1  acc:  4105 /  4962 =  82.729
1, 2  acc:  1884 /  2265 =  83.179
1, 3  acc:  2067 /  2446 =  84.505
1, 4  acc:  2634 /  3125 =  84.288
1, 5  acc:   854 /  1003 =  85.145
1, 6  acc:  2589 /  3111 =  83.221
1, 7  acc:  3901 /  4682 =  83.319
--------------------------------------
Average acc: 123968 / 148304 =  83.590
Robust  acc:  4105 /  4962 =  82.729
--------------------------------------
New max robust acc: 82.72873841193066
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3[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]
[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: 23.146 | Best Acc: 96.793
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc:  8330 / 12092 =  68.889
0, 1  acc:  9895 / 14179 =  69.786
0, 2  acc:   743 /  3210 =  23.146
0, 3  acc:  8719 / 12101 =  72.052
0, 4  acc:  2319 /  5355 =  43.305
0, 5  acc:  1672 /  2980 =  56.107
0, 6  acc:   964 /  3335 =  28.906
0, 7  acc:  2423 /  5723 =  42.338
1, 0  acc:  1993 /  2203 =  90.468
1, 1  acc:  2016 /  2270 =  88.811
1, 2  acc:  1177 /  1216 =  96.793
1, 3  acc:  1146 /  1260 =  90.952
1, 4  acc:  1517 /  1627 =  93.239
1, 5  acc:   477 /   520 =  91.731
1, 6  acc:  1473 /  1537 =  95.836
1, 7  acc:  2059 /  2246 =  91.674
------------------------------------
Average acc: 46923 / 71854 =  65.303
Robust  acc:   743 /  3210 =  23.146
------------------------------------
Accuracies by groups:
0, 0  acc:  8330 / 12092 =  68.889
0, 1  acc:  9895 / 14179 =  69.786
0, 2  acc:   743 /  3210 =  23.146
0, 3  acc:  8719 / 12101 =  72.052
0, 4  acc:  2319 /  5355 =  43.305
0, 5  acc:  1672 /  2980 =  56.107
0, 6  acc:   964 /  3335 =  28.906
0, 7  acc:  2423 /  5723 =  42.338
1, 0  acc:  1993 /  2203 =  90.468
1, 1  acc:  2016 /  2270 =  88.811
1, 2  acc:  1177 /  1216 =  96.793
1, 3  acc:  1146 /  1260 =  90.952
1, 4  acc:  1517 /  1627 =  93.239
1, 5  acc:   477 /   520 =  91.731
1, 6  acc:  1473 /  1537 =  95.836
1, 7  acc:  2059 /  2246 =  91.674
------------------------------------
Average acc: 46923 / 71854 =  65.303
Robust  acc:   743 /  3210 =  23.146
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  8330 / 12092 =  68.889
0, 1  acc:  9895 / 14179 =  69.786
0, 2  acc:   743 /  3210 =  23.146
0, 3  acc:  8719 / 12101 =  72.052
0, 4  acc:  2319 /  5355 =  43.305
0, 5  acc:  1672 /  2980 =  56.107
0, 6  acc:   964 /  3335 =  28.906
0, 7  acc:  2423 /  5723 =  42.338
1, 0  acc:  1993 /  2203 =  90.468
1, 1  acc:  2016 /  2270 =  88.811
1, 2  acc:  1177 /  1216 =  96.793
1, 3  acc:  1146 /  1260 =  90.952
1, 4  acc:  1517 /  1627 =  93.239
1, 5  acc:   477 /   520 =  91.7male 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
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 24[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]
[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: 0.000 | Train Acc: 85.664 | Val Loss: 0.000 | Val Acc: 88.849
Training:
Accuracies by groups:
0, 0  acc: 54788 / 62702 =  87.378
0, 1  acc:  5693 /  6677 =  85.263
0, 2  acc:  8202 / 10167 =  80.673
0, 3  acc:  3900 /  4910 =  79.430
0, 4  acc:  1044 /  2060 =  50.680
0, 5  acc:   104 /   273 =  38.095
0, 6  acc:   158 /   294 =  53.741
0, 7  acc:   149 /   276 =  53.986
0, 8  acc:  4626 /  5650 =  81.876
0, 9  acc:   327 /   443 =  73.815
0, 10  acc:   319 /   405 =  78.765
0, 11  acc:   208 /   290 =  71.724
0, 12  acc:   186 /   399 =  46.617
0, 13  acc:    25 /    38 =  65.789
0, 14  acc:    18 /    44 =  40.909
0, 15  acc:    14 /    31 =  45.161
0, 16  acc:  2997 /  4859 =  61.679
0, 17  acc:   116 /   187 =  62.032
0, 18  acc:   300 /   462 =  64.935
0, 19  acc:    98 /   157 =  62.420
0, 20  acc:    41 /   119 =  34.454
0, 21  acc:     7 /    19 =  36.842
0, 22  acc:    26 /    60 =  43.333
0, 23  acc:     1 /    19 =   5.263
0, 24  acc:   360 /   638 =  56.426
0, 25  acc:    23 /    34 =  67.647
0, 26  acc:    57 /    79 =  72.152
0, 27  acc:    10 /    19 =  52.632
0, 28  acc:    22 /    45 =  48.889
0, 29  acc:     0 /     3 =   0.000
0, 30  acc:     3 /    13 =  23.077
0, 31  acc:     2 /     5 =  40.000
0, 32  acc:  1140 /  1492 =  76.408
0, 33  acc:    70 /    85 =  82.353
0, 34  acc:    53 /    64 =  82.812
0, 35  acc:    12 /    19 =  63.158
0, 36  acc:    15 /    26 =  57.692
0, 37  acc:     1 /     4 =  25.000
0, 38  acc:    12 /    23 =  52.174
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   298 /   389 =  76.607
0, 41  acc:    11 /    15 =  73.333
0, 42  acc:     8 /    11 =  72.727
0, 43  acc:     1 /     2 =  50.000
0, 44  acc:    10 /    14 =  71.429
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     1 /     5 =  20.000
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   153 /   316 =  48.418
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    10 /    13 =  76.923
0, 51  acc:     4 /     8 =  50.000
0, 52  acc:     3 /     8 =  37.500
0, 53  acc:     0 /     3 =   0.000
0, 54  acc:     1 /     3 =  33.333
0, 55  acc:     0 /     1 =   0.000
0, 56  acc:   164 /   270 =  60.741
0, 57  acc:     2 /     3 =  66.667
0, 58  acc:     9 /    14 =  64.286
0, 59  acc:     7 /    14 =  50.000
0, 60  acc:     6 /    11 =  54.545
0, 61  acc:     1 /     3 =  33.333
0, 62  acc:     2 /     8 =  25.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  1265 /  2328 =  54.338
0, 65  acc:   180 /   368 =  48.913
0, 66  acc:   115 /   213 =  53.991
0, 67  acc:    49 /    94 =  52.128
0, 68  acc:    21 /    59 =  35.593
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:     7 /    21 =  33.333
0, 71  acc:     5 /    10 =  50.000
0, 72  acc:    39 /    56 =  69.643
0, 73  acc:     3 /     6 =  50.000
0, 74  acc:     7 /     8 =  87.500
0, 75  acc:     4 /     7 =  57.143
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    35 /    85 =  41.176
0, 81  acc:     0 /     8 =   0.000
0, 82  acc:     3 /     7 =  42.857
0, 83  acc:     5 /    12 =  41.667
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     7 /    11 =  63.636
0, 87  acc:     0 /     2 =   0.000
0, 88  acc:     4 /     5 =  80.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     3 =   0.000
0, 94  acc:    27 /    55 =  49.091
0, 95  acc:     6 /     8 =  75.000
0, 96  acc:     1 /     8 =  12.500
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     2 /    11 =  18.182
0, 99  acc:     1 /     3 =  33.333
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     5 /    10 =  50.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    10 /    16 =  62.500
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /    13 =  38.462
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  4411 /  6502 =  67.841
0, 118  acc:  1033 /  1549 =  66.688
0, 119  acc:   272 /   384 =  70.833
0, 120  acc:   247 /   347 =  71.182
0, 121  acc:    36 /    79 =  45.570
0, 122  acc:    18 /    33 =  54.545
0, 123  acc:     7 /    13 =  53.846
0, 124  acc:    18 /    33 =  54.545
0, 125  acc:   215 /   342 =  62.865
0, 126  acc:    89 /   154 =  57.792
0, 127  acc:    11 /    16 =  68.750
0, 128  acc:    40 /    52 =  76.923
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     1 /     2 =  50.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   115 /   239 =  48.117
0, 134  acc:    32 /    68 =  47.059
0, 135  acc:    21 /    34 =  61.765
0, 136  acc:    19 /    35 =  54.286
0, 137  acc:     4 /    13 =  30.769
0, 138  acc:     3 /     4 =  75.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    35 /    74 =  47.297
0, 142  acc:     4 /    15 =  26.667
0, 143  acc:     3 /     9 =  33.333
0, 144  acc:    12 /    17 =  70.588
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     4 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    83 /   126 =  65.873
0, 149  acc:    10 /    16 =  62.500
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    13 /    22 =  59.091
0, 152  acc:     6 /     9 =  66.667
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    34 /    44 =  77.273
0, 155  acc:     5 /     7 =  71.429
0, 156  acc:     0 /     1 =   0.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     2 =   0.000
0, 159  acc:    10 /    32 =  31.250
0, 160  acc:     1 /     2 =  50.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     5 /     6 =  83.333
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     7 /    13 =  53.846
0, 165  acc:     0 /     2 =   0.000
0, 166  acc:     4 /    13 =  30.769
0, 167  acc:     0 /     3 =   0.000
0, 168  acc:     1 /     2 =  50.000
0, 169  acc:   865 /  1637 =  52.841
0, 170  acc:   196 /   389 =  50.386
0, 171  acc:    33 /    97 =  34.021
0, 172  acc:    99 /   184 =  53.804
0, 173  acc:     4 /    13 =  30.769
0, 174  acc:     1 /     7 =  14.286
0, 175  acc:     4 /     9 =  44.444
0, 176  acc:     5 /    11 =  45.455
0, 177  acc:    35 /    53 =  66.038
0, 178  acc:     4 /    14 =  28.571
0, 179  acc:     3 /     8 =  37.500
0, 180  acc:     7 /    10 =  70.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     4 =  50.000
0, 184  acc:    34 /    65 =  52.308
0, 185  acc:     1 /     2 =  50.000
0, 186  acc:     3 /     6 =  50.000
0, 187  acc:     0 /     6 =   0.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     6 /     7 =  85.714
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     9 /    22 =  40.909
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    17 /    36 =  47.222
0, 197  acc:     8 /    15 =  53.333
0, 198  acc:     0 /     4 =   0.000
0, 199  acc:     1 /     5 =  20.000
0, 200  acc:     1 /     3 =  33.333
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     2 =   0.000
0, 204  acc:     9 /    17 =  52.941
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     4 =  75.000
0, 208  acc:     3 /     5 =  60.000
0, 209  acc:     3 /     5 =  60.000
0, 210  acc:     0 /     2 =   0.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     6 =   0.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     3 =  66.667
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 59410 / 64012 =  92.811
1, 1  acc:  6008 /  6714 =  89.485
1, 2  acc: 10210 / 11383 =  89.695
1, 3  acc:  4260 /  4829 =  88.217
1, 4  acc:  5263 /  5608 =  93.848
1, 5  acc:   928 /   971 =  95.572
1, 6  acc:   554 /   596 =  92.953
1, 7  acc:   640 /   701 =  91.298
1, 8  acc:  5399 /  6079 =  88.814
1, 9  acc:   368 /   402 =  91.542
1, 10  acc:   430 /   501 =  85.828
1, 11  acc:   223 /   266 =  83.835
1, 12  acc:   859 /   913 =  94.085
1, 13  acc:   135 /   141 =  95.745
1, 14  acc:   131 /   150 =  87.333
1, 15  acc:   120 /   149 =  80.537
1, 16  acc:  7773 /  8755 =  88.784
1, 17  acc:   290 /   320 =  90.625
1, 18  acc:   593 /   671 =  88.376
1, 19  acc:   212 /   244 =  86.885
1, 20  acc:   305 /   323 =  94.427
1, 21  acc:    43 /    45 =  95.556
1, 22  acc:   147 /   158 =  93.038
1, 23  acc:    36 /    40 =  90.000
1, 24  acc:  1041 /  1187 =  87.700
1, 25  acc:    14 /    21 =  66.667
1, 26  acc:    99 /   111 =  89.189
1, 27  acc:    17 /    19 =  89.474
1, 28  acc:   175 /   182 =  96.154
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    23 /    24 =  95.833
1, 31  acc:     6 /     7 =  85.714
1, 32  acc:  1588 /  1815 =  87.493
1, 33  acc:    87 /    97 =  89.691
1, 34  acc:    64 /    79 =  81.013
1, 35  acc:    22 /    26 =  84.615
1, 36  acc:    40 /    44 =  90.909
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    57 /    60 =  95.000
1, 39  acc:     2 /     4 =  50.000
1, 40  acc:   383 /   434 =  88.249
1, 41  acc:    15 /    22 =  68.182
1, 42  acc:     9 /    13 =  69.231
1, 43  acc:    20 /    26 =  76.923
1, 44  acc:    24 /    29 =  82.759
1, 45  acc:     3 /     4 =  75.000
1, 46  acc:    13 /    16 =  81.250
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   549 /   624 =  87.981
1, 49  acc:    17 /    17 = 100.000
1, 50  acc:    39 /    46 =  84.783
1, 51  acc:    34 /    34 = 100.000
1, 52  acc:    18 /    18 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    37 /    44 =  84.091
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   431 /   495 =  87.071
1, 57  acc:    12 /    13 =  92.308
1, 58  acc:    26 /    26 = 100.000
1, 59  acc:    18 /    21 =  85.714
1, 60  acc:    16 /    25 =  64.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    27 /    29 =  93.103
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5353 /  5731 =  93.404
1, 65  acc:   760 /   829 =  91.677
1, 66  acc:   462 /   514 =  89.883
1, 67  acc:   190 /   212 =  89.623
1, 68  acc:   276 /   288 =  95.833
1, 69  acc:    45 /    46 =  97.826
1, 70  acc:    71 /    74 =  95.946
1, 71  acc:    31 /    33 =  93.939
1, 72  acc:   120 /   125 =  96.000
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     1 /     4 =  25.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    22 /    24 =  91.667
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   183 /   208 =  87.981
1, 81  acc:    19 /    21 =  90.476
1, 82  acc:    54 /    57 =  94.737
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    22 /    23 =  95.652
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    27 =  81.481
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     3 =  66.667
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:   151 /   169 =  89.349
1, 95  acc:    12 /    14 =  85.714
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    24 /    25 =  96.000
1, 101  acc:    11 /    11 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    36 /    36 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    23 /    23 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    11 /    11 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    17 /    18 =  94.444
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7295 /  8691 =  83.937
1, 118  acc:  1863 /  2162 =  86.170
1, 119  acc:   457 /   533 =  85.741
1, 120  acc:   507 /   589 =  86.078
1, 121  acc:   153 /   166 =  92.169
1, 122  acc:    85 /    94 =  90.426
1, 123  acc:    20 /    26 =  76.923
1, 124  acc:    46 /    46 = 100.000
1, 125  acc:   455 /   520 =  87.500
1, 126  acc:   127 /   136 =  93.382
1, 127  acc:    29 /    40 =  72.500
1, 128  acc:    41 /    54 =  75.926
1, 129  acc:    19 /    19 = 100.000
