Arch: bert-base-uncased_pt
Bs trn: 16
Bs val: 16
Hidden dim: 256
Dataset: civilcomments
Resample class: 
Slice with: rep
Rep cluster method: gmm
Num anchor: 32
Num positive: 32
Num negative: 32
Num negative easy: 0
Weight anc by loss: False
Weight pos by loss: False
Weight neg by loss: False
Anc loss temp: 0.5
Pos loss temp: 0.5
Neg loss temp: 0.5
Data wide pos: False
Target sample ratio: 1
Balance targets: False
Additional negatives: False
Hard negative factor: 0
Full contrastive: False
Train encoder: False
No projection head: False
Projection dim: 128
Batch factor: None
Temperature: 0.05
Single pos: False
Supervised linear scale up: False
Supervised update delay: 0
Contrastive weight: 0.5
Classifier update interval: 8
Optim: AdamW
Max epoch: 5
Lr: 1e-05
Momentum: 0.9
Weight decay: 0.01
Weight decay c: 0.01
Stopping window: 30
Load encoder: 
Freeze encoder: False
Finetune epochs: 0
Clip grad norm: True
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed46.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: 46
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_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=46-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed46.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.021 | Train Acc: 86.031 | Val Loss: 0.000 | Val Acc: 91.463
Training:
Accuracies by groups:
0, 0  acc: 49820 / 58137 =  85.694
0, 1  acc:  5049 /  6022 =  83.843
0, 2  acc:  7370 /  9140 =  80.635
0, 3  acc:  3535 /  4498 =  78.590
0, 4  acc:   788 /  1726 =  45.655
0, 5  acc:    66 /   188 =  35.106
0, 6  acc:   136 /   230 =  59.130
0, 7  acc:   107 /   232 =  46.121
0, 8  acc:  4198 /  5155 =  81.435
0, 9  acc:   311 /   398 =  78.141
0, 10  acc:   266 /   357 =  74.510
0, 11  acc:   170 /   246 =  69.106
0, 12  acc:   137 /   316 =  43.354
0, 13  acc:    12 /    21 =  57.143
0, 14  acc:    12 /    33 =  36.364
0, 15  acc:     4 /    21 =  19.048
0, 16  acc:  2505 /  4130 =  60.654
0, 17  acc:   101 /   156 =  64.744
0, 18  acc:   260 /   386 =  67.358
0, 19  acc:    85 /   131 =  64.885
0, 20  acc:    43 /   102 =  42.157
0, 21  acc:     2 /     6 =  33.333
0, 22  acc:     9 /    33 =  27.273
0, 23  acc:     4 /    10 =  40.000
0, 24  acc:   247 /   476 =  51.891
0, 25  acc:    17 /    26 =  65.385
0, 26  acc:    25 /    45 =  55.556
0, 27  acc:     8 /    13 =  61.538
0, 28  acc:    20 /    34 =  58.824
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     0 /     6 =   0.000
0, 31  acc:     9 /    10 =  90.000
0, 32  acc:   928 /  1242 =  74.718
0, 33  acc:    51 /    64 =  79.688
0, 34  acc:    43 /    54 =  79.630
0, 35  acc:     8 /    13 =  61.538
0, 36  acc:    14 /    23 =  60.870
0, 37  acc:     2 /     4 =  50.000
0, 38  acc:     8 /    16 =  50.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   206 /   289 =  71.280
0, 41  acc:    17 /    19 =  89.474
0, 42  acc:     9 /    16 =  56.250
0, 43  acc:     5 /     7 =  71.429
0, 44  acc:     2 /     9 =  22.222
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     2 /     4 =  50.000
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   118 /   225 =  52.444
0, 49  acc:     2 /     3 =  66.667
0, 50  acc:     8 /    10 =  80.000
0, 51  acc:     5 /     9 =  55.556
0, 52  acc:     1 /     5 =  20.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   104 /   199 =  52.261
0, 57  acc:     8 /     9 =  88.889
0, 58  acc:     4 /    11 =  36.364
0, 59  acc:    10 /    13 =  76.923
0, 60  acc:     5 /    13 =  38.462
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     4 =   0.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1047 /  1973 =  53.066
0, 65  acc:   164 /   304 =  53.947
0, 66  acc:    95 /   196 =  48.469
0, 67  acc:    47 /    85 =  55.294
0, 68  acc:    17 /    42 =  40.476
0, 69  acc:     0 /     1 =   0.000
0, 70  acc:     3 /    13 =  23.077
0, 71  acc:     2 /     8 =  25.000
0, 72  acc:    25 /    45 =  55.556
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:     6 /     7 =  85.714
0, 75  acc:     5 /    10 =  50.000
0, 76  acc:     0 /     3 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    33 /    70 =  47.143
0, 81  acc:     6 /    16 =  37.500
0, 82  acc:     7 /    10 =  70.000
0, 83  acc:     0 /     4 =   0.000
0, 84  acc:     1 /     5 =  20.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     7 =   0.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     5 /     8 =  62.500
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    30 /    56 =  53.571
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     2 /     5 =  40.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     3 /    10 =  30.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     4 /    10 =  40.000
0, 102  acc:     0 /     1 =   0.000
0, 103  acc:     0 /     3 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     2 =  50.000
0, 106  acc:     4 /    14 =  28.571
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:     3 /     4 =  75.000
0, 112  acc:     1 /     6 =  16.667
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:  3353 /  5216 =  64.283
0, 118  acc:   814 /  1311 =  62.090
0, 119  acc:   194 /   313 =  61.981
0, 120  acc:   174 /   266 =  65.414
0, 121  acc:    24 /    60 =  40.000
0, 122  acc:    24 /    36 =  66.667
0, 123  acc:     3 /     8 =  37.500
0, 124  acc:    17 /    27 =  62.963
0, 125  acc:   175 /   301 =  58.140
0, 126  acc:    50 /    98 =  51.020
0, 127  acc:    14 /    22 =  63.636
0, 128  acc:    15 /    31 =  48.387
0, 129  acc:     2 /     4 =  50.000
0, 130  acc:     1 /     3 =  33.333
0, 131  acc:     0 /     2 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:    69 /   157 =  43.949
0, 134  acc:    12 /    43 =  27.907
0, 135  acc:    10 /    23 =  43.478
0, 136  acc:    12 /    26 =  46.154
0, 137  acc:     3 /     8 =  37.500
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    28 /    62 =  45.161
0, 142  acc:     3 /     9 =  33.333
0, 143  acc:     0 /     5 =   0.000
0, 144  acc:     7 /    11 =  63.636
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    53 /    84 =  63.095
0, 149  acc:    10 /    12 =  83.333
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:     1 /    11 =   9.091
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    25 /    35 =  71.429
0, 155  acc:     1 /     4 =  25.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    10 /    27 =  37.037
0, 160  acc:     2 /     3 =  66.667
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     3 /    10 =  30.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     2 /     7 =  28.571
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:   510 /  1213 =  42.045
0, 170  acc:   126 /   287 =  43.902
0, 171  acc:    56 /   105 =  53.333
0, 172  acc:    52 /   123 =  42.276
0, 173  acc:     6 /    12 =  50.000
0, 174  acc:     1 /     3 =  33.333
0, 175  acc:     0 /     1 =   0.000
0, 176  acc:     8 /    14 =  57.143