1, 130  acc:     6 /     8 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /    10 =  90.000
1, 133  acc:   392 /   463 =  84.665
1, 134  acc:    73 /    87 =  83.908
1, 135  acc:    35 /    39 =  89.744
1, 136  acc:    23 /    26 =  88.462
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     1 /     4 =  25.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   107 /   128 =  83.594
1, 142  acc:    17 /    19 =  89.474
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     3 =  33.333
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     4 =  25.000
1, 148  acc:   178 /   233 =  76.395
1, 149  acc:    13 /    19 =  68.421
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     7 /    19 =  36.842
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    35 /    40 =  87.500
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    11 /    12 =  91.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    37 /    38 =  97.368
1, 160  acc:     1 /     5 =  20.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     5 =  40.000
1, 164  acc:    20 /    26 =  76.923
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:  3430 /  3848 =  89.137
1, 170  acc:   692 /   744 =  93.011
1, 171  acc:   244 /   272 =  89.706
1, 172  acc:   230 /   257 =  89.494
1, 173  acc:    47 /    53 =  88.679
1, 174  acc:    10 /    15 =  66.667
1, 175  acc:     8 /    12 =  66.667
1, 176  acc:    27 /    46 =  58.696
1, 177  acc:    90 /    97 =  92.784
1, 178  acc:     8 /    10 =  80.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    12 /    13 =  92.308
1, 184  acc:   121 /   135 =  89.630
1, 185  acc:    50 /    50 = 100.000
1, 186  acc:    17 /    24 =  70.833
1, 187  acc:     7 /     8 =  87.500
1, 188  acc:     1 /     3 =  33.333
1, 189  acc:     3 /     5 =  60.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     6 /     8 =  75.000
1, 192  acc:    20 /    20 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   115 /   131 =  87.786
1, 197  acc:     3 /     7 =  42.857
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:     7 /     7 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    20 =  65.000
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:    22 /    22 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:    12 /    13 =  92.308
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:    15 /    15 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 230470 / 269038 =  85.664
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22572 / 25373 =  88.961
0, 1  acc: 27743 / 31282 =  88.687
0, 2  acc:  5455 /  6155 =  88.627
0, 3  acc: 21526 / 24292 =  88.614
0, 4  acc:  9614 / 10829 =  88.780
0, 5  acc:  4902 /  5541 =  88.468
0, 6  acc:  6001 /  6785 =  88.445
0, 7  acc: 10626 / 12016 =  88.432
1, 0  acc:  3959 /  4437 =  89.227
1, 1  acc:  4409 /  4962 =  88.855
1, 2  acc:  2018 /  2265 =  89.095
1, 3  acc:  2159 /  2446 =  88.267
1, 4  acc:  2780 /  3125 =  88.960
1, 5  acc:   890 /  1003 =  88.734
1, 6  acc:  2778 /  3111 =  89.296
1, 7  acc:  4158 /  4682 =  88.808
--------------------------------------
Average acc: 131590 / 148304 =  88.730
Robust  acc:  2159 /  2446 =  88.267
--------------------------------------
New max robust acc: 88.26655764513491
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0[106466  12092  13021   2203]
[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  [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]
[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: 39.875 | Best Acc: 91.530
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc:  9199 / 12092 =  76.075
0, 1  acc: 11024 / 14179 =  77.749
0, 2  acc:  1280 /  3210 =  39.875
0, 3  acc:  9653 / 12101 =  79.770
0, 4  acc:  2957 /  5355 =  55.219
0, 5  acc:  2061 /  2980 =  69.161
0, 6  acc:  1416 /  3335 =  42.459
0, 7  acc:  2988 /  5723 =  52.210
1, 0  acc:  1907 /  2203 =  86.564
1, 1  acc:  1919 /  2270 =  84.537
1, 2  acc:  1113 /  1216 =  91.530
1, 3  acc:  1091 /  1260 =  86.587
1, 4  acc:  1443 /  1627 =  88.691
1, 5  acc:   442 /   520 =  85.000
1, 6  acc:  1374 /  1537 =  89.395
1, 7  acc:  1954 /  2246 =  86.999
------------------------------------
Average acc: 51821 / 71854 =  72.120
Robust  acc:  1280 /  3210 =  39.875
------------------------------------
Accuracies by groups:
0, 0  acc:  9199 / 12092 =  76.075
0, 1  acc: 11024 / 14179 =  77.749
0, 2  acc:  1280 /  3210 =  39.875
0, 3  acc:  9653 / 12101 =  79.770
0, 4  acc:  2957 /  5355 =  55.219
0, 5  acc:  2061 /  2980 =  69.161
0, 6  acc:  1416 /  3335 =  42.459
0, 7  acc:  2988 /  5723 =  52.210
1, 0  acc:  1907 /  2203 =  86.564
1, 1  acc:  1919 /  2270 =  84.537
1, 2  acc:  1113 /  1216 =  91.530
1, 3  acc:  1091 /  1260 =  86.587
1, 4  acc:  1443 /  1627 =  88.691
1, 5  acc:   442 /   520 =  85.000
1, 6  acc:  1374 /  1537 =  89.395
1, 7  acc:  1954 /  2246 =  86.999
------------------------------------
Average acc: 51821 / 71854 =  72.120
Robust  acc:  1280 /  3210 =  39.875
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9199 / 12092 =  76.075
0, 1  acc: 11024 / 14179 =  77.749
0, 2  acc:  1280 /  3210 =  39.875
0, 3  acc:  9653 / 12101 =  79.770
0, 4  acc:  2957 /  5355 =  55.219
0, 5  acc:  2061 /  2980 =  69.161
0, 6  acc:  1416 /  3335 =  42.459
0, 7  acc:  2988 /  5male 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 24292male 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
male 0
[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  12[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]
[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: 0.000 | Train Acc: 89.807 | Val Loss: 0.000 | Val Acc: 93.429
Training:
Accuracies by groups:
0, 0  acc: 56845 / 62057 =  91.601
0, 1  acc:  6019 /  6728 =  89.462
0, 2  acc:  8854 / 10207 =  86.744
0, 3  acc:  4332 /  5091 =  85.091
0, 4  acc:  1341 /  2116 =  63.374
0, 5  acc:   152 /   275 =  55.273
0, 6  acc:   208 /   297 =  70.034
0, 7  acc:   172 /   280 =  61.429
0, 8  acc:  4824 /  5597 =  86.189
0, 9  acc:   339 /   401 =  84.539
0, 10  acc:   329 /   403 =  81.638
0, 11  acc:   221 /   274 =  80.657
0, 12  acc:   225 /   388 =  57.990
0, 13  acc:    18 /    34 =  52.941
0, 14  acc:    24 /    42 =  57.143
0, 15  acc:    10 /    34 =  29.412
0, 16  acc:  3539 /  4840 =  73.120
0, 17  acc:   124 /   177 =  70.056
0, 18  acc:   347 /   455 =  76.264
0, 19  acc:   106 /   149 =  71.141
0, 20  acc:    56 /   110 =  50.909
0, 21  acc:     7 /    14 =  50.000
0, 22  acc:    31 /    46 =  67.391
0, 23  acc:     5 /    13 =  38.462
0, 24  acc:   412 /   595 =  69.244
0, 25  acc:    25 /    34 =  73.529
0, 26  acc:    34 /    52 =  65.385
0, 27  acc:    14 /    18 =  77.778
0, 28  acc:    22 /    39 =  56.410
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     1 /     5 =  20.000
0, 31  acc:     6 /     8 =  75.000
0, 32  acc:  1274 /  1489 =  85.561
0, 33  acc:    81 /    91 =  89.011
0, 34  acc:    56 /    72 =  77.778
0, 35  acc:    16 /    17 =  94.118
0, 36  acc:    30 /    37 =  81.081
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:    16 /    23 =  69.565
0, 39  acc:     1 /     3 =  33.333
0, 40  acc:   307 /   353 =  86.969
0, 41  acc:    12 /    13 =  92.308
0, 42  acc:    12 /    16 =  75.000
0, 43  acc:    18 /    19 =  94.737
0, 44  acc:    14 /    18 =  77.778
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     9 /    11 =  81.818
0, 47  acc:     0 /     2 =   0.000
0, 48  acc:   228 /   333 =  68.468
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    14 /    16 =  87.500
0, 51  acc:     9 /    12 =  75.000
0, 52  acc:     1 /     6 =  16.667
0, 53  acc:     0 /     2 =   0.000
0, 54  acc:     3 /     6 =  50.000
0, 55  acc:     1 /     2 =  50.000
0, 56  acc:   184 /   268 =  68.657
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:     9 /    16 =  56.250
0, 59  acc:     5 /     9 =  55.556
0, 60  acc:     3 /    20 =  15.000
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     1 /     4 =  25.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1537 /  2262 =  67.949
0, 65  acc:   248 /   370 =  67.027
0, 66  acc:   170 /   249 =  68.273
0, 67  acc:    66 /    98 =  67.347
0, 68  acc:    36 /    58 =  62.069
0, 69  acc:     1 /     3 =  33.333
0, 70  acc:     9 /    27 =  33.333
0, 71  acc:     4 /     4 = 100.000
0, 72  acc:    49 /    61 =  80.328
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:     7 /     9 =  77.778
0, 75  acc:     1 /     1 = 100.000
0, 76  acc:     1 /     4 =  25.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    46 /    77 =  59.740
0, 81  acc:     7 /     8 =  87.500
0, 82  acc:     2 /     2 = 100.000
0, 83  acc:     5 /    17 =  29.412
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     5 /    13 =  38.462
0, 87  acc:     1 /     3 =  33.333
0, 88  acc:    10 /    12 =  83.333
0, 89  acc:     0 /     2 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    54 /    75 =  72.000
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     1 /     3 =  33.333
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     8 /    15 =  53.333
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     8 /     9 =  88.889
0, 102  acc:     1 /     3 =  33.333
0, 103  acc:     0 /     3 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    15 =  73.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     6 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     3 /     7 =  42.857
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     4 /     4 = 100.000
0, 117  acc:  5182 /  6521 =  79.466
0, 118  acc:  1208 /  1567 =  77.090
0, 119  acc:   293 /   376 =  77.926
0, 120  acc:   282 /   358 =  78.771
0, 121  acc:    32 /    62 =  51.613
0, 122  acc:    24 /    35 =  68.571
0, 123  acc:     7 /     8 =  87.500
0, 124  acc:    12 /    20 =  60.000
0, 125  acc:   248 /   343 =  72.303
0, 126  acc:   128 /   153 =  83.660
0, 127  acc:    14 /    26 =  53.846
0, 128  acc:    31 /    44 =  70.455
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   150 /   254 =  59.055
0, 134  acc:    45 /    76 =  59.211
0, 135  acc:    19 /    25 =  76.000
0, 136  acc:    21 /    29 =  72.414
0, 137  acc:     8 /    10 =  80.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    38 /    68 =  55.882
0, 142  acc:     1 /     5 =  20.000
0, 143  acc:     6 /    11 =  54.545
0, 144  acc:    12 /    13 =  92.308
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   100 /   127 =  78.740
0, 149  acc:    10 /    12 =  83.333
0, 150  acc:     1 /     3 =  33.333
0, 151  acc:     9 /    14 =  64.286
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    36 /    43 =  83.721
0, 155  acc:     2 /     6 =  33.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     3 =   0.000
0, 159  acc:    19 /    35 =  54.286
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    16 =  68.750
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     4 /    10 =  40.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     2 =  50.000
0, 169  acc:  1018 /  1636 =  62.225
0, 170  acc:   223 /   383 =  58.225
0, 171  acc:    55 /    96 =  57.292
0, 172  acc:   107 /   172 =  62.209
0, 173  acc:     9 /    18 =  50.000
0, 174  acc:     2 /     5 =  40.000
0, 175  acc:     6 /     9 =  66.667
0, 176  acc:     8 /    16 =  50.000
0, 177  acc:    47 /    71 =  66.197
0, 178  acc:     4 /     9 =  44.444
0, 179  acc:     7 /    11 =  63.636
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     2 =  50.000
0, 184  acc:    43 /    65 =  66.154
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     2 /     8 =  25.000
0, 187  acc:     0 /     1 =   0.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    13 /    37 =  35.135
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    34 /    56 =  60.714
0, 197  acc:    10 /    14 =  71.429
0, 198  acc:     1 /     6 =  16.667
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     0 /     2 =   0.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    30 /    33 =  90.909
0, 205  acc:     0 /     1 =   0.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     3 =  33.333
0, 208  acc:     4 /     6 =  66.667
0, 209  acc:     7 /    10 =  70.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     1 /     2 =  50.000
0, 213  acc:     1 /     4 =  25.000
0, 214  acc:     0 /     3 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     4 =  50.000
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:     7 /     7 = 100.000
1, 0  acc: 61456 / 64409 =  95.415
1, 1  acc:  6206 /  6583 =  94.273
1, 2  acc: 10599 / 11468 =  92.422
1, 3  acc:  4433 /  4847 =  91.459
1, 4  acc:  5345 /  5666 =  94.335
1, 5  acc:   930 /   970 =  95.876
1, 6  acc:   562 /   616 =  91.234
1, 7  acc:   673 /   724 =  92.956
1, 8  acc:  5433 /  5880 =  92.398
1, 9  acc:   399 /   428 =  93.224
1, 10  acc:   471 /   521 =  90.403
1, 11  acc:   214 /   231 =  92.641
1, 12  acc:   919 /   976 =  94.160
1, 13  acc:   102 /   110 =  92.727
1, 14  acc:   125 /   144 =  86.806
1, 15  acc:   141 /   162 =  87.037
1, 16  acc:  8087 /  8874 =  91.131
1, 17  acc:   308 /   333 =  92.492
1, 18  acc:   593 /   682 =  86.950
1, 19  acc:   205 /   233 =  87.983
1, 20  acc:   287 /   304 =  94.408
1, 21  acc:    53 /    58 =  91.379
1, 22  acc:   129 /   142 =  90.845
1, 23  acc:    34 /    36 =  94.444
1, 24  acc:  1020 /  1158 =  88.083
1, 25  acc:    23 /    27 =  85.185
1, 26  acc:   108 /   114 =  94.737
1, 27  acc:    12 /    15 =  80.000
1, 28  acc:   140 /   148 =  94.595
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    30 /    30 = 100.000
1, 31  acc:    10 /    11 =  90.909
1, 32  acc:  1647 /  1844 =  89.317
1, 33  acc:    87 /    90 =  96.667
1, 34  acc:    59 /    66 =  89.394
1, 35  acc:    16 /    20 =  80.000
1, 36  acc:    54 /    62 =  87.097
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    46 /    49 =  93.878
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   402 /   454 =  88.546
1, 41  acc:    18 /    20 =  90.000
1, 42  acc:     8 /    15 =  53.333
1, 43  acc:    24 /    30 =  80.000
1, 44  acc:    31 /    37 =  83.784
1, 45  acc:     3 /     7 =  42.857