0, 177  acc:    24 /    52 =  46.154
0, 178  acc:     3 /     6 =  50.000
0, 179  acc:     2 /     9 =  22.222
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    24 /    48 =  50.000
0, 185  acc:     0 /     1 =   0.000
0, 186  acc:     1 /     4 =  25.000
0, 187  acc:     2 /     4 =  50.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     2 /     3 =  66.667
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     7 /    22 =  31.818
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     2 /     3 =  66.667
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    13 /    32 =  40.625
0, 197  acc:     4 /     9 =  44.444
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     0 /     4 =   0.000
0, 200  acc:     1 /     2 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     3 =  33.333
0, 204  acc:    10 /    18 =  55.556
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     2 =  50.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     2 /     4 =  50.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     9 =  33.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     2 =  50.000
1, 0  acc: 64018 / 69624 =  91.948
1, 1  acc:  6483 /  7220 =  89.792
1, 2  acc: 11047 / 12402 =  89.074
1, 3  acc:  4527 /  5133 =  88.194
1, 4  acc:  6000 /  6302 =  95.208
1, 5  acc:  1091 /  1141 =  95.618
1, 6  acc:   591 /   636 =  92.925
1, 7  acc:   745 /   789 =  94.423
1, 8  acc:  5416 /  6180 =  87.638
1, 9  acc:   397 /   445 =  89.213
1, 10  acc:   500 /   570 =  87.719
1, 11  acc:   244 /   274 =  89.051
1, 12  acc:   948 /   992 =  95.565
1, 13  acc:   134 /   141 =  95.035
1, 14  acc:   151 /   168 =  89.881
1, 15  acc:   137 /   152 =  90.132
1, 16  acc:  8700 /  9517 =  91.415
1, 17  acc:   280 /   312 =  89.744
1, 18  acc:   578 /   652 =  88.650
1, 19  acc:   233 /   269 =  86.617
1, 20  acc:   347 /   360 =  96.389
1, 21  acc:    50 /    50 = 100.000
1, 22  acc:   152 /   162 =  93.827
1, 23  acc:    44 /    44 = 100.000
1, 24  acc:  1097 /  1218 =  90.066
1, 25  acc:    20 /    22 =  90.909
1, 26  acc:   128 /   137 =  93.431
1, 27  acc:    14 /    15 =  93.333
1, 28  acc:   183 /   185 =  98.919
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    31 /    32 =  96.875
1, 31  acc:    21 /    21 = 100.000
1, 32  acc:  1720 /  1938 =  88.751
1, 33  acc:    99 /   111 =  89.189
1, 34  acc:    45 /    56 =  80.357
1, 35  acc:    12 /    18 =  66.667
1, 36  acc:    57 /    58 =  98.276
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    37 /    40 =  92.500
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   472 /   515 =  91.650
1, 41  acc:    10 /    11 =  90.909
1, 42  acc:    14 /    18 =  77.778
1, 43  acc:    15 /    21 =  71.429
1, 44  acc:    30 /    33 =  90.909
1, 45  acc:     3 /     4 =  75.000
1, 46  acc:    16 /    18 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   578 /   624 =  92.628
1, 49  acc:    13 /    14 =  92.857
1, 50  acc:    42 /    46 =  91.304
1, 51  acc:    31 /    31 = 100.000
1, 52  acc:    17 /    17 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    53 /    55 =  96.364
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   467 /   521 =  89.635
1, 57  acc:    21 /    23 =  91.304
1, 58  acc:    21 /    21 = 100.000
1, 59  acc:    18 /    18 = 100.000
1, 60  acc:    33 /    37 =  89.189
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    28 /    29 =  96.552
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5902 /  6305 =  93.608
1, 65  acc:   858 /   929 =  92.357
1, 66  acc:   522 /   562 =  92.883
1, 67  acc:   215 /   236 =  91.102
1, 68  acc:   283 /   299 =  94.649
1, 69  acc:    62 /    63 =  98.413
1, 70  acc:    96 /   102 =  94.118
1, 71  acc:    20 /    22 =  90.909
1, 72  acc:   120 /   123 =  97.561
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     4 =  50.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    28 /    28 = 100.000
1, 77  acc:     4 /     5 =  80.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   218 /   232 =  93.966
1, 81  acc:    16 /    22 =  72.727
1, 82  acc:    41 /    43 =  95.349
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    20 /    20 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    37 /    37 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    19 /    22 =  86.364
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   178 /   194 =  91.753
1, 95  acc:    23 /    28 =  82.143
1, 96  acc:    14 /    15 =  93.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    21 /    21 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    21 /    21 = 100.000
1, 101  acc:     9 /     9 = 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:    33 /    35 =  94.286
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    34 /    34 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    10 /    11 =  90.909
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    20 /    20 = 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:  8718 /  9951 =  87.609
1, 118  acc:  2077 /  2346 =  88.534
1, 119  acc:   514 /   574 =  89.547
1, 120  acc:   508 /   579 =  87.737
1, 121  acc:   162 /   179 =  90.503
1, 122  acc:    85 /    95 =  89.474
1, 123  acc:    23 /    27 =  85.185
1, 124  acc:    51 /    52 =  98.077
1, 125  acc:   567 /   636 =  89.151
1, 126  acc:   101 /   118 =  85.593
1, 127  acc:    16 /    25 =  64.000
1, 128  acc:    44 /    54 =  81.481
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    16 =  87.500
1, 133  acc:   507 /   546 =  92.857
1, 134  acc:    82 /    94 =  87.234
1, 135  acc:    50 /    52 =  96.154
1, 136  acc:    38 /    45 =  84.444
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:    10 /    11 =  90.909
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    98 /   116 =  84.483
1, 142  acc:    22 /    24 =  91.667
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     4 /     5 =  80.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     6 =  50.000
1, 148  acc:   200 /   227 =  88.106
1, 149  acc:    15 /    21 =  71.429
1, 150  acc:    21 /    21 = 100.000
1, 151  acc:    12 /    23 =  52.174
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    34 /    41 =  82.927
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     6 =  83.333
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    33 /    35 =  94.286
1, 160  acc:     0 /     4 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     5 =  80.000
1, 164  acc:    29 /    31 =  93.548
1, 165  acc:     8 /     8 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3847 /  4101 =  93.806
1, 170  acc:   733 /   779 =  94.095
1, 171  acc:   265 /   293 =  90.444
1, 172  acc:   249 /   268 =  92.910
1, 173  acc:    67 /    72 =  93.056
1, 174  acc:    15 /    16 =  93.750
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    43 /    48 =  89.583
1, 177  acc:   100 /   108 =  92.593