1, 46  acc:    12 /    16 =  75.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   526 /   586 =  89.761
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    28 /    32 =  87.500
1, 51  acc:    31 /    31 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    38 =  89.474
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   408 /   456 =  89.474
1, 57  acc:    19 /    19 = 100.000
1, 58  acc:    20 /    20 = 100.000
1, 59  acc:    16 /    22 =  72.727
1, 60  acc:    24 /    28 =  85.714
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    22 =  95.455
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5625 /  5983 =  94.016
1, 65  acc:   746 /   805 =  92.671
1, 66  acc:   498 /   527 =  94.497
1, 67  acc:   181 /   207 =  87.440
1, 68  acc:   246 /   264 =  93.182
1, 69  acc:    52 /    53 =  98.113
1, 70  acc:    88 /    92 =  95.652
1, 71  acc:    32 /    35 =  91.429
1, 72  acc:   109 /   113 =  96.460
1, 73  acc:     0 /     0 =     nan
1, 74  acc:     3 /     5 =  60.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    18 /    21 =  85.714
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   171 /   192 =  89.062
1, 81  acc:    18 /    20 =  90.000
1, 82  acc:    47 /    50 =  94.000
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    34 /    34 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    28 /    30 =  93.333
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   158 /   173 =  91.329
1, 95  acc:    13 /    16 =  81.250
1, 96  acc:    17 /    17 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    21 /    21 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    29 /    29 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    43 /    44 =  97.727
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    11 /    11 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7491 /  8633 =  86.772
1, 118  acc:  1934 /  2173 =  89.001
1, 119  acc:   514 /   572 =  89.860
1, 120  acc:   486 /   548 =  88.686
1, 121  acc:   156 /   170 =  91.765
1, 122  acc:    75 /    84 =  89.286
1, 123  acc:    23 /    31 =  74.194
1, 124  acc:    35 /    37 =  94.595
1, 125  acc:   533 /   601 =  88.686
1, 126  acc:   143 /   155 =  92.258
1, 127  acc:    13 /    17 =  76.471
1, 128  acc:    24 /    36 =  66.667
1, 129  acc:    14 /    15 =  93.333
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    15 =  93.333
1, 133  acc:   425 /   486 =  87.449
1, 134  acc:    78 /    96 =  81.250
1, 135  acc:    47 /    49 =  95.918
1, 136  acc:    27 /    37 =  72.973
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   105 /   122 =  86.066
1, 142  acc:    21 /    31 =  67.742
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     1 /     3 =  33.333
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     6 =  66.667
1, 148  acc:   178 /   221 =  80.543
1, 149  acc:    22 /    23 =  95.652
1, 150  acc:    11 /    11 = 100.000
1, 151  acc:     5 /    13 =  38.462
1, 152  acc:     1 /     4 =  25.000
1, 153  acc:     0 /     5 =   0.000
1, 154  acc:    39 /    51 =  76.471
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    40 /    42 =  95.238
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     3 =   0.000
1, 164  acc:    29 /    35 =  82.857
1, 165  acc:     9 /     9 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3466 /  3815 =  90.852
1, 170  acc:   679 /   747 =  90.897
1, 171  acc:   234 /   258 =  90.698
1, 172  acc:   229 /   247 =  92.713
1, 173  acc:    56 /    58 =  96.552
1, 174  acc:     7 /    11 =  63.636
1, 175  acc:     4 /     8 =  50.000
1, 176  acc:    30 /    42 =  71.429
1, 177  acc:    86 /    97 =  88.660
1, 178  acc:    13 /    14 =  92.857
1, 179  acc:     9 /    10 =  90.000
1, 180  acc:     8 /    10 =  80.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    16 /    19 =  84.211
1, 184  acc:   133 /   143 =  93.007
1, 185  acc:    39 /    39 = 100.000
1, 186  acc:    13 /    18 =  72.222
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     7 /     8 =  87.500
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    93 /   106 =  87.736
1, 197  acc:    13 /    19 =  68.421
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    17 =  70.588
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    16 /    16 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     5 /     5 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 241615 / 269038 =  89.807
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23731 / 25373 =  93.529
0, 1  acc: 29198 / 31282 =  93.338
0, 2  acc:  5784 /  6155 =  93.972
0, 3  acc: 22704 / 24292 =  93.463
0, 4  acc: 10101 / 10829 =  93.277
0, 5  acc:  5171 /  5541 =  93.323
0, 6  acc:  6318 /  6785 =  93.117
0, 7  acc: 11235 / 12016 =  93.500
1, 0  acc:  4163 /  4437 =  93.825
1, 1  acc:  4637 /  4962 =  93.450
1, 2  acc:  2125 /  2265 =  93.819
1, 3  acc:  2278 /  2446 =  93.132
1, 4  acc:  2923 /  3125 =  93.536
1, 5  acc:   949 /  1003 =  94.616
1, 6  acc:  2930 /  3111 =  94.182
1, 7  acc:  4367 /  4682 =  93.272
--------------------------------------
Average acc: 138614 / 148304 =  93.466
Robust  acc:  6318 /  6785 =  93.117
--------------------------------------
N[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: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14178 / 14179 =  99.993
0, 2  acc:  3210 /  32[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]
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 48.287 | Best Acc: 86.513
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10083 / 12092 =  83.386
0, 1  acc: 11995 / 14179 =  84.597
0, 2  acc:  1550 /  3210 =  48.287
0, 3  acc: 10460 / 12101 =  86.439
0, 4  acc:  3703 /  5355 =  69.150
0, 5  acc:  2376 /  2980 =  79.732
0, 6  acc:  1864 /  3335 =  55.892
0, 7  acc:  3880 /  5723 =  67.797
1, 0  acc:  1709 /  2203 =  77.576
1, 1  acc:  1721 /  2270 =  75.815
1, 2  acc:  1052 /  1216 =  86.513
1, 3  acc:   966 /  1260 =  76.667
1, 4  acc:  1283 /  1627 =  78.857
1, 5  acc:   395 /   520 =  75.962
1, 6  acc:  1271 /  1537 =  82.694
1, 7  acc:  1694 /  2246 =  75.423
------------------------------------
Average acc: 56002 / 71854 =  77.939
Robust  acc:  1550 /  3210 =  48.287
------------------------------------
Accuracies by groups:
0, 0  acc: 10083 / 12092 =  83.386
0, 1  acc: 11995 / 14179 =  84.597
0, 2  acc:  1550 /  3210 =  48.287
0, 3  acc: 10460 / 12101 =  86.439
0, 4  acc:  3703 /  5355 =  69.150
0, 5  acc:  2376 /  2980 =  79.732
0, 6  acc:  1864 /  3335 =  55.892
0, 7  acc:  3880 /  5723 =  67.797
1, 0  acc:  1709 /  2203 =  77.576
1, 1  acc:  1721 /  2270 =  75.815
1, 2  acc:  1052 /  1216 =  86.513
1, 3  acc:   966 /  1260 =  76.667
1, 4  acc:  1283 /  1627 =  78.857
1, 5  acc:   395 /   520 =  75.962
1, 6  acc:  1271 /  1537 =  82.694
1, 7  acc:  1694 /  2246 =  75.423
------------------------------------
Average acc: 56002 / 71854 =  77.939
Robust  acc:  1550 /  3210 =  48.287
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10083 / 12092 =  83.386
0, male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
male 0
[213150  253[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   6 | Train Loss: 0.000 | Train Acc: 57.972 | Val Loss: 0.000 | Val Acc: 65.181
Training:
Accuracies by groups:
0, 0  acc: 56806 / 64168 =  88.527
0, 1  acc:  6359 /  7254 =  87.662
0, 2  acc: 10689 / 1[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]
[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: 0.000 | Train Acc: 92.406 | Val Loss: 0.000 | Val Acc: 93.096
Training:
Accuracies by groups:
0, 0  acc: 58506 / 62428 =  93.718
0, 1  acc:  6162 /  6643 =  92.759
0, 2  acc:  9279 / 10208 =  90.899
0, 3  acc:  4564 /  5079 =  89.860
0, 4  acc:  1501 /  2087 =  71.921
0, 5  acc:   182 /   300 =  60.667
0, 6  acc:   252 /   308 =  81.818
0, 7  acc:   193 /   269 =  71.747
0, 8  acc:  5128 /  5665 =  90.521
0, 9  acc:   364 /   414 =  87.923
0, 10  acc:   373 /   423 =  88.180
0, 11  acc:   238 /   283 =  84.099
0, 12  acc:   308 /   433 =  71.132
0, 13  acc:    25 /    42 =  59.524
0, 14  acc:    26 /    39 =  66.667
0, 15  acc:    19 /    33 =  57.576
0, 16  acc:  3783 /  4737 =  79.861
0, 17  acc:   131 /   163 =  80.368
0, 18  acc:   390 /   479 =  81.420
0, 19  acc:   106 /   142 =  74.648
0, 20  acc:    83 /   134 =  61.940
0, 21  acc:    12 /    18 =  66.667
0, 22  acc:    44 /    58 =  75.862
0, 23  acc:     5 /    15 =  33.333
0, 24  acc:   447 /   596 =  75.000
0, 25  acc:    26 /    35 =  74.286
0, 26  acc:    57 /    66 =  86.364
0, 27  acc:    24 /    27 =  88.889
0, 28  acc:    27 /    39 =  69.231
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     2 /     9 =  22.222
0, 31  acc:     7 /     9 =  77.778
0, 32  acc:  1324 /  1485 =  89.158
0, 33  acc:    61 /    70 =  87.143
0, 34  acc:    66 /    72 =  91.667
0, 35  acc:    21 /    22 =  95.455
0, 36  acc:    21 /    27 =  77.778
0, 37  acc:     4 /     7 =  57.143
0, 38  acc:    11 /    15 =  73.333
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   315 /   355 =  88.732
0, 41  acc:    10 /    11 =  90.909
0, 42  acc:    12 /    13 =  92.308
0, 43  acc:    11 /    12 =  91.667
0, 44  acc:    14 /    17 =  82.353
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     5 /     7 =  71.429
0, 47  acc:     1 /     3 =  33.333
0, 48  acc:   237 /   305 =  77.705
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    16 /    18 =  88.889
0, 51  acc:    10 /    14 =  71.429
0, 52  acc:     1 /     6 =  16.667
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     4 /     4 = 100.000
0, 56  acc:   223 /   277 =  80.505
0, 57  acc:     5 /     6 =  83.333
0, 58  acc:     8 /    12 =  66.667
0, 59  acc:     7 /     8 =  87.500
0, 60  acc:     7 /    12 =  58.333
0, 61  acc:     0 /     1 =   0.000
0, 62  acc:     5 /    14 =  35.714
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  1755 /  2315 =  75.810
0, 65  acc:   290 /   369 =  78.591
0, 66  acc:   163 /   229 =  71.179
0, 67  acc:    65 /    84 =  77.381
0, 68  acc:    36 /    58 =  62.069
0, 69  acc:     2 /     4 =  50.000
0, 70  acc:    17 /    24 =  70.833
0, 71  acc:     9 /    10 =  90.000
0, 72  acc:    50 /    58 =  86.207
0, 73  acc:     6 /     7 =  85.714
0, 74  acc:     8 /     9 =  88.889
0, 75  acc:     3 /     6 =  50.000
0, 76  acc:     2 /     5 =  40.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    68 /   100 =  68.000
0, 81  acc:     3 /     5 =  60.000
0, 82  acc:     6 /     7 =  85.714
0, 83  acc:     5 /    11 =  45.455
0, 84  acc:     3 /     6 =  50.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /     9 =  88.889
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     4 /     6 =  66.667
0, 89  acc:     0 /     3 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    56 /    76 =  73.684
0, 95  acc:    11 /    12 =  91.667
0, 96  acc:     1 /     4 =  25.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     5 /     9 =  55.556
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     5 /     5 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    15 /    16 =  93.750
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     2 /     3 =  66.667
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:  5657 /  6594 =  85.790
0, 118  acc:  1291 /  1591 =  81.144
0, 119  acc:   318 /   388 =  81.959
0, 120  acc:   275 /   329 =  83.587
0, 121  acc:    37 /    63 =  58.730
0, 122  acc:    31 /    42 =  73.810
0, 123  acc:     8 /    13 =  61.538
0, 124  acc:    15 /    26 =  57.692
0, 125  acc:   266 /   345 =  77.101
0, 126  acc:    78 /    92 =  84.783
0, 127  acc:    21 /    27 =  77.778
0, 128  acc:    32 /    38 =  84.211
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     1 /     2 =  50.000
0, 131  acc:     1 /     4 =  25.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   190 /   269 =  70.632
0, 134  acc:    52 /    68 =  76.471
0, 135  acc:     9 /    14 =  64.286
0, 136  acc:    18 /    25 =  72.000
0, 137  acc:     8 /    11 =  72.727
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    62 =  72.581
0, 142  acc:     5 /    12 =  41.667
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:    10 /    11 =  90.909
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     3 =  66.667
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    89 /   107 =  83.178
0, 149  acc:    11 /    16 =  68.750
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:    10 /    16 =  62.500
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    37 /    46 =  80.435
0, 155  acc:     3 /     9 =  33.333
0, 156  acc:     0 /     1 =   0.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     0 /     3 =   0.000
0, 159  acc:    17 /    29 =  58.621
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    11 =  81.818
0, 165  acc:     0 /     2 =   0.000
0, 166  acc:     5 /     9 =  55.556
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1179 /  1617 =  72.913
0, 170  acc:   263 /   374 =  70.321
0, 171  acc:    67 /   101 =  66.337
0, 172  acc:   115 /   157 =  73.248
0, 173  acc:     6 /    11 =  54.545
0, 174  acc:     1 /     6 =  16.667
0, 175  acc:     7 /    11 =  63.636
0, 176  acc:     8 /    13 =  61.538
0, 177  acc:    51 /    64 =  79.688
0, 178  acc:    10 /    12 =  83.333
0, 179  acc:     3 /     7 =  42.857
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     5 =  40.000
0, 184  acc:    49 /    67 =  73.134
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     1 /     3 =  33.333
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     5 =  60.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    15 /    32 =  46.875
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    38 /    45 =  84.444
0, 197  acc:    11 /    15 =  73.333
0, 198  acc:     1 /     3 =  33.333
0, 199  acc:     9 /    11 =  81.818
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    19 /    20 =  95.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     3 /     4 =  75.000
1, 0  acc: 61984 / 64134 =  96.648
1, 1  acc:  6211 /  6484 =  95.790
1, 2  acc: 11021 / 11605 =  94.968
1, 3  acc:  4439 /  4750 =  93.453
1, 4  acc:  5418 /  5683 =  95.337
1, 5  acc:   927 /   980 =  94.592
1, 6  acc:   538 /   555 =  96.937
1, 7  acc:   610 /   646 =  94.427
1, 8  acc:  5662 /  5965 =  94.920
1, 9  acc:   422 /   440 =  95.909
1, 10  acc:   475 /   510 =  93.137
1, 11  acc:   255 /   272 =  93.750
1, 12  acc:   846 /   888 =  95.270
1, 13  acc:   125 /   135 =  92.593
1, 14  acc:   143 /   158 =  90.506
1, 15  acc:   139 /   151 =  92.053
1, 16  acc:  8373 /  8975 =  93.292
1, 17  acc:   286 /   308 =  92.857
1, 18  acc:   639 /   703 =  90.896
1, 19  acc:   230 /   273 =  84.249
1, 20  acc:   308 /   321 =  95.950
1, 21  acc:    42 /    43 =  97.674
1, 22  acc:   141 /   157 =  89.809
1, 23  acc:    32 /    33 =  96.970
1, 24  acc:  1063 /  1162 =  91.480
1, 25  acc:    20 /    21 =  95.238
1, 26  acc:    97 /   104 =  93.269
1, 27  acc:    11 /    12 =  91.667
1, 28  acc:   133 /   138 =  96.377
1, 29  acc:    18 /    18 = 100.000
1, 30  acc:    26 /    27 =  96.296
1, 31  acc:    14 /    14 = 100.000
1, 32  acc:  1806 /  1920 =  94.062
1, 33  acc:    86 /    93 =  92.473
1, 34  acc:    46 /    52 =  88.462
1, 35  acc:    22 /    25 =  88.000
1, 36  acc:    40 /    45 =  88.889
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    35 /    38 =  92.105
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   476 /   506 =  94.071
1, 41  acc:    19 /    22 =  86.364
1, 42  acc:    15 /    19 =  78.947
1, 43  acc:    29 /    32 =  90.625
1, 44  acc:    20 /    23 =  86.957
1, 45  acc:     2 /     5 =  40.000
1, 46  acc:    16 /    16 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   558 /   604 =  92.384
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    33 /    37 =  89.189
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    15 /    18 =  83.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    44 /    48 =  91.667
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   417 /   468 =  89.103
1, 57  acc:    31 /    32 =  96.875
1, 58  acc:    20 /    22 =  90.909
1, 59  acc:    16 /    17 =  94.118
1, 60  acc:    33 /    40 =  82.500
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    25 /    25 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5545 /  5800 =  95.603
1, 65  acc:   736 /   800 =  92.000
1, 66  acc:   509 /   545 =  93.394
1, 67  acc:   183 /   213 =  85.915
1, 68  acc:   277 /   288 =  96.181
1, 69  acc:    29 /    31 =  93.548
1, 70  acc:    84 /    86 =  97.674
1, 71  acc:    31 /    33 =  93.939
1, 72  acc:   123 /   126 =  97.619
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    19 /    20 =  95.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   188 /   208 =  90.385
1, 81  acc:    22 /    27 =  81.481
1, 82  acc:    63 /    65 =  96.923
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    29 =  93.103
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    18 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     2 =   0.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   159 /   168 =  94.643
1, 95  acc:    21 /    22 =  95.455
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    29 /    30 =  96.667
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    29 /    29 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    19 /    19 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    22 /    24 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7938 /  8859 =  89.604
1, 118  acc:  1926 /  2091 =  92.109
1, 119  acc:   436 /   492 =  88.618
1, 120  acc:   567 /   617 =  91.896
1, 121  acc:   127 /   144 =  88.194
1, 122  acc:    98 /   105 =  93.333
1, 123  acc:    24 /    29 =  82.759
1, 124  acc:    40 /    42 =  95.238
1, 125  acc:   472 /   551 =  85.662
1, 126  acc:   105 /   120 =  87.500
1, 127  acc:    24 /    25 =  96.000
1, 128  acc:    42 /    53 =  79.245
1, 129  acc:    21 /    22 =  95.455
1, 130  acc:    11 /    16 =  68.750
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   407 /   456 =  89.254
1, 134  acc:    79 /    91 =  86.813
1, 135  acc:    37 /    38 =  97.368
1, 136  acc:    24 /    27 =  88.889
1, 137  acc:    12 /    12 = 100.000
1, 138  acc:     6 /     7 =  85.714
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    94 /   106 =  88.679
1, 142  acc:    14 /    18 =  77.778
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     2 /     4 =  50.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   170 /   201 =  84.577
1, 149  acc:    15 /    18 =  83.333
1, 150  acc:    11 /    11 = 100.000
1, 151  acc:    11 /    24 =  45.833
1, 152  acc:     8 /     8 = 100.000
1, 153  acc:     0 /     3 =   0.000
1, 154  acc:    35 /    46 =  76.087
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    10 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    44 /    44 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     3 =  33.333
1, 164  acc:    33 /    42 =  78.571
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:  3487 /  3826 =  91.140
1, 170  acc:   661 /   720 =  91.806
1, 171  acc:   271 /   288 =  94.097
1, 172  acc:   217 /   236 =  91.949
1, 173  acc:    62 /    68 =  91.176
1, 174  acc:     8 /    10 =  80.000
1, 175  acc:     6 /     7 =  85.714
1, 176  acc:    34 /    42 =  80.952
1, 177  acc:    97 /   101 =  96.040
1, 178  acc:    12 /    14 =  85.714
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     6 /     8 =  75.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    14 /    15 =  93.333
1, 184  acc:   118 /   133 =  88.722
1, 185  acc:    43 /    46 =  93.478
1, 186  acc:    11 /    14 =  78.571
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     4 =  50.000
1, 190  acc:    12 /    14 =  85.714
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    84 /   102 =  82.353
1, 197  acc:     8 /    10 =  80.000
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:    11 /    18 =  61.111
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    17 =  64.706
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     3 =  66.667
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 248607 / 269038 =  92.406
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23669 / 25373 =  93.284
0, 1  acc: 29083 / 31282 =  92.970
0, 2  acc:  5710 /  6155 =  92.770
0, 3  acc: 22673 / 24292 =  93.335
0, 4  acc: 10110 / 10829 =  93.360
0, 5  acc:  5185 /  5541 =  93.575
0, 6  acc:  6337 /  6785 =  93.397
0, 7  acc: 11230 / 12016 =  93.459
1, 0  acc:  4143 /  4437 =  93.374
1, 1  acc:  4626 /  4962 =  93.229
1, 2  acc:  2111 /  2265 =  93.201
1, 3  acc:  2291 /  2446 =  93.663
1, 4  acc:  2895 /  3125 =  92.640
1, 5  acc:   925 /  1003 =  92.223
1, 6  acc:  2895 /  3111 =  93.057
1, 7  acc:  4344 /  4682 =  92.781
--------------------------------------
Average acc: 138227 / 148304 =  93.205
Robust  acc:   925 /  1003 =  92.223
--------------------------------------[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: 21.879 | Best Acc: 92.044
-------------------------------------
Training, Epoch 5:
Accuracies by groups:
0, 0  acc: 11130 / 12092 =  92.044
0, 1  acc: 13048 / 14179 =  92.023
0, 2  acc:  28[106466  12092  13021   2[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: 46.168 | Best Acc: 88.651
-------------------------------------
Training, Epoch 5:
Accuracies by groups:
0, 0  acc:  9503 / 12092 =  78.589
0, 1  acc: 11427 / 14179 =  80.591
0, 2  acc:  1482 /  3210 =  46.168
0, 3  acc: 10027 / 12101 =  82.861
0, 4  acc:  3153 /  5355 =  58.880
0, 5  acc:  2203 /  2980 =  73.926
0, 6  acc:  1558 /  3335 =  46.717
0, 7  acc:  3162 /  5723 =  55.251
1, 0  acc:  1850 /  2203 =  83.976
1, 1  acc:  1838 /  2270 =  80.969
1, 2  acc:  1078 /  1216 =  88.651
1, 3  acc:  1046 /  1260 =  83.016
1, 4  acc:  1422 /  1627 =  87.400
1, 5  acc:   435 /   520 =  83.654
1, 6  acc:  1350 /  1537 =  87.833
1, 7  acc:  1924 /  2246 =  85.663
------------------------------------
Average acc: 53458 / 71854 =  74.398
Robust  acc:  1482 /  3210 =  46.168
------------------------------------
Accuracies by groups:
0, 0  acc:  9503 / 12092 =  78.589
0, 1  acc: 11427 / 14179 =  80.591
0, 2  acc:  1482 /  3210 =  46.168
0, 3  acc: 10027 / 12101 =  82.861
0, 4  acc:  3153 /  5355 =  58.880
0, 5  acc:  2203 /  2980 =  73.926
0, 6  acc:  1558 /  3335 =  46.717
0, 7  acc:  3162 /  5723 =  55.251
1, 0  acc:  1850 /  2203 =  83.976
1, 1  acc:  1838 /  2270 =  80.969
1, 2  acc:  1078 /  1216 =  88.651
1, 3  acc:  1046 /  1260 =  83.016
1, 4  acc:  1422 /  1627 =  87.400
1, 5  acc:   435 /   520 =  83.654
1, 6  acc:  1350 /  1537 =  87.833
1, 7  acc:  1924 /  2246 =  85.663
------------------------------------
Average acc: 53458 / 71854 =  74.398
Robust  acc:  1482 /  3210 =  46.168
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9503 / 12092 =  78.589
0, 1  acc: 11427 / 14179 =  80.591
0, 2  acc:  1482 /  3210 =  46.168
0, 3  acc: 10027 / 12101 =  82.861
0, 4  acc:  3153 /  5355 =  58.880
0, 5  acc:  2203 /  2980 =  73.926
0, 6  acc:  1558 /  3335 =  46.717
0, 7  acc:  3162male 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 male 0
[213150  25373  26ma[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: 0.000 | Train Acc: 72.033 | Val Loss: 0.000 | Val Acc: 77.007
Training:
Accuracies by groups:
0, 0  acc: 50376 / 64156 =  78.521
0, 1  acc:  5526 /  6936 =  79.671
0, 2  acc:  [213150  25373  26078   4[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: 0.000 | Train Acc: 94.512 | Val Loss: 0.000 | Val Acc: 97.394
Training:
Accuracies by groups:
0, 0  acc: 59795 / 62579 =  95.551
0, 1  acc:  6358 /  6693 =  94.995
0, 2  acc:  9559 / 10225 =  93.487
0, 3  acc:  4675 /  5077 =  92.082
0, 4  acc:  1695 /  2098 =  80.791
0, 5  acc:   183 /   258 =  70.930
0, 6  acc:   270 /   328 =  82.317
0, 7  acc:   241 /   301 =  80.066
0, 8  acc:  5377 /  5787 =  92.915
0, 9  acc:   372 /   418 =  88.995
0, 10  acc:   361 /   403 =  89.578
0, 11  acc:   252 /   276 =  91.304
0, 12  acc:   290 /   358 =  81.006
0, 13  acc:    17 /    28 =  60.714
0, 14  acc:    43 /    49 =  87.755
0, 15  acc:    14 /    26 =  53.846
0, 16  acc:  4134 /  4818 =  85.803
0, 17  acc:   165 /   191 =  86.387
0, 18  acc:   389 /   460 =  84.565
0, 19  acc:   137 /   153 =  89.542
0, 20  acc:    91 /   125 =  72.800
0, 21  acc:    12 /    14 =  85.714
0, 22  acc:    37 /    49 =  75.510
0, 23  acc:     4 /    13 =  30.769
0, 24  acc:   504 /   614 =  82.085
0, 25  acc:    27 /    30 =  90.000
0, 26  acc:    64 /    72 =  88.889
0, 27  acc:    16 /    21 =  76.190
0, 28  acc:    23 /    37 =  62.162
0, 29  acc:     3 /     8 =  37.500
0, 30  acc:     1 /     6 =  16.667
0, 31  acc:     3 /     4 =  75.000
0, 32  acc:  1355 /  1459 =  92.872
0, 33  acc:    70 /    74 =  94.595
0, 34  acc:    69 /    71 =  97.183
0, 35  acc:    15 /    16 =  93.750
0, 36  acc:    23 /    28 =  82.143
0, 37  acc:     1 /     3 =  33.333
0, 38  acc:    14 /    16 =  87.500
0, 39  acc:     1 /     2 =  50.000
0, 40  acc:   313 /   351 =  89.174
0, 41  acc:    19 /    20 =  95.000
0, 42  acc:    15 /    16 =  93.750
0, 43  acc:     9 /    10 =  90.000
0, 44  acc:    19 /    22 =  86.364
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    13 /    13 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   283 /   332 =  85.241
0, 49  acc:     3 /     5 =  60.000
0, 50  acc:    12 /    14 =  85.714
0, 51  acc:    16 /    17 =  94.118
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   199 /   236 =  84.322
0, 57  acc:     5 /     5 = 100.000
0, 58  acc:    10 /    13 =  76.923
0, 59  acc:     8 /    10 =  80.000
0, 60  acc:     3 /    11 =  27.273
0, 61  acc:     3 /     6 =  50.000
0, 62  acc:     2 /     7 =  28.571
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1921 /  2336 =  82.235
0, 65  acc:   291 /   361 =  80.609
0, 66  acc:   166 /   215 =  77.209
0, 67  acc:    85 /   101 =  84.158
0, 68  acc:    38 /    49 =  77.551
0, 69  acc:     0 /     2 =   0.000
0, 70  acc:    14 /    21 =  66.667
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    49 /    53 =  92.453
0, 73  acc:     2 /     3 =  66.667
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:     2 /     3 =  66.667
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    74 /    87 =  85.057
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:     7 /     9 =  77.778
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     8 /    11 =  72.727
0, 87  acc:     2 /     4 =  50.000
0, 88  acc:     6 /     8 =  75.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    53 /    68 =  77.941
0, 95  acc:     7 /     8 =  87.500
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     3 /     3 = 100.000
0, 98  acc:    14 /    18 =  77.778
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    16 /    16 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    13 /    21 =  61.905
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:    12 /    16 =  75.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5832 /  6563 =  88.862
0, 118  acc:  1420 /  1604 =  88.529
0, 119  acc:   365 /   399 =  91.479
0, 120  acc:   273 /   303 =  90.099
0, 121  acc:    43 /    60 =  71.667
0, 122  acc:    23 /    28 =  82.143
0, 123  acc:    13 /    15 =  86.667
0, 124  acc:    19 /    24 =  79.167
0, 125  acc:   325 /   372 =  87.366
0, 126  acc:   112 /   128 =  87.500
0, 127  acc:    27 /    35 =  77.143
0, 128  acc:    35 /    36 =  97.222
0, 129  acc:     4 /     5 =  80.000
0, 130  acc:     8 /     8 = 100.000
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   180 /   220 =  81.818
0, 134  acc:    63 /    70 =  90.000
0, 135  acc:    26 /    26 = 100.000
0, 136  acc:    30 /    34 =  88.235
0, 137  acc:    12 /    17 =  70.588
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    76 =  75.000
0, 142  acc:     2 /     2 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   112 /   120 =  93.333
0, 149  acc:    14 /    15 =  93.333
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:    15 /    21 =  71.429
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    37 /    42 =  88.095
0, 155  acc:     2 /     3 =  66.667
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    18 /    31 =  58.065