1, 178  acc:    14 /    17 =  82.353
1, 179  acc:     1 /     3 =  33.333
1, 180  acc:     7 /     9 =  77.778
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    17 /    22 =  77.273
1, 184  acc:   158 /   163 =  96.933
1, 185  acc:    50 /    53 =  94.340
1, 186  acc:    22 /    24 =  91.667
1, 187  acc:    17 /    17 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:    11 /    11 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   125 /   132 =  94.697
1, 197  acc:    13 /    15 =  86.667
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:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    14 =  92.857
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    21 /    21 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    16 /    16 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:    18 /    18 = 100.000
1, 219  acc:    13 /    13 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 231457 / 269038 =  86.031
Robust  acc:     0 /     6 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23198 / 25373 =  91.428
0, 1  acc: 28667 / 31282 =  91.641
0, 2  acc:  5627 /  6155 =  91.422
0, 3  acc: 22296 / 24292 =  91.783
0, 4  acc:  9916 / 10829 =  91.569
0, 5  acc:  5088 /  5541 =  91.825
0, 6  acc:  6231 /  6785 =  91.835
0, 7  acc: 11031 / 12016 =  91.803
1, 0  acc:  4052 /  4437 =  91.323
1, 1  acc:  4542 /  4962 =  91.536
1, 2  acc:  2070 /  2265 =  91.391
1, 3  acc:  2212 /  2446 =  90.433
1, 4  acc:  2837 /  3125 =  90.784
1, 5  acc:   901 /  1003 =  89.831
1, 6  acc:  2834 /  3111 =  91.096
1, 7  acc:  4231 /  4682 =  90.367
--------------------------------------
Average acc: 135733 / 148304 =  91.523
Robust  acc:   901 /  1003 =  89.831
--------------------------------------
New max robust acc: 89.83050847457628
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed46.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: 36.732 | Best Acc: 93.169
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9245 / 12092 =  76.456
0, 1  acc: 11289 / 14179 =  79.618
0, 2  acc:  1319 /  3210 =  41.090
0, 3  acc:  9751 / 12101 =  80.580
0, 4  acc:  2989 /  5355 =  55.817
0, 5  acc:  2033 /  2980 =  68.221
0, 6  acc:  1225 /  3335 =  36.732
0, 7  acc:  2517 /  5723 =  43.980
1, 0  acc:  1883 /  2203 =  85.474
1, 1  acc:  1902 /  2270 =  83.789
1, 2  acc:  1113 /  1216 =  91.530
1, 3  acc:  1084 /  1260 =  86.032
1, 4  acc:  1424 /  1627 =  87.523
1, 5  acc:   460 /   520 =  88.462
1, 6  acc:  1432 /  1537 =  93.169
1, 7  acc:  2034 /  2246 =  90.561
------------------------------------
Average acc: 51700 / 71854 =  71.951
Robust  acc:  1225 /  3335 =  36.732
------------------------------------
Accuracies by groups:
0, 0  acc:  9245 / 12092 =  76.456
0, 1  acc: 11289 / 14179 =  79.618
0, 2  acc:  1319 /  3210 =  41.090
0, 3  acc:  9751 / 12101 =  80.580
0, 4  acc:  2989 /  5355 =  55.817
0, 5  acc:  2033 /  2980 =  68.221
0, 6  acc:  1225 /  3335 =  36.732
0, 7  acc:  2517 /  5723 =  43.980
1, 0  acc:  1883 /  2203 =  85.474
1, 1  acc:  1902 /  2270 =  83.789
1, 2  acc:  1113 /  1216 =  91.530
1, 3  acc:  1084 /  1260 =  86.032
1, 4  acc:  1424 /  1627 =  87.523
1, 5  acc:   460 /   520 =  88.462
1, 6  acc:  1432 /  1537 =  93.169
1, 7  acc:  2034 /  2246 =  90.561
------------------------------------
Average acc: 51700 / 71854 =  71.951
Robust  acc:  1225 /  3335 =  36.732
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9245 / 12092 =  76.456
0, 1  acc: 11289 / 14179 =  79.618
0, 2  acc:  1319 /  3210 =  41.090
0, 3  acc:  9751 / 12101 =  80.580
0, 4  acc:  2989 /  5355 =  55.817
0, 5  acc:  2033 /  2980 =  68.221
0, 6  acc:  1225 /  3335 =  36.732
0, 7  acc:  2517 /  5723 =  43.980
1, 0  acc:  1883 /  2203 =  85.474
1, 1  acc:  1902 /  2270 =  83.789
1, 2  acc:  1113 /  1216 =  91.530
1, 3  acc:  1084 /  1260 =  86.032
1, 4  acc:  1424 /  1627 =  87.523
1, 5  acc:   460 /   520 =  88.462
1, 6  acc:  1432 /  1537 =  93.169
1, 7  acc:  2034 /  2246 =  90.561
------------------------------------
Average acc: 51700 / 71854 =  71.951
Robust  acc:  1225 /  3335 =  36.732
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 94.308 | Val Loss: 0.000 | Val Acc: 96.256
Training:
Accuracies by groups:
0, 0  acc: 53989 / 57627 =  93.687
0, 1  acc:  5622 /  6022 =  93.358
0, 2  acc:  8508 /  9310 =  91.386
0, 3  acc:  3983 /  4377 =  90.998
0, 4  acc:  1234 /  1675 =  73.672
0, 5  acc:   123 /   207 =  59.420
0, 6  acc:   177 /   222 =  79.730
0, 7  acc:   184 /   237 =  77.637
0, 8  acc:  4808 /  5272 =  91.199
0, 9  acc:   304 /   348 =  87.356
0, 10  acc:   314 /   349 =  89.971
0, 11  acc:   216 /   249 =  86.747
0, 12  acc:   225 /   307 =  73.290
0, 13  acc:    16 /    32 =  50.000
0, 14  acc:    28 /    36 =  77.778
0, 15  acc:    13 /    20 =  65.000
0, 16  acc:  3343 /  4041 =  82.727
0, 17  acc:   130 /   149 =  87.248
0, 18  acc:   322 /   381 =  84.514
0, 19  acc:    95 /   111 =  85.586
0, 20  acc:    71 /   106 =  66.981
0, 21  acc:    11 /    13 =  84.615
0, 22  acc:    29 /    42 =  69.048
0, 23  acc:     3 /    10 =  30.000
0, 24  acc:   374 /   473 =  79.070
0, 25  acc:    22 /    24 =  91.667
0, 26  acc:    43 /    49 =  87.755
0, 27  acc:    10 /    11 =  90.909
0, 28  acc:    28 /    41 =  68.293
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     2 /     5 =  40.000
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  1162 /  1283 =  90.569
0, 33  acc:    58 /    64 =  90.625
0, 34  acc:    54 /    57 =  94.737
0, 35  acc:    16 /    19 =  84.211
0, 36  acc:    21 /    23 =  91.304
0, 37  acc:     2 /     5 =  40.000
0, 38  acc:    11 /    15 =  73.333
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   252 /   280 =  90.000
0, 41  acc:    13 /    14 =  92.857
0, 42  acc:     7 /    10 =  70.000
0, 43  acc:     6 /     6 = 100.000
0, 44  acc:    10 /    12 =  83.333
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     4 /     5 =  80.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   207 /   247 =  83.806
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:     7 /     9 =  77.778
0, 51  acc:    10 /    12 =  83.333
0, 52  acc:     7 /    10 =  70.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     1 /     3 =  33.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   172 /   209 =  82.297
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    13 /    16 =  81.250
0, 59  acc:     4 /     4 = 100.000
0, 60  acc:     7 /    13 =  53.846
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  1507 /  1933 =  77.962
0, 65  acc:   223 /   307 =  72.638
0, 66  acc:   161 /   208 =  77.404
0, 67  acc:    61 /    76 =  80.263
0, 68  acc:    30 /    49 =  61.224
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:     8 /    12 =  66.667
0, 71  acc:     4 /     5 =  80.000
0, 72  acc:    38 /    41 =  92.683
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     1 /     1 = 100.000
0, 76  acc:     2 /     4 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     1 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    47 /    66 =  71.212
0, 81  acc:     6 /    12 =  50.000
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:     7 /    12 =  58.333
0, 84  acc:     1 /     1 = 100.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     6 /     8 =  75.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     4 /     4 = 100.000
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    36 /    45 =  80.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     3 /     5 =  60.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     3 /     5 =  60.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     9 /    11 =  81.818
0, 107  acc:     0 /     1 =   0.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     7 =  71.429
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  4377 /  5135 =  85.239
0, 118  acc:  1150 /  1300 =  88.462
0, 119  acc:   290 /   333 =  87.087
0, 120  acc:   265 /   299 =  88.629
0, 121  acc:    31 /    46 =  67.391
0, 122  acc:    21 /    23 =  91.304
0, 123  acc:     5 /     7 =  71.429
0, 124  acc:    17 /    22 =  77.273
0, 125  acc:   269 /   317 =  84.858
0, 126  acc:    97 /   115 =  84.348
0, 127  acc:    19 /    21 =  90.476
0, 128  acc:    37 /    40 =  92.500
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   146 /   185 =  78.919
0, 134  acc:    39 /    58 =  67.241
0, 135  acc:    13 /    16 =  81.250
0, 136  acc:    23 /    28 =  82.143
0, 137  acc:     4 /     6 =  66.667
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    53 /    62 =  85.484
0, 142  acc:     6 /     7 =  85.714
0, 143  acc:     0 /     3 =   0.000
0, 144  acc:     8 /    10 =  80.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    74 /    87 =  85.057
0, 149  acc:     8 /    11 =  72.727
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:     9 /    18 =  50.000
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    30 /    34 =  88.235
0, 155  acc:     8 /     9 =  88.889
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     0 /     1 =   0.000
0, 159  acc:     8 /    12 =  66.667
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /    13 =  61.538
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     6 =  83.333
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1012 /  1346 =  75.186
0, 170  acc:   238 /   329 =  72.340
0, 171  acc:    66 /    89 =  74.157
0, 172  acc:    91 /   110 =  82.727
0, 173  acc:     7 /    10 =  70.000
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     2 /     4 =  50.000
0, 176  acc:     4 /     5 =  80.000
0, 177  acc:    39 /    49 =  79.592
0, 178  acc:     6 /     6 = 100.000
0, 179  acc:     3 /     6 =  50.000
0, 180  acc:     3 /     5 =  60.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    45 /    51 =  88.235
0, 185  acc:     2 /     2 = 100.000
0, 186  acc:     3 /     4 =  75.000
0, 187  acc:     3 /     4 =  75.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    20 /    28 =  71.429
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    26 /    39 =  66.667
0, 197  acc:     7 /     8 =  87.500
0, 198  acc:     0 /     1 =   0.000
0, 199  acc:     9 /    10 =  90.000
0, 200  acc:     2 /     4 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    12 /    13 =  92.308
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     2 =  50.000
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 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 68237 / 69965 =  97.530
1, 1  acc:  7218 /  7447 =  96.925
1, 2  acc: 12007 / 12475 =  96.248
1, 3  acc:  5006 /  5218 =  95.937
1, 4  acc:  5977 /  6122 =  97.631
1, 5  acc:  1033 /  1058 =  97.637
1, 6  acc:   586 /   610 =  96.066
1, 7  acc:   738 /   758 =  97.361
1, 8  acc:  6052 /  6291 =  96.201
1, 9  acc:   411 /   429 =  95.804
1, 10  acc:   555 /   574 =  96.690
1, 11  acc:   267 /   277 =  96.390
1, 12  acc:   947 /   968 =  97.831
1, 13  acc:   115 /   118 =  97.458
1, 14  acc:   151 /   161 =  93.789
1, 15  acc:   144 /   148 =  97.297
1, 16  acc:  9198 /  9540 =  96.415
1, 17  acc:   313 /   330 =  94.848
1, 18  acc:   686 /   716 =  95.810
1, 19  acc:   282 /   295 =  95.593
1, 20  acc:   369 /   371 =  99.461
1, 21  acc:    39 /    39 = 100.000
1, 22  acc:   160 /   167 =  95.808
1, 23  acc:    50 /    52 =  96.154
1, 24  acc:  1226 /  1268 =  96.688
1, 25  acc:    29 /    31 =  93.548
1, 26  acc:   105 /   108 =  97.222
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   216 /   220 =  98.182
1, 29  acc:    15 /    15 = 100.000
1, 30  acc:    40 /    40 = 100.000
1, 31  acc:     7 /     9 =  77.778
1, 32  acc:  1834 /  1905 =  96.273
1, 33  acc:    94 /    96 =  97.917
1, 34  acc:    75 /    81 =  92.593
1, 35  acc:    27 /    28 =  96.429
1, 36  acc:    67 /    67 = 100.000
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    40 /    41 =  97.561
1, 39  acc:     5 /     6 =  83.333
1, 40  acc:   486 /   496 =  97.984
1, 41  acc:    11 /    13 =  84.615
1, 42  acc:    14 /    16 =  87.500
1, 43  acc:    23 /    25 =  92.000
1, 44  acc:    29 /    29 = 100.000
1, 45  acc:     9 /     9 = 100.000
1, 46  acc:    18 /    18 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   559 /   582 =  96.048
1, 49  acc:    15 /    15 = 100.000
1, 50  acc:    35 /    36 =  97.222
1, 51  acc:    28 /    29 =  96.552
1, 52  acc:    12 /    13 =  92.308
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    48 /    49 =  97.959
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   449 /   466 =  96.352
1, 57  acc:    27 /    27 = 100.000
1, 58  acc:    19 /    20 =  95.000
1, 59  acc:    18 /    19 =  94.737
1, 60  acc:    31 /    35 =  88.571
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    23 /    23 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  6092 /  6308 =  96.576
1, 65  acc:   823 /   853 =  96.483
1, 66  acc:   537 /   549 =  97.814
1, 67  acc:   217 /   226 =  96.018
1, 68  acc:   307 /   316 =  97.152
1, 69  acc:    49 /    49 = 100.000
1, 70  acc:    82 /    84 =  97.619
1, 71  acc:    32 /    32 = 100.000
1, 72  acc:   113 /   115 =  98.261
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    35 /    35 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   217 /   229 =  94.760
1, 81  acc:    33 /    36 =  91.667
1, 82  acc:    57 /    60 =  95.000
1, 83  acc:     7 /     9 =  77.778
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    29 /    29 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:   166 /   177 =  93.785
1, 95  acc:    16 /    18 =  88.889
1, 96  acc:     6 /     7 =  85.714
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    29 /    29 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     8 /     8 = 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:    44 /    44 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    22 /    22 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    25 /    25 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  9293 /  9754 =  95.274