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /    14 =  57.143
0, 165  acc:     1 /     2 =  50.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     1 /     3 =  33.333
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1331 /  1631 =  81.606
0, 170  acc:   262 /   347 =  75.504
0, 171  acc:    87 /   112 =  77.679
0, 172  acc:   125 /   151 =  82.781
0, 173  acc:    15 /    26 =  57.692
0, 174  acc:     6 /     9 =  66.667
0, 175  acc:     3 /     9 =  33.333
0, 176  acc:     9 /    17 =  52.941
0, 177  acc:    43 /    54 =  79.630
0, 178  acc:    10 /    13 =  76.923
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:     4 /     6 =  66.667
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    51 /    63 =  80.952
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     4 /     5 =  80.000
0, 187  acc:     4 /     8 =  50.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     6 =  66.667
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    38 =  63.158
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    33 /    41 =  80.488
0, 197  acc:    13 /    16 =  81.250
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     2 /     3 =  66.667
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    19 /    20 =  95.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /    11 =  72.727
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     3 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 62689 / 64269 =  97.542
1, 1  acc:  6437 /  6648 =  96.826
1, 2  acc: 10902 / 11358 =  95.985
1, 3  acc:  4647 /  4839 =  96.032
1, 4  acc:  5493 /  5693 =  96.487
1, 5  acc:   948 /   991 =  95.661
1, 6  acc:   572 /   587 =  97.445
1, 7  acc:   621 /   670 =  92.687
1, 8  acc:  5668 /  5876 =  96.460
1, 9  acc:   364 /   377 =  96.552
1, 10  acc:   531 /   553 =  96.022
1, 11  acc:   260 /   276 =  94.203
1, 12  acc:   835 /   869 =  96.087
1, 13  acc:   119 /   124 =  95.968
1, 14  acc:   138 /   149 =  92.617
1, 15  acc:   145 /   161 =  90.062
1, 16  acc:  8333 /  8757 =  95.158
1, 17  acc:   289 /   308 =  93.831
1, 18  acc:   607 /   644 =  94.255
1, 19  acc:   238 /   264 =  90.152
1, 20  acc:   309 /   320 =  96.562
1, 21  acc:    39 /    40 =  97.500
1, 22  acc:   121 /   124 =  97.581
1, 23  acc:    41 /    42 =  97.619
1, 24  acc:  1038 /  1108 =  93.682
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:   110 /   115 =  95.652
1, 27  acc:    18 /    19 =  94.737
1, 28  acc:   162 /   168 =  96.429
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    26 /    27 =  96.296
1, 31  acc:    12 /    13 =  92.308
1, 32  acc:  1703 /  1766 =  96.433
1, 33  acc:    90 /    91 =  98.901
1, 34  acc:    62 /    64 =  96.875
1, 35  acc:    17 /    19 =  89.474
1, 36  acc:    47 /    52 =  90.385
1, 37  acc:     4 /     6 =  66.667
1, 38  acc:    33 /    33 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   456 /   481 =  94.802
1, 41  acc:    24 /    25 =  96.000
1, 42  acc:    21 /    24 =  87.500
1, 43  acc:    28 /    31 =  90.323
1, 44  acc:    31 /    31 = 100.000
1, 45  acc:     0 /     4 =   0.000
1, 46  acc:     7 /     9 =  77.778
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   623 /   651 =  95.699
1, 49  acc:    10 /    11 =  90.909
1, 50  acc:    43 /    48 =  89.583
1, 51  acc:    14 /    14 = 100.000
1, 52  acc:    22 /    23 =  95.652
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    35 /    37 =  94.595
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   429 /   452 =  94.912
1, 57  acc:    23 /    24 =  95.833
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    16 /    18 =  88.889
1, 60  acc:    35 /    36 =  97.222
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    23 /    23 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5606 /  5820 =  96.323
1, 65  acc:   762 /   802 =  95.012
1, 66  acc:   500 /   524 =  95.420
1, 67  acc:   215 /   227 =  94.714
1, 68  acc:   243 /   251 =  96.813
1, 69  acc:    54 /    55 =  98.182
1, 70  acc:    76 /    78 =  97.436
1, 71  acc:    24 /    24 = 100.000
1, 72  acc:   123 /   126 =  97.619
1, 73  acc:     3 /     4 =  75.000
1, 74  acc:     5 /     6 =  83.333
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    26 /    26 = 100.000
1, 77  acc:     7 /     8 =  87.500
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   198 /   207 =  95.652
1, 81  acc:    24 /    27 =  88.889
1, 82  acc:    43 /    47 =  91.489
1, 83  acc:     8 /     8 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    21 /    22 =  95.455
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    26 /    26 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   134 /   139 =  96.403
1, 95  acc:    14 /    18 =  77.778
1, 96  acc:     8 /     9 =  88.889
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    19 /    19 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     6 /     6 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    38 /    38 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    21 /    21 = 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:  8212 /  8898 =  92.290
1, 118  acc:  2079 /  2206 =  94.243
1, 119  acc:   491 /   520 =  94.423
1, 120  acc:   546 /   574 =  95.122
1, 121  acc:   146 /   158 =  92.405
1, 122  acc:    74 /    80 =  92.500
1, 123  acc:    19 /    31 =  61.290
1, 124  acc:    38 /    42 =  90.476
1, 125  acc:   535 /   570 =  93.860
1, 126  acc:   106 /   114 =  92.982
1, 127  acc:    28 /    34 =  82.353
1, 128  acc:    38 /    41 =  92.683
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    15 =  93.333
1, 133  acc:   406 /   443 =  91.648
1, 134  acc:    77 /    85 =  90.588
1, 135  acc:    37 /    38 =  97.368
1, 136  acc:    20 /    25 =  80.000
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   122 /   130 =  93.846
1, 142  acc:     5 /    10 =  50.000
1, 143  acc:     3 /     4 =  75.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     3 /     4 =  75.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   184 /   202 =  91.089
1, 149  acc:    17 /    18 =  94.444
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:    16 /    22 =  72.727
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     5 =   0.000
1, 154  acc:    42 /    45 =  93.333
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:    32 /    37 =  86.486
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     6 =  66.667
1, 164  acc:    17 /    21 =  80.952
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3556 /  3816 =  93.187
1, 170  acc:   665 /   711 =  93.530
1, 171  acc:   281 /   293 =  95.904
1, 172  acc:   219 /   234 =  93.590
1, 173  acc:    63 /    71 =  88.732
1, 174  acc:    13 /    14 =  92.857
1, 175  acc:     9 /     9 = 100.000
1, 176  acc:    41 /    53 =  77.358
1, 177  acc:    83 /    86 =  96.512
1, 178  acc:     8 /    12 =  66.667
1, 179  acc:     6 /     7 =  85.714
1, 180  acc:     7 /    10 =  70.000
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    17 /    20 =  85.000
1, 184  acc:   128 /   145 =  88.276
1, 185  acc:    42 /    42 = 100.000
1, 186  acc:    18 /    22 =  81.818
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     2 /     5 =  40.000
1, 189  acc:     2 /     6 =  33.333
1, 190  acc:    11 /    12 =  91.667
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     6 /     6 = 100.000
1, 196  acc:    99 /   112 =  88.393
1, 197  acc:    12 /    13 =  92.308
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:     9 /    18 =  50.000
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    18 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:    12 /    12 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 254274 / 269038 =  94.512
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24761 / 25373 =  97.588
0, 1  acc: 30497 / 31282 =  97.491
0, 2  acc:  5997 /  6155 =  97.433
0, 3  acc: 23673 / 24292 =  97.452
0, 4  acc: 10535 / 10829 =  97.285
0, 5  acc:  5390 /  5541 =  97.275
0, 6  acc:  6607 /  6785 =  97.377
0, 7  acc: 11717 / 12016 =  97.512
1, 0  acc:  4322 /  4437 =  97.408
1, 1  acc:  4841 /  4962 =  97.561
1, 2  acc:  2206 /  2265 =  97.395
1, 3  acc:  2379 /  2446 =  97.261
1, 4  acc:  3047 /  3125 =  97.504
1, 5  acc:   978 /  1003 =  97.507
1, 6  acc:  3015 /  3111 =  96.914
1, 7  acc:  4564 /  4682 =  97.480
--------------------------------------
Average acc: 144529 / 148304 =  97.455
Robust  acc:  3015 /  3111 =  96.914
--------------------------------------
New max robust acc: 96.91417550626808
debias model - Saving best checkpoint at epoch 6
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-be[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: 56.731 | Best Acc: 73.209
-------------------------------------
Training, Epoch 6:
Accuracies by groups:
0, 0  acc:  8562 / 12092 =  70.807
0, 1  acc: 10188 / 14179 =  71.853
0, 2  acc:  2054 /  3210 [106466  12092  13021   2[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 61.647 | Best Acc: 91.951
-------------------------------------
Training, Epoch 6:
Accuracies by groups:
0, 0  acc: 10719 / 12092 =  88.645
0, 1  acc: 12759 / 14179 =  89.985
0, 2  acc:  2304 /  3210 =  71.776
0, 3  acc: 11127 / 12101 =  91.951
0, 4  acc:  4447 /  5355 =  83.044
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2246 /  3335 =  67.346
0, 7  acc:  4291 /  5723 =  74.978
1, 0  acc:  1485 /  2203 =  67.408
1, 1  acc:  1500 /  2270 =  66.079
1, 2  acc:   846 /  1216 =  69.572
1, 3  acc:   801 /  1260 =  63.571
1, 4  acc:  1003 /  1627 =  61.647
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1545 /  2246 =  68.789
------------------------------------
Average acc: 59139 / 71854 =  82.304
Robust  acc:  1003 /  1627 =  61.647
------------------------------------
Accuracies by groups:
0, 0  acc: 10719 / 12092 =  88.645
0, 1  acc: 12759 / 14179 =  89.985
0, 2  acc:  2304 /  3210 =  71.776
0, 3  acc: 11127 / 12101 =  91.951
0, 4  acc:  4447 /  5355 =  83.044
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2246 /  3335 =  67.346
0, 7  acc:  4291 /  5723 =  74.978
1, 0  acc:  1485 /  2203 =  67.408
1, 1  acc:  1500 /  2270 =  66.079
1, 2  acc:   846 /  1216 =  69.572
1, 3  acc:   801 /  1260 =  63.571
1, 4  acc:  1003 /  1627 =  61.647
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1545 /  2246 =  68.789
------------------------------------
Average acc: 59139 / 71854 =  82.304
Robust  acc:  1003 /  1627 =  61.647
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10719 / 12092 =  88.645
0, 1  acc: 12759 / 14179 =  89.985
0, 2  acc:  2304 /  3210 =  71.776
0, 3  acc: 11127 / 12101 =  91.951
0, 4  acc:  4447 /  5355 =  83.044
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2246 /  3335 =  67.346
0, 7 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 1male 0
[213150  [213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   8 | Train Loss: 0.000 | Train Acc: 79.471 | Val Loss: 0.000 | Val Acc: 77.051
Training:
Accuracies by groups:
0, 0  acc: 53591 / 64299 =  83.347
0, 1  acc:  6099 /  7266 =  83.939
0, 2  acc: 10146 / 1247[213150  25373  26078   4[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: 0.000 | Train Acc: 96.121 | Val Loss: 0.000 | Val Acc: 96.456
Training:
Accuracies by groups:
0, 0  acc: 60461 / 62540 =  96.676
0, 1  acc:  6409 /  6656 =  96.289
0, 2  acc:  9842 / 10346 =  95.129
0, 3  acc:  4801 /  5075 =  94.601
0, 4  acc:  1764 /  2092 =  84.321
0, 5  acc:   213 /   262 =  81.298
0, 6  acc:   250 /   293 =  85.324
0, 7  acc:   230 /   268 =  85.821
0, 8  acc:  5443 /  5725 =  95.074
0, 9  acc:   353 /   380 =  92.895
0, 10  acc:   378 /   404 =  93.564
0, 11  acc:   242 /   267 =  90.637
0, 12  acc:   325 /   414 =  78.502
0, 13  acc:    27 /    34 =  79.412
0, 14  acc:    21 /    31 =  67.742
0, 15  acc:    14 /    22 =  63.636
0, 16  acc:  4376 /  4869 =  89.875
0, 17  acc:   174 /   187 =  93.048
0, 18  acc:   415 /   461 =  90.022
0, 19  acc:   137 /   148 =  92.568
0, 20  acc:   111 /   136 =  81.618
0, 21  acc:    13 /    14 =  92.857
0, 22  acc:    57 /    66 =  86.364
0, 23  acc:     5 /    10 =  50.000
0, 24  acc:   545 /   614 =  88.762
0, 25  acc:    27 /    28 =  96.429
0, 26  acc:    49 /    54 =  90.741
0, 27  acc:    18 /    20 =  90.000
0, 28  acc:    28 /    36 =  77.778
0, 29  acc:     1 /     4 =  25.000
0, 30  acc:     4 /     8 =  50.000
0, 31  acc:     7 /     8 =  87.500
0, 32  acc:  1433 /  1509 =  94.964
0, 33  acc:    90 /    95 =  94.737
0, 34  acc:    63 /    65 =  96.923
0, 35  acc:    18 /    19 =  94.737
0, 36  acc:    32 /    35 =  91.429
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    14 /    17 =  82.353
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   325 /   343 =  94.752
0, 41  acc:     9 /    10 =  90.000
0, 42  acc:    17 /    19 =  89.474
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    21 /    24 =  87.500
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   269 /   317 =  84.858
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    14 /    16 =  87.500
0, 51  acc:    13 /    14 =  92.857
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   229 /   259 =  88.417
0, 57  acc:     8 /     9 =  88.889
0, 58  acc:    16 /    19 =  84.211
0, 59  acc:     4 /     4 = 100.000
0, 60  acc:    11 /    18 =  61.111
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     9 /    11 =  81.818
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1920 /  2224 =  86.331
0, 65  acc:   341 /   392 =  86.990
0, 66  acc:   198 /   230 =  86.087
0, 67  acc:    88 /   107 =  82.243
0, 68  acc:    35 /    46 =  76.087
0, 69  acc:     1 /     3 =  33.333
0, 70  acc:    21 /    24 =  87.500
0, 71  acc:     5 /     5 = 100.000
0, 72  acc:    75 /    80 =  93.750
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     2 /     5 =  40.000
0, 76  acc:     5 /     6 =  83.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    66 /    86 =  76.744
0, 81  acc:     9 /    19 =  47.368
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:     3 /     5 =  60.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     5 /     7 =  71.429