1, 118  acc:  2279 /  2373 =  96.039
1, 119  acc:   594 /   629 =  94.436
1, 120  acc:   582 /   605 =  96.198
1, 121  acc:   165 /   173 =  95.376
1, 122  acc:    79 /    83 =  95.181
1, 123  acc:    34 /    38 =  89.474
1, 124  acc:    31 /    32 =  96.875
1, 125  acc:   587 /   614 =  95.603
1, 126  acc:   131 /   143 =  91.608
1, 127  acc:    25 /    27 =  92.593
1, 128  acc:    51 /    54 =  94.444
1, 129  acc:    24 /    25 =  96.000
1, 130  acc:     8 /     9 =  88.889
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   489 /   518 =  94.402
1, 134  acc:    93 /    98 =  94.898
1, 135  acc:    52 /    53 =  98.113
1, 136  acc:    39 /    42 =  92.857
1, 137  acc:     5 /     5 = 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:   116 /   121 =  95.868
1, 142  acc:    20 /    23 =  86.957
1, 143  acc:    12 /    12 = 100.000
1, 144  acc:     3 /     4 =  75.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     7 /     7 = 100.000
1, 148  acc:   258 /   274 =  94.161
1, 149  acc:    22 /    22 = 100.000
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:     8 /    18 =  44.444
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    51 /    54 =  94.444
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /    10 =  90.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    44 /    46 =  95.652
1, 160  acc:     5 /     5 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    27 /    29 =  93.103
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:  4040 /  4204 =  96.099
1, 170  acc:   770 /   798 =  96.491
1, 171  acc:   278 /   288 =  96.528
1, 172  acc:   239 /   253 =  94.466
1, 173  acc:    61 /    61 = 100.000
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:    10 /    11 =  90.909
1, 176  acc:    45 /    53 =  84.906
1, 177  acc:   101 /   102 =  99.020
1, 178  acc:    20 /    20 = 100.000
1, 179  acc:     4 /     5 =  80.000
1, 180  acc:     9 /    11 =  81.818
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    23 /    24 =  95.833
1, 184  acc:   147 /   153 =  96.078
1, 185  acc:    49 /    50 =  98.000
1, 186  acc:    18 /    19 =  94.737
1, 187  acc:    14 /    14 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    17 /    17 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     8 /     8 = 100.000
1, 196  acc:   124 /   138 =  89.855
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:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    16 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    20 /    21 =  95.238
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    16 /    16 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:    14 /    14 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253724 / 269038 =  94.308
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24417 / 25373 =  96.232
0, 1  acc: 30100 / 31282 =  96.221
0, 2  acc:  5926 /  6155 =  96.279
0, 3  acc: 23400 / 24292 =  96.328
0, 4  acc: 10442 / 10829 =  96.426
0, 5  acc:  5357 /  5541 =  96.679
0, 6  acc:  6502 /  6785 =  95.829
0, 7  acc: 11548 / 12016 =  96.105
1, 0  acc:  4265 /  4437 =  96.124
1, 1  acc:  4759 /  4962 =  95.909
1, 2  acc:  2175 /  2265 =  96.026
1, 3  acc:  2353 /  2446 =  96.198
1, 4  acc:  3007 /  3125 =  96.224
1, 5  acc:   965 /  1003 =  96.211
1, 6  acc:  2991 /  3111 =  96.143
1, 7  acc:  4513 /  4682 =  96.390
--------------------------------------
Average acc: 142720 / 148304 =  96.235
Robust  acc:  6502 /  6785 =  95.829
--------------------------------------
New max robust acc: 95.82903463522476
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed46.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed46.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 49.533 | Best Acc: 86.727
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10155 / 12092 =  83.981
0, 1  acc: 12215 / 14179 =  86.149
0, 2  acc:  1590 /  3210 =  49.533
0, 3  acc: 10427 / 12101 =  86.166
0, 4  acc:  3490 /  5355 =  65.173
0, 5  acc:  2321 /  2980 =  77.886
0, 6  acc:  1683 /  3335 =  50.465
0, 7  acc:  3413 /  5723 =  59.637
1, 0  acc:  1651 /  2203 =  74.943
1, 1  acc:  1650 /  2270 =  72.687
1, 2  acc:  1046 /  1216 =  86.020
1, 3  acc:   975 /  1260 =  77.381
1, 4  acc:  1330 /  1627 =  81.746
1, 5  acc:   405 /   520 =  77.885
1, 6  acc:  1333 /  1537 =  86.727
1, 7  acc:  1800 /  2246 =  80.142
------------------------------------
Average acc: 55484 / 71854 =  77.218
Robust  acc:  1590 /  3210 =  49.533
------------------------------------
Accuracies by groups:
0, 0  acc: 10155 / 12092 =  83.981
0, 1  acc: 12215 / 14179 =  86.149
0, 2  acc:  1590 /  3210 =  49.533
0, 3  acc: 10427 / 12101 =  86.166
0, 4  acc:  3490 /  5355 =  65.173
0, 5  acc:  2321 /  2980 =  77.886
0, 6  acc:  1683 /  3335 =  50.465
0, 7  acc:  3413 /  5723 =  59.637
1, 0  acc:  1651 /  2203 =  74.943
1, 1  acc:  1650 /  2270 =  72.687
1, 2  acc:  1046 /  1216 =  86.020
1, 3  acc:   975 /  1260 =  77.381
1, 4  acc:  1330 /  1627 =  81.746
1, 5  acc:   405 /   520 =  77.885
1, 6  acc:  1333 /  1537 =  86.727
1, 7  acc:  1800 /  2246 =  80.142
------------------------------------
Average acc: 55484 / 71854 =  77.218
Robust  acc:  1590 /  3210 =  49.533
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10155 / 12092 =  83.981
0, 1  acc: 12215 / 14179 =  86.149
0, 2  acc:  1590 /  3210 =  49.533
0, 3  acc: 10427 / 12101 =  86.166
0, 4  acc:  3490 /  5355 =  65.173
0, 5  acc:  2321 /  2980 =  77.886
0, 6  acc:  1683 /  3335 =  50.465
0, 7  acc:  3413 /  5723 =  59.637
1, 0  acc:  1651 /  2203 =  74.943
1, 1  acc:  1650 /  2270 =  72.687
1, 2  acc:  1046 /  1216 =  86.020
1, 3  acc:   975 /  1260 =  77.381
1, 4  acc:  1330 /  1627 =  81.746
1, 5  acc:   405 /   520 =  77.885
1, 6  acc:  1333 /  1537 =  86.727
1, 7  acc:  1800 /  2246 =  80.142
------------------------------------
Average acc: 55484 / 71854 =  77.218
Robust  acc:  1590 /  3210 =  49.533
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.860 | Val Loss: 0.000 | Val Acc: 98.312
Training:
Accuracies by groups:
0, 0  acc: 55699 / 57759 =  96.433
0, 1  acc:  5978 /  6209 =  96.280
0, 2  acc:  8890 /  9384 =  94.736
0, 3  acc:  4255 /  4448 =  95.661
0, 4  acc:  1470 /  1727 =  85.119
0, 5  acc:   168 /   213 =  78.873
0, 6  acc:   213 /   256 =  83.203
0, 7  acc:   213 /   244 =  87.295
0, 8  acc:  4702 /  4968 =  94.646
0, 9  acc:   356 /   386 =  92.228
0, 10  acc:   343 /   362 =  94.751
0, 11  acc:   224 /   242 =  92.562
0, 12  acc:   216 /   268 =  80.597
0, 13  acc:    27 /    33 =  81.818
0, 14  acc:    28 /    31 =  90.323
0, 15  acc:    19 /    28 =  67.857
0, 16  acc:  3628 /  4028 =  90.070
0, 17  acc:   139 /   157 =  88.535
0, 18  acc:   371 /   415 =  89.398
0, 19  acc:   118 /   136 =  86.765
0, 20  acc:    84 /   101 =  83.168