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     4 /     5 =  80.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    50 /    58 =  86.207
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     3 /     5 =  60.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    10 /    13 =  76.923
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     8 /     9 =  88.889
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    16 /    17 =  94.118
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    12 /    12 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6090 /  6629 =  91.869
0, 118  acc:  1433 /  1550 =  92.452
0, 119  acc:   343 /   377 =  90.981
0, 120  acc:   322 /   350 =  92.000
0, 121  acc:    41 /    54 =  75.926
0, 122  acc:    32 /    33 =  96.970
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    35 /    38 =  92.105
0, 125  acc:   323 /   350 =  92.286
0, 126  acc:   115 /   123 =  93.496
0, 127  acc:    20 /    24 =  83.333
0, 128  acc:    42 /    46 =  91.304
0, 129  acc:     4 /     5 =  80.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   194 /   219 =  88.584
0, 134  acc:    43 /    56 =  76.786
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    29 /    32 =  90.625
0, 137  acc:    12 /    14 =  85.714
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    56 /    66 =  84.848
0, 142  acc:     7 /     8 =  87.500
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     4 /     4 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    99 /   109 =  90.826
0, 149  acc:    15 /    17 =  88.235
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     8 /    15 =  53.333
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    47 /    49 =  95.918
0, 155  acc:     6 /     9 =  66.667
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     2 /     3 =  66.667
0, 159  acc:    21 /    25 =  84.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    13 =  69.231
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     2 =  50.000
0, 169  acc:  1376 /  1625 =  84.677
0, 170  acc:   334 /   399 =  83.709
0, 171  acc:    98 /   102 =  96.078
0, 172  acc:   142 /   161 =  88.199
0, 173  acc:    17 /    24 =  70.833
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:     5 /    10 =  50.000
0, 177  acc:    45 /    54 =  83.333
0, 178  acc:    13 /    14 =  92.857
0, 179  acc:     5 /     7 =  71.429
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     3 /     4 =  75.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     0 /     2 =   0.000
0, 184  acc:    49 /    53 =  92.453
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     8 /    12 =  66.667
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     4 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    26 =  88.462
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     2 =  50.000
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    36 /    40 =  90.000
0, 197  acc:    10 /    11 =  90.909
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    10 /    13 =  76.923
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     5 /     8 =  62.500
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 63399 / 64534 =  98.241
1, 1  acc:  6380 /  6495 =  98.229
1, 2  acc: 11300 / 11565 =  97.709
1, 3  acc:  4657 /  4799 =  97.041
1, 4  acc:  5595 /  5736 =  97.542
1, 5  acc:   917 /   945 =  97.037
1, 6  acc:   553 /   561 =  98.574
1, 7  acc:   649 /   670 =  96.866
1, 8  acc:  5800 /  5932 =  97.775
1, 9  acc:   396 /   412 =  96.117
1, 10  acc:   518 /   529 =  97.921
1, 11  acc:   239 /   245 =  97.551
1, 12  acc:   872 /   897 =  97.213
1, 13  acc:   102 /   111 =  91.892
1, 14  acc:   137 /   141 =  97.163
1, 15  acc:   164 /   168 =  97.619
1, 16  acc:  8440 /  8744 =  96.523
1, 17  acc:   287 /   300 =  95.667
1, 18  acc:   670 /   704 =  95.170
1, 19  acc:   244 /   258 =  94.574
1, 20  acc:   298 /   309 =  96.440
1, 21  acc:    34 /    35 =  97.143
1, 22  acc:   122 /   132 =  92.424
1, 23  acc:    33 /    37 =  89.189
1, 24  acc:  1099 /  1137 =  96.658
1, 25  acc:    27 /    30 =  90.000
1, 26  acc:   118 /   121 =  97.521
1, 27  acc:    18 /    19 =  94.737
1, 28  acc:   141 /   146 =  96.575
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:    29 /    29 = 100.000
1, 31  acc:    15 /    17 =  88.235
1, 32  acc:  1862 /  1904 =  97.794
1, 33  acc:    90 /    91 =  98.901
1, 34  acc:    76 /    79 =  96.203
1, 35  acc:    22 /    22 = 100.000
1, 36  acc:    54 /    56 =  96.429
1, 37  acc:     8 /    11 =  72.727
1, 38  acc:    37 /    37 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   436 /   447 =  97.539
1, 41  acc:    17 /    19 =  89.474
1, 42  acc:    10 /    10 = 100.000
1, 43  acc:    25 /    28 =  89.286
1, 44  acc:    26 /    27 =  96.296
1, 45  acc:     5 /     7 =  71.429
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   589 /   608 =  96.875
1, 49  acc:    14 /    14 = 100.000
1, 50  acc:    33 /    37 =  89.189
1, 51  acc:    30 /    32 =  93.750
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    35 =  91.429
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   469 /   495 =  94.747
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    20 /    20 = 100.000
1, 59  acc:    17 /    19 =  89.474
1, 60  acc:    32 /    33 =  96.970
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    28 /    28 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5636 /  5763 =  97.796
1, 65  acc:   829 /   853 =  97.186
1, 66  acc:   499 /   512 =  97.461
1, 67  acc:   184 /   192 =  95.833
1, 68  acc:   252 /   259 =  97.297
1, 69  acc:    40 /    42 =  95.238
1, 70  acc:   101 /   101 = 100.000
1, 71  acc:    27 /    28 =  96.429
1, 72  acc:   125 /   127 =  98.425
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     4 /     5 =  80.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    21 /    22 =  95.455
1, 77  acc:     7 /     7 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   191 /   200 =  95.500
1, 81  acc:    23 /    23 = 100.000
1, 82  acc:    49 /    51 =  96.078
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    35 /    37 =  94.595
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    33 /    33 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   138 /   141 =  97.872
1, 95  acc:    16 /    18 =  88.889
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    24 /    26 =  92.308
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    38 /    38 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    23 /    23 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    13 /    13 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8382 /  8777 =  95.500
1, 118  acc:  1981 /  2067 =  95.839
1, 119  acc:   512 /   539 =  94.991
1, 120  acc:   574 /   595 =  96.471
1, 121  acc:   146 /   152 =  96.053
1, 122  acc:    93 /    95 =  97.895
1, 123  acc:    32 /    37 =  86.486
1, 124  acc:    32 /    35 =  91.429
1, 125  acc:   508 /   530 =  95.849
1, 126  acc:   122 /   130 =  93.846
1, 127  acc:    25 /    25 = 100.000
1, 128  acc:    62 /    63 =  98.413
1, 129  acc:    13 /    14 =  92.857
1, 130  acc:     5 /     7 =  71.429
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:   437 /   465 =  93.978
1, 134  acc:    77 /    82 =  93.902
1, 135  acc:    33 /    33 = 100.000
1, 136  acc:    21 /    24 =  87.500
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    97 /   103 =  94.175
1, 142  acc:    18 /    20 =  90.000
1, 143  acc:     4 /     6 =  66.667
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   189 /   205 =  92.195
1, 149  acc:    19 /    20 =  95.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:    10 /    15 =  66.667
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    46 /    50 =  92.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    35 /    35 = 100.000
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     5 =  80.000
1, 164  acc:    29 /    29 = 100.000
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3521 /  3673 =  95.862
1, 170  acc:   631 /   662 =  95.317
1, 171  acc:   293 /   301 =  97.342
1, 172  acc:   242 /   250 =  96.800
1, 173  acc:    61 /    63 =  96.825
1, 174  acc:    13 /    17 =  76.471
1, 175  acc:     9 /     9 = 100.000
1, 176  acc:    53 /    56 =  94.643
1, 177  acc:    91 /    95 =  95.789
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:    10 /    11 =  90.909
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    13 /    15 =  86.667
1, 184  acc:   118 /   127 =  92.913
1, 185  acc:    46 /    46 = 100.000
1, 186  acc:    15 /    17 =  88.235
1, 187  acc:    15 /    16 =  93.750
1, 188  acc:     5 /     7 =  71.429
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   104 /   114 =  91.228
1, 197  acc:    11 /    11 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    13 =  92.308
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    17 /    20 =  85.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    13 /    13 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 258601 / 269038 =  96.121
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24449 / 25373 =  96.358
0, 1  acc: 30134 / 31282 =  96.330
0, 2  acc:  5944 /  6155 =  96.572
0, 3  acc: 23458 / 24292 =  96.567
0, 4  acc: 10437 / 10829 =  96.380
0, 5  acc:  5372 /  5541 =  96.950
0, 6  acc:  6532 /  6785 =  96.271
0, 7  acc: 11589 / 12016 =  96.446
1, 0  acc:  4296 /  4437 =  96.822
1, 1  acc:  4798 /  4962 =  96.695
1, 2  acc:  2189 /  2265 =  96.645
1, 3  acc:  2347 /  2446 =  95.953
1, 4  acc:  3007 /  3125 =  96.224
1, 5  acc:   963 /  1003 =  96.012
1, 6  acc:  2987 /  3111 =  96.014
1, 7  acc:  4518 /  4682 =  96.497
--------------------------------------
Average acc: 143020 / 148304 =  96.437
Robust  acc:  2347 /  2446 =  95.953
--------------------------------------
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 [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:[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: 59.003 | Best Acc: 87.034
-------------------------------------
Training, Epoch 7:
Accuracies by groups:
0, 0  acc:  9981 / 12092 =  82.542
0, 1  acc: 11842 / 14179 =  83.518
0, 2  acc:  1894 /  3210 =  59.003
0, 3  acc: 10532 / 12101 =  87.034
0, 4  acc:  3674 /  5355 =  68.609
0, 5  acc:  2401 /  2980 =  80.570
0, 6  acc:  1985 /  3335 =  59.520
0, 7  acc:  3811 /  5723 =  66.591
1, 0  acc:  1731 /  2203 =  78.575
1, 1  acc:  1745 /  2270 =  76.872
1, 2  acc:   996 /  1216 =  81.908
1, 3  acc:   957 /  1260 =  75.952
1, 4  acc:  1279 /  1627 =  78.611
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1229 /  1537 =  79.961
1, 7  acc:  1766 /  2246 =  78.629
------------------------------------
Average acc: 56213 / 71854 =  78.232
Robust  acc:  1894 /  3210 =  59.003
------------------------------------
Accuracies by groups:
0, 0  acc:  9981 / 12092 =  82.542
0, 1  acc: 11842 / 14179 =  83.518
0, 2  acc:  1894 /  3210 =  59.003
0, 3  acc: 10532 / 12101 =  87.034
0, 4  acc:  3674 /  5355 =  68.609
0, 5  acc:  2401 /  2980 =  80.570
0, 6  acc:  1985 /  3335 =  59.520
0, 7  acc:  3811 /  5723 =  66.591
1, 0  acc:  1731 /  2203 =  78.575
1, 1  acc:  1745 /  2270 =  76.872
1, 2  acc:   996 /  1216 =  81.908
1, 3  acc:   957 /  1260 =  75.952
1, 4  acc:  1279 /  1627 =  78.611
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1229 /  1537 =  79.961
1, 7  acc:  1766 /  2246 =  78.629
------------------------------------
Average acc: 56213 / 71854 =  78.232
Robust  acc:  1894 /  3210 =  59.003
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9981 / 12092 =  82.542
0, 1  acc: 11842 / 14179 =  83.518
0, 2  acc:  1894 /  3210 =  59.003
0, 3  acc: 10532 / 12101 =  87.034
0, 4  acc:  3674 /  5355 =  68.609
0, 5  acc:  2401 /  2980 =  80.570
0, 6  acc:  1985 /  3335 =  59.520
0, 7  acc:  3811 /  5723 =  66.591
1, 0  acc:  1731 /  2203 =  78.575
1, 1  acc:  1745 /  2270 =  76.872
1, 2  acc:   996 /  1216 =  81.908
1, 3  acc:   957 /  1260 =  75.952
1, 4  acc:  1279 /  1627 =  78.611
1, 5  acc:   390 /   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  10male 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 2[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   9 [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: 0.000 | Train Acc: 97.168 | Val Loss: 0.000 | Val Acc: 98.655
Training:
Accuracies by groups:
0, 0  acc: 60403 / 62028 =  97.380
0, 1  acc:  6490 /  6688 =  97.039
0, 2  acc:  9973 / 10342 =  96.432
0, 3  acc:  4788 /  4972 =  96.299
0, 4  acc:  1875 /  2089 =  89.756
0, 5  acc:   230 /   279 =  82.437
0, 6  acc:   259 /   293 =  88.396
0, 7  acc:   252 /   281 =  89.680
0, 8  acc:  5497 /  5722 =  96.068
0, 9  acc:   381 /   396 =  96.212
0, 10  acc:   368 /   393 =  93.639
0, 11  acc:   247 /   268 =  92.164
0, 12  acc:   350 /   403 =  86.849
0, 13  acc:    30 /    32 =  93.750
0, 14  acc:    34 /    45 =  75.556
0, 15  acc:    24 /    33 =  72.727
0, 16  acc:  4322 /  4677 =  92.410
0, 17  acc:   159 /   168 =  94.643
0, 18  acc:   438 /   465 =  94.194
0, 19  acc:   149 /   157 =  94.904
0, 20  acc:    95 /   112 =  84.821
0, 21  acc:    19 /    19 = 100.000
0, 22  acc:    47 /    53 =  88.679
0, 23  acc:    10 /    14 =  71.429
0, 24  acc:   536 /   581 =  92.255
0, 25  acc:    39 /    42 =  92.857
0, 26  acc:    65 /    65 = 100.000
0, 27  acc:    20 /    20 = 100.000
0, 28  acc:    23 /    32 =  71.875
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     0 /     9 =   0.000
0, 31  acc:     2 /     3 =  66.667
0, 32  acc:  1392 /  1447 =  96.199
0, 33  acc:    62 /    66 =  93.939
0, 34  acc:    59 /    61 =  96.721
0, 35  acc:    26 /    26 = 100.000
0, 36  acc:    33 /    35 =  94.286
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    17 /    17 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   329 /   341 =  96.481
0, 41  acc:     9 /    10 =  90.000
0, 42  acc:     6 /     8 =  75.000
0, 43  acc:     9 /     9 = 100.000
0, 44  acc:    19 /    19 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   280 /   305 =  91.803
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    14 /    14 = 100.000
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   225 /   250 =  90.000
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:     8 /    11 =  72.727
0, 59  acc:    15 /    16 =  93.750
0, 60  acc:    20 /    23 =  86.957
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    12 /    12 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2074 /  2319 =  89.435
0, 65  acc:   340 /   370 =  91.892
0, 66  acc:   217 /   238 =  91.176
0, 67  acc:    82 /    88 =  93.182
0, 68  acc:    51 /    54 =  94.444
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    23 /    25 =  92.000
0, 71  acc:     5 /     5 = 100.000
0, 72  acc:    56 /    57 =  98.246
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     5 /     6 =  83.333
0, 76  acc:     5 /     6 =  83.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    61 /    73 =  83.562
0, 81  acc:    12 /    15 =  80.000
0, 82  acc:     8 /    10 =  80.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     3 /     3 = 100.000
0, 85  acc:     1 /     2 =  50.000
0, 86  acc:    13 /    13 = 100.000
0, 87  acc:     3 /     3 = 100.000
0, 88  acc:     3 /     3 = 100.000
0, 89  acc:     0 /     2 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    83 /    88 =  94.318
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     2 /     3 =  66.667
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     8 /    10 =  80.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:    16 /    17 =  94.118
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    16 =  93.750
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     4 =  50.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6255 /  6634 =  94.287
0, 118  acc:  1461 /  1538 =  94.993
0, 119  acc:   350 /   364 =  96.154
0, 120  acc:   310 /   330 =  93.939
0, 121  acc:    57 /    67 =  85.075
0, 122  acc:    30 /    33 =  90.909
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    16 /    17 =  94.118
0, 125  acc:   325 /   348 =  93.391
0, 126  acc:   110 /   116 =  94.828
0, 127  acc:    31 /    33 =  93.939
0, 128  acc:    27 /    28 =  96.429
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   215 /   228 =  94.298
0, 134  acc:    53 /    64 =  82.812
0, 135  acc:    21 /    23 =  91.304
0, 136  acc:    24 /    25 =  96.000
0, 137  acc:    12 /    15 =  80.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    73 /    82 =  89.024
0, 142  acc:     8 /    10 =  80.000
0, 143  acc:     1 /     1 = 100.000
0, 144  acc:    11 /    14 =  78.571
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   115 =  93.913
0, 149  acc:    13 /    14 =  92.857
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    14 /    18 =  77.778
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    31 /    31 = 100.000
0, 155  acc:     8 /     9 =  88.889
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    28 /    30 =  93.333
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    13 =  84.615
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1459 /  1639 =  89.018
0, 170  acc:   327 /   368 =  88.859
0, 171  acc:   111 /   115 =  96.522
0, 172  acc:   160 /   171 =  93.567
0, 173  acc:    19 /    21 =  90.476
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     4 /     6 =  66.667
0, 176  acc:    11 /    18 =  61.111
0, 177  acc:    46 /    47 =  97.872
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:     3 /     4 =  75.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    56 /    61 =  91.803
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    20 /    25 =  80.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     3 =  33.333
0, 195  acc:     2 /     4 =  50.000
0, 196  acc:    49 /    51 =  96.078
0, 197  acc:    18 /    19 =  94.737
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     3 =  66.667
0, 204  acc:    18 /    23 =  78.261
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
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:     4 /     4 = 100.000
1, 0  acc: 63850 / 64705 =  98.679
1, 1  acc:  6562 /  6646 =  98.736
1, 2  acc: 11328 / 11527 =  98.274
1, 3  acc:  4836 /  4931 =  98.073
1, 4  acc:  5703 /  5813 =  98.108
1, 5  acc:   928 /   951 =  97.581
1, 6  acc:   541 /   556 =  97.302
1, 7  acc:   685 /   701 =  97.718
1, 8  acc:  5887 /  6006 =  98.019
1, 9  acc:   401 /   404 =  99.257
1, 10  acc:   507 /   517 =  98.066
1, 11  acc:   233 /   238 =  97.899
1, 12  acc:   930 /   954 =  97.484
1, 13  acc:   117 /   121 =  96.694
1, 14  acc:   154 /   157 =  98.089
1, 15  acc:   164 /   171 =  95.906
1, 16  acc:  8621 /  8819 =  97.755
1, 17  acc:   285 /   290 =  98.276
1, 18  acc:   634 /   658 =  96.353
1, 19  acc:   269 /   278 =  96.763
1, 20  acc:   285 /   290 =  98.276
1, 21  acc:    45 /    47 =  95.745
1, 22  acc:   140 /   143 =  97.902
1, 23  acc:    43 /    48 =  89.583
1, 24  acc:  1137 /  1169 =  97.263
1, 25  acc:    27 /    28 =  96.429
1, 26  acc:   107 /   108 =  99.074
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   162 /   165 =  98.182
1, 29  acc:    13 /    13 = 100.000
1, 30  acc:    17 /    18 =  94.444
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:  1793 /  1821 =  98.462
1, 33  acc:    95 /    95 = 100.000
1, 34  acc:    71 /    77 =  92.208
1, 35  acc:    30 /    31 =  96.774
1, 36  acc:    43 /    43 = 100.000
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    26 /    27 =  96.296
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   446 /   451 =  98.891
1, 41  acc:    16 /    19 =  84.211
1, 42  acc:    13 /    14 =  92.857
1, 43  acc:    34 /    34 = 100.000
1, 44  acc:    25 /    26 =  96.154
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    18 /    18 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   593 /   606 =  97.855
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    35 /    39 =  89.744
1, 51  acc:    29 /    30 =  96.667
1, 52  acc:    17 /    18 =  94.444
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    45 /    45 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   471 /   485 =  97.113
1, 57  acc:    19 /    19 = 100.000
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    23 /    24 =  95.833
1, 60  acc:    22 /    23 =  95.652
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    24 /    24 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5674 /  5776 =  98.234
1, 65  acc:   784 /   806 =  97.270
1, 66  acc:   523 /   538 =  97.212
1, 67  acc:   221 /   226 =  97.788
1, 68  acc:   242 /   243 =  99.588
1, 69  acc:    45 /    45 = 100.000
1, 70  acc:    85 /    86 =  98.837
1, 71  acc:    34 /    34 = 100.000
1, 72  acc:   110 /   114 =  96.491
1, 73  acc:     9 /     9 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    28 /    28 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   191 /   195 =  97.949
1, 81  acc:    26 /    33 =  78.788
1, 82  acc:    47 /    51 =  92.157
1, 83  acc:     8 /     8 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    30 /    31 =  96.774
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    19 /    19 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     5 =  80.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   139 /   142 =  97.887
1, 95  acc:    17 /    18 =  94.444
1, 96  acc:    18 /    18 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    21 /    21 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    27 /    27 = 100.000
1, 101  acc:     7 /     7 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     6 /     6 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    31 /    31 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    23 /    23 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     7 /     7 = 100.000
1, 112  acc:     9 /     9 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8380 /  8620 =  97.216
1, 118  acc:  2079 /  2122 =  97.974
1, 119  acc:   535 /   555 =  96.396
1, 120  acc:   543 /   559 =  97.138
1, 121  acc:   158 /   165 =  95.758
1, 122  acc:    80 /    84 =  95.238
1, 123  acc:    24 /    24 = 100.000
1, 124  acc:    42 /    44 =  95.455
1, 125  acc:   552 /   569 =  97.012
1, 126  acc:   128 /   137 =  93.431
1, 127  acc:    24 /    27 =  88.889
1, 128  acc:    48 /    51 =  94.118
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     5 /     7 =  71.429
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    14 =  92.857
1, 133  acc:   496 /   510 =  97.255
1, 134  acc:    71 /    73 =  97.260
1, 135  acc:    34 /    34 = 100.000
1, 136  acc:    22 /    24 =  91.667
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   116 /   121 =  95.868
1, 142  acc:    15 /    15 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   227 /   233 =  97.425
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:    12 /    13 =  92.308
1, 151  acc:    22 /    24 =  91.667
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:     3 /     4 =  75.000
1, 154  acc:    42 /    44 =  95.455
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:    31 /    31 = 100.000
1, 160  acc:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    42 /    44 =  95.455
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3705 /  3810 =  97.244
1, 170  acc:   718 /   748 =  95.989
1, 171  acc:   283 /   290 =  97.586
1, 172  acc:   233 /   240 =  97.083
1, 173  acc:    72 /    74 =  97.297
1, 174  acc:    12 /    13 =  92.308
1, 175  acc:     6 /     9 =  66.667
1, 176  acc:    53 /    56 =  94.643
1, 177  acc:    92 /    93 =  98.925
1, 178  acc:     7 /     7 = 100.000
1, 179  acc:     8 /     8 = 100.000
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:   147 /   150 =  98.000
1, 185  acc:    43 /    44 =  97.727
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:    16 /    17 =  94.118
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     5 /     6 =  83.333
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   107 /   115 =  93.043
1, 197  acc:    11 /    12 =  91.667
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    24 =  87.500
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    17 /    21 =  80.952
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 261420 / 269038 =  97.168
Robust  acc:     0 /     9 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25049 / 25373 =  98.723
0, 1  acc: 30859 / 31282 =  98.648
0, 2  acc:  6091 /  6155 =  98.960
0, 3  acc: 23974 / 24292 =  98.691
0, 4  acc: 10665 / 10829 =  98.486
0, 5  acc:  5465 /  5541 =  98.628
0, 6  acc:  6703 /  6785 =  98.791
0, 7  acc: 11854 / 12016 =  98.652
1, 0  acc:  4368 /  4437 =  98.445
1, 1  acc:  4903 /  4962 =  98.811
1, 2  acc:  2230 /  2265 =  98.455
1, 3  acc:  2411 /  2446 =  98.569
1, 4  acc:  3079 /  3125 =  98.528
1, 5  acc:   987 /  1003 =  98.405
1, 6  acc:  3065 /  3111 =  98.521
1, 7  acc:  4615 /  4682 =  98.569
--------------------------------------
Average acc: 146318 / 148304 =  98.661
Robust  acc:   987 /  1003 =  98.405
--------------------------------------
New max robust acc: 98.4047856430708
debias model - Saving best checkpoint at epoch 8
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.192 | Best Acc: 92.802
-------------------------------------
Training, Epoch 8:
Accuracies by groups:
0, 0  acc: 10901 / 12092 =  90.151
0, 1  acc: 12923 / 14179 =  91.142
0, 2  acc:  2479 /  3210 =  77.227
0, 3  acc: 11230 / 12101 =  92.802
0, 4  acc:  4505 /  5355 =  84.127
0, 5  acc:  2655 /  2980 =  89.094
0, 6  acc:  2577 /  3335 =  77.271
0, 7  acc:  4664 /  5723 =  81.496
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1469 /  2270 =  64.714
1, 2  acc:   791 /  1216 =  65.049
1, 3  acc:   772 /  1260 =  61.270
1, 4  acc:   990 /  1627 =  60.848
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1010 /  1537 =  65.712
1, 7  acc:  1432 /  2246 =  63.758
------------------------------------
Average acc: 60149 / 71854 =  83.710
Robust  acc:   313 /   520 =  60.192
------------------------------------
Accuracies by groups:
0, 0  acc: 10901 / 12092 =  90.151
0, 1  acc: 12923 / 14179 =  91.142
0, 2  acc:  2479 /  3210 =  77.227
0, 3  acc: 11230 / 12101 =  92.802
0, 4  acc:  4505 /  5355 =  84.127
0, 5  acc:  2655 /  2980 =  89.094
0, 6  acc:  2577 /  3335 =  77.271
0, 7  acc:  4664 /  5723 =  81.496
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1469 /  2270 =  64.714
1, 2  acc:   791 /  1216 =  65.049
1, 3  acc:   772 /  1260 =  61.270
1, 4  acc:   990 /  1627 =  60.848
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1010 /  1537 =  65.712
1, 7  acc:  1432 /  2246 =  63.758
------------------------------------
Average acc: 60149 / 71854 =  83.710
Robust  acc:   313 /   520 =  60.192
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10901 / 12092 =  90.151
0, 1  acc: 12923 / 14179 =  91.142
0, 2  acc:  2479 /  3210 =  77.227
0, 3  acc: 11230 / 12101 =  92.802
0, 4  acc:  4505 /  5355 =  84.127
0, 5  acc:  2655 /  2980 =  89.094
0, 6  acc:  2577 /  3335 =  77.271
0, 7  acc:  4664 /  5723 =  81.496
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1469 /  2270 =  64.714
1, 2  acc:   791 /  1216 =  65.049
1, 3  acc:   772 /  1260 =  61.270
1, 4  acc:   990 /  1627 =  60.848
1, 5  acc:   313 /   5male 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  1male 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 24[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[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: 0.000 | Train Acc: 97.995 | Val Loss: 0.000 | Val Acc: 98.666
Training:
Accuracies by groups:
0, 0  acc: 61148 / 62520 =  97.806
0, 1  acc:  6583 /  6718 =  97.990
0, 2  acc:  9936 / 10211 =  97.307
0, 3  acc:  4911 /  5052 =  97.209
0, 4  acc:  1957 /  2111 =  92.705
0, 5  acc:   237 /   275 =  86.182
0, 6  acc:   253 /   275 =  92.000
0, 7  acc:   249 /   275 =  90.545
0, 8  acc:  5545 /  5703 =  97.230
0, 9  acc:   403 /   422 =  95.498
0, 10  acc:   409 /   428 =  95.561
0, 11  acc:   274 /   283 =  96.820
0, 12  acc:   364 /   400 =  91.000
0, 13  acc:    30 /    34 =  88.235
0, 14  acc:    39 /    46 =  84.783
0, 15  acc:    30 /    32 =  93.750
0, 16  acc:  4550 /  4806 =  94.673
0, 17  acc:   167 /   171 =  97.661
0, 18  acc:   436 /   457 =  95.405