0, 21  acc:     8 /    11 =  72.727
0, 22  acc:    36 /    40 =  90.000
0, 23  acc:     4 /     9 =  44.444
0, 24  acc:   436 /   491 =  88.798
0, 25  acc:    29 /    35 =  82.857
0, 26  acc:    53 /    59 =  89.831
0, 27  acc:    12 /    15 =  80.000
0, 28  acc:    40 /    42 =  95.238
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     1 /     6 =  16.667
0, 31  acc:     3 /     4 =  75.000
0, 32  acc:  1198 /  1275 =  93.961
0, 33  acc:    64 /    68 =  94.118
0, 34  acc:    59 /    63 =  93.651
0, 35  acc:    19 /    20 =  95.000
0, 36  acc:    21 /    25 =  84.000
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    10 /    11 =  90.909
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   316 /   338 =  93.491
0, 41  acc:    11 /    12 =  91.667
0, 42  acc:    10 /    10 = 100.000
0, 43  acc:     6 /     6 = 100.000
0, 44  acc:    12 /    14 =  85.714
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     0 /     0 =     nan
0, 48  acc:   221 /   246 =  89.837
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    11 /    11 = 100.000
0, 51  acc:     9 /    10 =  90.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   160 /   179 =  89.385
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:     9 /    11 =  81.818
0, 59  acc:    11 /    11 = 100.000
0, 60  acc:     9 /    11 =  81.818
0, 61  acc:     2 /     3 =  66.667
0, 62  acc:    11 /    13 =  84.615
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1703 /  1937 =  87.919
0, 65  acc:   241 /   274 =  87.956
0, 66  acc:   176 /   194 =  90.722
0, 67  acc:    76 /    84 =  90.476
0, 68  acc:    41 /    50 =  82.000
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:    11 /    15 =  73.333
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    56 /    60 =  93.333
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:     7 /     8 =  87.500
0, 76  acc:     1 /     1 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    51 /    60 =  85.000
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:     5 /     5 = 100.000
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    11 /    12 =  91.667
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    41 /    48 =  85.417
0, 95  acc:     4 /     5 =  80.000
0, 96  acc:     2 /     4 =  50.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     4 /     5 =  80.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     4 /     4 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     8 /    10 =  80.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     5 = 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:  4821 /  5225 =  92.268
0, 118  acc:  1264 /  1370 =  92.263
0, 119  acc:   277 /   305 =  90.820
0, 120  acc:   246 /   267 =  92.135
0, 121  acc:    49 /    65 =  75.385
0, 122  acc:    34 /    35 =  97.143
0, 123  acc:     6 /     7 =  85.714
0, 124  acc:    15 /    16 =  93.750
0, 125  acc:   281 /   296 =  94.932
0, 126  acc:    91 /    94 =  96.809
0, 127  acc:    17 /    20 =  85.000
0, 128  acc:    23 /    25 =  92.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     5 /     6 =  83.333
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   146 /   174 =  83.908
0, 134  acc:    60 /    66 =  90.909
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    22 /    26 =  84.615
0, 137  acc:     7 /     8 =  87.500
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    47 =  95.745
0, 142  acc:     5 /     5 = 100.000
0, 143  acc:     5 /     7 =  71.429
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    73 /    81 =  90.123
0, 149  acc:     5 /     6 =  83.333
0, 150  acc:     0 /     1 =   0.000
0, 151  acc:     5 /     9 =  55.556
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    35 /    37 =  94.595
0, 155  acc:     3 /     4 =  75.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    25 /    26 =  96.154
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     0 /     1 =   0.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     7 /     9 =  77.778
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1095 /  1268 =  86.356
0, 170  acc:   247 /   281 =  87.900
0, 171  acc:    88 /    99 =  88.889
0, 172  acc:   118 /   138 =  85.507
0, 173  acc:     9 /    13 =  69.231
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     4 /     5 =  80.000
0, 176  acc:     6 /    11 =  54.545
0, 177  acc:    52 /    58 =  89.655
0, 178  acc:    14 /    15 =  93.333
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:     2 /     2 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     1 /     2 =  50.000
0, 184  acc:    45 /    50 =  90.000
0, 185  acc:     3 /     4 =  75.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:    10 /    13 =  76.923
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    18 /    19 =  94.737
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    47 /    49 =  95.918
0, 197  acc:    11 /    13 =  84.615
0, 198  acc:     4 /     6 =  66.667
0, 199  acc:     3 /     4 =  75.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    12 /    14 =  85.714
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 68528 / 69433 =  98.697
1, 1  acc:  7131 /  7252 =  98.331
1, 2  acc: 12195 / 12403 =  98.323
1, 3  acc:  5176 /  5287 =  97.901
1, 4  acc:  6049 /  6149 =  98.374
1, 5  acc:  1092 /  1107 =  98.645
1, 6  acc:   567 /   577 =  98.267
1, 7  acc:   781 /   794 =  98.363
1, 8  acc:  6168 /  6283 =  98.170
1, 9  acc:   459 /   467 =  98.287
1, 10  acc:   502 /   512 =  98.047
1, 11  acc:   290 /   296 =  97.973
1, 12  acc:  1015 /  1028 =  98.735
1, 13  acc:   121 /   123 =  98.374
1, 14  acc:   156 /   157 =  99.363
1, 15  acc:   155 /   160 =  96.875
1, 16  acc:  9384 /  9587 =  97.883
1, 17  acc:   332 /   335 =  99.104
1, 18  acc:   712 /   725 =  98.207
1, 19  acc:   231 /   240 =  96.250
1, 20  acc:   330 /   335 =  98.507
1, 21  acc:    54 /    55 =  98.182
1, 22  acc:   162 /   165 =  98.182
1, 23  acc:    39 /    40 =  97.500
1, 24  acc:  1177 /  1204 =  97.757
1, 25  acc:    21 /    21 = 100.000
1, 26  acc:   128 /   132 =  96.970
1, 27  acc:    22 /    23 =  95.652
1, 28  acc:   196 /   199 =  98.492
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  2006 /  2039 =  98.382
1, 33  acc:   104 /   104 = 100.000
1, 34  acc:    70 /    71 =  98.592
1, 35  acc:    25 /    25 = 100.000
1, 36  acc:    68 /    68 = 100.000
1, 37  acc:    13 /    13 = 100.000
1, 38  acc:    44 /    44 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   495 /   502 =  98.606
1, 41  acc:    19 /    20 =  95.000
1, 42  acc:    13 /    13 = 100.000
1, 43  acc:    34 /    34 = 100.000
1, 44  acc:    35 /    35 = 100.000
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:    18 /    18 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   647 /   665 =  97.293
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    38 /    38 = 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:    36 /    36 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   457 /   467 =  97.859