0, 19  acc:   149 /   163 =  91.411
0, 20  acc:   109 /   123 =  88.618
0, 21  acc:    13 /    15 =  86.667
0, 22  acc:    68 /    72 =  94.444
0, 23  acc:    14 /    18 =  77.778
0, 24  acc:   568 /   606 =  93.729
0, 25  acc:    30 /    31 =  96.774
0, 26  acc:    61 /    62 =  98.387
0, 27  acc:    14 /    15 =  93.333
0, 28  acc:    45 /    46 =  97.826
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1422 /  1462 =  97.264
0, 33  acc:    69 /    72 =  95.833
0, 34  acc:    51 /    52 =  98.077
0, 35  acc:    18 /    18 = 100.000
0, 36  acc:    32 /    32 = 100.000
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    20 /    21 =  95.238
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   348 /   361 =  96.399
0, 41  acc:    24 /    24 = 100.000
0, 42  acc:    14 /    15 =  93.333
0, 43  acc:     9 /     9 = 100.000
0, 44  acc:    16 /    16 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     3 /     5 =  60.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   292 /   311 =  93.891
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    16 /    16 = 100.000
0, 51  acc:    13 /    13 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     1 /     2 =  50.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   271 /   285 =  95.088
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    14 /    15 =  93.333
0, 59  acc:     9 /     9 = 100.000
0, 60  acc:    13 /    15 =  86.667
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2158 /  2322 =  92.937
0, 65  acc:   335 /   360 =  93.056
0, 66  acc:   230 /   248 =  92.742
0, 67  acc:    92 /    98 =  93.878
0, 68  acc:    49 /    50 =  98.000
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    29 /    34 =  85.294
0, 71  acc:     6 /     6 = 100.000
0, 72  acc:    60 /    62 =  96.774
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     3 /     3 = 100.000
0, 75  acc:     8 /     9 =  88.889
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    85 /    98 =  86.735
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:     3 /     3 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     1 /     1 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     3 /     5 =  60.000
0, 87  acc:     5 /     5 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    67 /    74 =  90.541
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /     9 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    14 /    16 =  87.500
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     3 /     5 =  60.000
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     4 /     4 = 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:  6353 /  6611 =  96.097
0, 118  acc:  1513 /  1573 =  96.186
0, 119  acc:   373 /   388 =  96.134
0, 120  acc:   319 /   331 =  96.375
0, 121  acc:    60 /    66 =  90.909
0, 122  acc:    54 /    56 =  96.429
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    18 /    20 =  90.000
0, 125  acc:   372 /   389 =  95.630
0, 126  acc:   103 /   105 =  98.095
0, 127  acc:    18 /    20 =  90.000
0, 128  acc:    35 /    35 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   253 /   261 =  96.935
0, 134  acc:    71 /    73 =  97.260
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    34 /    34 = 100.000
0, 137  acc:    11 /    12 =  91.667
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    51 /    57 =  89.474
0, 142  acc:    10 /    10 = 100.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    16 /    16 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   121 /   128 =  94.531
0, 149  acc:     8 /    10 =  80.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    18 /    24 =  75.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    32 /    32 = 100.000
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    20 /    21 =  95.238
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    19 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    12 /    12 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1471 /  1575 =  93.397
0, 170  acc:   311 /   337 =  92.285
0, 171  acc:   105 /   108 =  97.222
0, 172  acc:   149 /   155 =  96.129
0, 173  acc:    25 /    26 =  96.154
0, 174  acc:    12 /    14 =  85.714
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    10 /    13 =  76.923
0, 177  acc:    63 /    65 =  96.923
0, 178  acc:    15 /    15 = 100.000
0, 179  acc:    11 /    12 =  91.667
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    67 /    71 =  94.366
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     1 /     1 = 100.000
0, 187  acc:     2 /     4 =  50.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    34 =  94.118
0, 192  acc:     0 /     4 =   0.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    50 /    51 =  98.039
0, 197  acc:    15 /    15 = 100.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     6 /     6 = 100.000
0, 204  acc:    15 /    16 =  93.750
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     2 /     3 =  66.667
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     3 =  66.667
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 63502 / 64065 =  99.121
1, 1  acc:  6451 /  6522 =  98.911
1, 2  acc: 11211 / 11314 =  99.090
1, 3  acc:  4724 /  4787 =  98.684
1, 4  acc:  5677 /  5750 =  98.730
1, 5  acc:  1012 /  1025 =  98.732
1, 6  acc:   564 /   569 =  99.121
1, 7  acc:   721 /   729 =  98.903
1, 8  acc:  5928 /  6001 =  98.784
1, 9  acc:   420 /   426 =  98.592
1, 10  acc:   516 /   524 =  98.473
1, 11  acc:   270 /   274 =  98.540
1, 12  acc:   865 /   872 =  99.197
1, 13  acc:   128 /   128 = 100.000
1, 14  acc:   145 /   148 =  97.973
1, 15  acc:   160 /   162 =  98.765
1, 16  acc:  8836 /  8959 =  98.627
1, 17  acc:   327 /   332 =  98.494
1, 18  acc:   661 /   669 =  98.804
1, 19  acc:   257 /   263 =  97.719
1, 20  acc:   326 /   333 =  97.898
1, 21  acc:    50 /    50 = 100.000
1, 22  acc:   152 /   155 =  98.065
1, 23  acc:    42 /    44 =  95.455
1, 24  acc:  1123 /  1144 =  98.164
1, 25  acc:    19 /    19 = 100.000
1, 26  acc:   125 /   127 =  98.425
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   138 /   140 =  98.571
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1731 /  1747 =  99.084
1, 33  acc:    80 /    81 =  98.765
1, 34  acc:    67 /    71 =  94.366
1, 35  acc:    29 /    29 = 100.000
1, 36  acc:    57 /    57 = 100.000
1, 37  acc:     8 /     9 =  88.889
1, 38  acc:    32 /    32 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   458 /   465 =  98.495
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:    13 /    15 =  86.667
1, 43  acc:    25 /    26 =  96.154
1, 44  acc:    34 /    34 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   592 /   600 =  98.667
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    58 /    58 = 100.000
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    17 /    17 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    37 /    38 =  97.368
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   489 /   498 =  98.193
1, 57  acc:    18 /    19 =  94.737
1, 58  acc:    20 /    20 = 100.000
1, 59  acc:    13 /    13 = 100.000
1, 60  acc:    37 /    37 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    21 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5799 /  5886 =  98.522
1, 65  acc:   812 /   828 =  98.068
1, 66  acc:   524 /   532 =  98.496
1, 67  acc:   192 /   194 =  98.969
1, 68  acc:   274 /   278 =  98.561
1, 69  acc:    30 /    31 =  96.774
1, 70  acc:    91 /    92 =  98.913
1, 71  acc:    30 /    30 = 100.000
1, 72  acc:   129 /   129 = 100.000
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    19 /    19 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   189 /   194 =  97.423
1, 81  acc:    19 /    19 = 100.000
1, 82  acc:    56 /    57 =  98.246
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    15 /    15 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    20 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     4 /     5 =  80.000
1, 94  acc:   165 /   168 =  98.214
1, 95  acc:    15 /    16 =  93.750
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    19 /    19 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    24 /    24 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    37 /    38 =  97.368
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     4 /     4 = 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:  8612 /  8769 =  98.210
1, 118  acc:  2030 /  2061 =  98.496
1, 119  acc:   504 /   510 =  98.824
1, 120  acc:   577 /   583 =  98.971
1, 121  acc:   138 /   141 =  97.872
1, 122  acc:    76 /    76 = 100.000
1, 123  acc:    37 /    37 = 100.000
1, 124  acc:    31 /    33 =  93.939
1, 125  acc:   568 /   571 =  99.475
1, 126  acc:   155 /   156 =  99.359
1, 127  acc:    35 /    35 = 100.000
1, 128  acc:    53 /    54 =  98.148
1, 129  acc:    21 /    21 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:   451 /   459 =  98.257
1, 134  acc:    94 /    95 =  98.947
1, 135  acc:    32 /    33 =  96.970
1, 136  acc:    35 /    36 =  97.222
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   124 /   126 =  98.413
1, 142  acc:    22 /    22 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   223 /   226 =  98.673
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:     7 /    11 =  63.636
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    48 /    48 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    33 =  96.970
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    35 /    36 =  97.222
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3777 /  3832 =  98.565
1, 170  acc:   666 /   681 =  97.797
1, 171  acc:   284 /   285 =  99.649
1, 172  acc:   248 /   251 =  98.805
1, 173  acc:    61 /    62 =  98.387
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:    16 /    16 = 100.000
1, 176  acc:    59 /    60 =  98.333
1, 177  acc:    99 /    99 = 100.000
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:    23 /    25 =  92.000
1, 184  acc:   135 /   137 =  98.540
1, 185  acc:    37 /    37 = 100.000
1, 186  acc:    11 /    14 =  78.571
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:    12 /    13 =  92.308
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    17 /    17 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    97 /   101 =  96.040
1, 197  acc:    12 /    12 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    19 =  94.737
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    21 /    21 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     4 =  75.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:    14 /    14 = 100.000
1, 219  acc:    13 /    13 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263645 / 269038 =  97.995
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25025 / 25373 =  98.628
0, 1  acc: 30864 / 31282 =  98.664
0, 2  acc:  6058 /  6155 =  98.424
0, 3  acc: 23958 / 24292 =  98.625
0, 4  acc: 10679 / 10829 =  98.615
0, 5  acc:  5463 /  5541 =  98.592
0, 6  acc:  6692 /  6785 =  98.629
0, 7  acc: 11848 / 12016 =  98.602
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4897 /  4962 =  98.690
1, 2  acc:  2238 /  2265 =  98.808
1, 3  acc:  2409 /  2446 =  98.487
1, 4  acc:  3082 /  3125 =  98.624
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3065 /  3111 =  98.521
1, 7  acc:  4626 /  4682 =  98.804
--------------------------------------
Average acc: 146270 / 148304 =  98.628
Robust  acc:  6058 /  6155 =  98.424
--------------------------------------
New max robust acc: 98.42404549147035
debias model - Saving best checkpoint at epoch 9
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.190 | Best Acc: 91.331
-------------------------------------
Training, Epoch 9:
Accuracies by groups:
0, 0  acc: 10591 / 12092 =  87.587
0, 1  acc: 12583 / 14179 =  88.744
0, 2  acc:  2366 /  3210 =  73.707
0, 3  acc: 11052 / 12101 =  91.331
0, 4  acc:  4266 /  5355 =  79.664
0, 5  acc:  2591 /  2980 =  86.946
0, 6  acc:  2403 /  3335 =  72.054
0, 7  acc:  4387 /  5723 =  76.656
1, 0  acc:  1561 /  2203 =  70.858
1, 1  acc:  1594 /  2270 =  70.220
1, 2  acc:   836 /  1216 =  68.750
1, 3  acc:   834 /  1260 =  66.190
1, 4  acc:  1111 /  1627 =  68.285
1, 5  acc:   349 /   520 =  67.115
1, 6  acc:  1089 /  1537 =  70.852
1, 7  acc:  1568 /  2246 =  69.813
------------------------------------
Average acc: 59181 / 71854 =  82.363
Robust  acc:   834 /  1260 =  66.190
------------------------------------
Accuracies by groups:
0, 0  acc: 10591 / 12092 =  87.587
0, 1  acc: 12583 / 14179 =  88.744
0, 2  acc:  2366 /  3210 =  73.707
0, 3  acc: 11052 / 12101 =  91.331
0, 4  acc:  4266 /  5355 =  79.664
0, 5  acc:  2591 /  2980 =  86.946
0, 6  acc:  2403 /  3335 =  72.054
0, 7  acc:  4387 /  5723 =  76.656
1, 0  acc:  1561 /  2203 =  70.858
1, 1  acc:  1594 /  2270 =  70.220
1, 2  acc:   836 /  1216 =  68.750
1, 3  acc:   834 /  1260 =  66.190
1, 4  acc:  1111 /  1627 =  68.285
1, 5  acc:   349 /   520 =  67.115
1, 6  acc:  1089 /  1537 =  70.852
1, 7  acc:  1568 /  2246 =  69.813
------------------------------------
Average acc: 59181 / 71854 =  82.363
Robust  acc:   834 /  1260 =  66.190
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10591 / 12092 =  87.587
0, 1  acc: 12583 / 14179 =  88.744
0, 2  acc:  2366 /  3210 =  73.707
0, 3  acc: 11052 / 12101 =  91.331
0, 4  acc:  4266 /  5355 =  79.664
0, 5  acc:  2591 /  2980 =  86.946
0, 6  acc:  2403 /  3335 =  72.054
0, 7  acc:  4387 /  5723 =  76.656
1, 0  acc:  1561 /  2203 =  70.858
1, 1  acc:  1594 /  2270 =  70.220
1, 2  acc:   836 /  1216 =  68.750
1, 3  acc:   834 /  1260 =  66.190
1, 4  acc:  1111 /  1627 =  68.285
1, 5  acc:   349 /   520 =  67.115
1, 6  acc:  1089 /  1537 =  70.852
1, 7  acc:  1568 /  2246 =  69.813
------------------------------------
Average acc: 59181 / 71854 =  82.363
Robust  acc:   834 /  1260 =  66.190
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed0.pt
 at ./model/civilcomments/config/debias-end_seed0.pt
/ 71854 =  81.341
Robust  acc:   283 /   520 =  54.423
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed0.pt