1, 57  acc:    13 /    13 = 100.000
1, 58  acc:    18 /    18 = 100.000
1, 59  acc:    16 /    16 = 100.000
1, 60  acc:    29 /    31 =  93.548
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    24 /    24 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  6287 /  6390 =  98.388
1, 65  acc:   838 /   848 =  98.821
1, 66  acc:   550 /   559 =  98.390
1, 67  acc:   208 /   211 =  98.578
1, 68  acc:   269 /   277 =  97.112
1, 69  acc:    58 /    58 = 100.000
1, 70  acc:    98 /    98 = 100.000
1, 71  acc:    32 /    32 = 100.000
1, 72  acc:   135 /   137 =  98.540
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     4 /     4 = 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:     6 /     6 = 100.000
1, 80  acc:   206 /   207 =  99.517
1, 81  acc:    29 /    30 =  96.667
1, 82  acc:    58 /    60 =  96.667
1, 83  acc:     7 /     8 =  87.500
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    35 /    35 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   182 /   185 =  98.378
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:    23 /    23 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    24 /    24 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    20 =  95.000
1, 101  acc:     3 /     3 = 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:    21 /    22 =  95.455
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    30 /    31 =  96.774
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    20 /    20 = 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:  9697 /  9923 =  97.722
1, 118  acc:  2415 /  2472 =  97.694
1, 119  acc:   565 /   578 =  97.751
1, 120  acc:   654 /   670 =  97.612
1, 121  acc:   164 /   169 =  97.041
1, 122  acc:    78 /    79 =  98.734
1, 123  acc:    35 /    35 = 100.000
1, 124  acc:    42 /    42 = 100.000
1, 125  acc:   557 /   574 =  97.038
1, 126  acc:   157 /   158 =  99.367
1, 127  acc:    35 /    36 =  97.222
1, 128  acc:    48 /    49 =  97.959
1, 129  acc:    27 /    27 = 100.000
1, 130  acc:    11 /    12 =  91.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:   508 /   514 =  98.833
1, 134  acc:    90 /    94 =  95.745
1, 135  acc:    38 /    39 =  97.436
1, 136  acc:    38 /    38 = 100.000
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:   123 /   128 =  96.094
1, 142  acc:    25 /    26 =  96.154
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   248 /   253 =  98.024
1, 149  acc:    29 /    29 = 100.000
1, 150  acc:    18 /    18 = 100.000
1, 151  acc:    17 /    21 =  80.952
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    53 /    55 =  96.364
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    17 /    17 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    31 /    32 =  96.875
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     6 /     6 = 100.000
1, 164  acc:    29 /    29 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3981 /  4068 =  97.861
1, 170  acc:   774 /   795 =  97.358
1, 171  acc:   280 /   288 =  97.222
1, 172  acc:   251 /   252 =  99.603
1, 173  acc:    77 /    80 =  96.250
1, 174  acc:    13 /    13 = 100.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    46 /    48 =  95.833
1, 177  acc:    99 /   100 =  99.000
1, 178  acc:    13 /    14 =  92.857
1, 179  acc:     3 /     5 =  60.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    16 /    17 =  94.118
1, 184  acc:   130 /   135 =  96.296
1, 185  acc:    47 /    48 =  97.917
1, 186  acc:    18 /    18 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:    13 /    14 =  92.857
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   121 /   124 =  97.581
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:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    23 =  91.304
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:    23 /    26 =  88.462
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    18 /    18 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    16 /    16 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260590 / 269038 =  96.860
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24931 / 25373 =  98.258
0, 1  acc: 30759 / 31282 =  98.328
0, 2  acc:  6076 /  6155 =  98.716
0, 3  acc: 23876 / 24292 =  98.288
0, 4  acc: 10640 / 10829 =  98.255
0, 5  acc:  5433 /  5541 =  98.051
0, 6  acc:  6679 /  6785 =  98.438
0, 7  acc: 11817 / 12016 =  98.344
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4881 /  4962 =  98.368
1, 2  acc:  2229 /  2265 =  98.411
1, 3  acc:  2405 /  2446 =  98.324
1, 4  acc:  3087 /  3125 =  98.784
1, 5  acc:   988 /  1003 =  98.504
1, 6  acc:  3061 /  3111 =  98.393
1, 7  acc:  4612 /  4682 =  98.505
--------------------------------------
Average acc: 145850 / 148304 =  98.345
Robust  acc:  5433 /  5541 =  98.051
--------------------------------------
New max robust acc: 98.05089334055225
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed46.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed46.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.076 | Best Acc: 91.455
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10798 / 12092 =  89.299
0, 1  acc: 12772 / 14179 =  90.077
0, 2  acc:  2520 /  3210 =  78.505
0, 3  acc: 11067 / 12101 =  91.455
0, 4  acc:  4402 /  5355 =  82.204
0, 5  acc:  2586 /  2980 =  86.779
0, 6  acc:  2495 /  3335 =  74.813
0, 7  acc:  4428 /  5723 =  77.372
1, 0  acc:  1483 /  2203 =  67.317
1, 1  acc:  1505 /  2270 =  66.300
1, 2  acc:   767 /  1216 =  63.076
1, 3  acc:   824 /  1260 =  65.397
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   337 /   520 =  64.808
1, 6  acc:  1070 /  1537 =  69.616
1, 7  acc:  1499 /  2246 =  66.741
------------------------------------
Average acc: 59622 / 71854 =  82.977
Robust  acc:   767 /  1216 =  63.076
------------------------------------
Accuracies by groups:
0, 0  acc: 10798 / 12092 =  89.299
0, 1  acc: 12772 / 14179 =  90.077
0, 2  acc:  2520 /  3210 =  78.505
0, 3  acc: 11067 / 12101 =  91.455
0, 4  acc:  4402 /  5355 =  82.204
0, 5  acc:  2586 /  2980 =  86.779
0, 6  acc:  2495 /  3335 =  74.813
0, 7  acc:  4428 /  5723 =  77.372
1, 0  acc:  1483 /  2203 =  67.317
1, 1  acc:  1505 /  2270 =  66.300
1, 2  acc:   767 /  1216 =  63.076
1, 3  acc:   824 /  1260 =  65.397
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   337 /   520 =  64.808
1, 6  acc:  1070 /  1537 =  69.616
1, 7  acc:  1499 /  2246 =  66.741
------------------------------------
Average acc: 59622 / 71854 =  82.977
Robust  acc:   767 /  1216 =  63.076
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10798 / 12092 =  89.299
0, 1  acc: 12772 / 14179 =  90.077
0, 2  acc:  2520 /  3210 =  78.505
0, 3  acc: 11067 / 12101 =  91.455
0, 4  acc:  4402 /  5355 =  82.204
0, 5  acc:  2586 /  2980 =  86.779
0, 6  acc:  2495 /  3335 =  74.813
0, 7  acc:  4428 /  5723 =  77.372
1, 0  acc:  1483 /  2203 =  67.317
1, 1  acc:  1505 /  2270 =  66.300
1, 2  acc:   767 /  1216 =  63.076
1, 3  acc:   824 /  1260 =  65.397
1, 4  acc:  1069 /  1627 =  65.704
1, 5  acc:   337 /   520 =  64.808
1, 6  acc:  1070 /  1537 =  69.616
1, 7  acc:  1499 /  2246 =  66.741
------------------------------------
Average acc: 59622 / 71854 =  82.977
Robust  acc:   767 /  1216 =  63.076
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 98.045 | Val Loss: 0.000 | Val Acc: 98.451
Training:
Accuracies by groups:
0, 0  acc: 56723 / 58033 =  97.743
0, 1  acc:  5911 /  6061 =  97.525
0, 2  acc:  9004 /  9264 =  97.193
0, 3  acc:  4285 /  4426 =  96.814
0, 4  acc:  1532 /  1670 =  91.737
0, 5  acc:   176 /   201 =  87.562
0, 6  acc:   218 /   234 =  93.162
0, 7  acc:   203 /   221 =  91.855
0, 8  acc:  5058 /  5205 =  97.176
0, 9  acc:   339 /   358 =  94.693
0, 10  acc:   354 /   366 =  96.721
0, 11  acc:   221 /   234 =  94.444
0, 12  acc:   321 /   357 =  89.916
0, 13  acc:    30 /    31 =  96.774
0, 14  acc:    35 /    40 =  87.500
0, 15  acc:    22 /    28 =  78.571
0, 16  acc:  3758 /  4012 =  93.669
0, 17  acc:   164 /   170 =  96.471
0, 18  acc:   384 /   412 =  93.204
0, 19  acc:   110 /   116 =  94.828
0, 20  acc:    80 /    88 =  90.909
0, 21  acc:     9 /     9 = 100.000
0, 22  acc:    42 /    47 =  89.362
0, 23  acc:     7 /    10 =  70.000
0, 24  acc:   450 /   483 =  93.168
0, 25  acc:    19 /    19 = 100.000
0, 26  acc:    42 /    43 =  97.674
0, 27  acc:    15 /    18 =  83.333
0, 28  acc:    34 /    37 =  91.892
0, 29  acc:     4 /     5 =  80.000
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  1192 /  1233 =  96.675
0, 33  acc:    72 /    75 =  96.000
0, 34  acc:    53 /    55 =  96.364
0, 35  acc:    14 /    14 = 100.000
0, 36  acc:    35 /    35 = 100.000
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   288 /   299 =  96.321
0, 41  acc:    17 /    18 =  94.444
0, 42  acc:     8 /     8 = 100.000
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:     9 /     9 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     2 /     3 =  66.667
0, 47  acc:     0 /     0 =     nan
0, 48  acc:   214 /   224 =  95.536
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    11 /    11 = 100.000
0, 51  acc:     7 /     7 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   173 /   182 =  95.055
0, 57  acc:     5 /     5 = 100.000
0, 58  acc:     8 /    10 =  80.000
0, 59  acc:     6 /     6 = 100.000
0, 60  acc:    11 /    16 =  68.750
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     4 /     4 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1728 /  1878 =  92.013
0, 65  acc:   323 /   342 =  94.444
0, 66  acc:   200 /   210 =  95.238
0, 67  acc:    83 /    87 =  95.402
0, 68  acc:    32 /    36 =  88.889
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     7 /     9 =  77.778
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    41 /    45 =  91.111
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     5 /     7 =  71.429
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    57 /    64 =  89.062
0, 81  acc:     9 /    11 =  81.818
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     0 /     1 =   0.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    48 /    51 =  94.118
0, 95  acc:     1 /     1 = 100.000
0, 96  acc:     1 /     1 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    10 =  90.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     7 /     7 = 100.000
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:    14 /    17 =  82.353
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     5 =  20.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     1 /     1 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5044 /  5306 =  95.062
0, 118  acc:  1175 /  1230 =  95.528
0, 119  acc:   363 /   381 =  95.276
0, 120  acc:   228 /   248 =  91.935
0, 121  acc:    45 /    49 =  91.837
0, 122  acc:    25 /    28 =  89.286
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    16 /    18 =  88.889
0, 125  acc:   323 /   338 =  95.562
0, 126  acc:    87 /    88 =  98.864
0, 127  acc:    23 /    23 = 100.000
0, 128  acc:    38 /    40 =  95.000
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   150 /   160 =  93.750
0, 134  acc:    50 /    57 =  87.719
0, 135  acc:    23 /    23 = 100.000
0, 136  acc:    21 /    24 =  87.500
0, 137  acc:     5 /     7 =  71.429
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    54 /    56 =  96.429
0, 142  acc:     4 /     5 =  80.000
0, 143  acc:     2 /     3 =  66.667
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    82 /    86 =  95.349
0, 149  acc:    14 /    15 =  93.333
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:     9 /    17 =  52.941
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    45 /    46 =  97.826
0, 155  acc:     3 /     3 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    15 /    15 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    14 =  85.714
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1225 /  1332 =  91.967
0, 170  acc:   302 /   326 =  92.638
0, 171  acc:    69 /    73 =  94.521
0, 172  acc:   131 /   142 =  92.254
0, 173  acc:    16 /    18 =  88.889
0, 174  acc:    12 /    12 = 100.000
0, 175  acc:     1 /     1 = 100.000
0, 176  acc:     7 /    13 =  53.846
0, 177  acc:    54 /    55 =  98.182
0, 178  acc:    10 /    10 = 100.000
0, 179  acc:     7 /     9 =  77.778
0, 180  acc:     1 /     1 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    57 /    59 =  96.610
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     6 /     8 =  75.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    17 /    21 =  80.952
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    39 /    42 =  92.857
0, 197  acc:    12 /    13 =  92.308
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     8 /     9 =  88.889
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    13 /    16 =  81.250
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     2 /     4 =  50.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 68887 / 69486 =  99.138
1, 1  acc:  7279 /  7351 =  99.021
1, 2  acc: 12174 / 12311 =  98.887
1, 3  acc:  4991 /  5065 =  98.539
1, 4  acc:  6136 /  6187 =  99.176
1, 5  acc:  1011 /  1023 =  98.827
1, 6  acc:   609 /   618 =  98.544
1, 7  acc:   745 /   749 =  99.466
1, 8  acc:  6281 /  6359 =  98.773
1, 9  acc:   423 /   426 =  99.296
1, 10  acc:   534 /   542 =  98.524
1, 11  acc:   314 /   319 =  98.433
1, 12  acc:   977 /   989 =  98.787
1, 13  acc:   146 /   148 =  98.649
1, 14  acc:   149 /   154 =  96.753
1, 15  acc:   158 /   158 = 100.000
1, 16  acc:  9306 /  9425 =  98.737
1, 17  acc:   335 /   337 =  99.407
1, 18  acc:   742 /   749 =  99.065
1, 19  acc:   296 /   301 =  98.339
1, 20  acc:   317 /   321 =  98.754
1, 21  acc:    40 /    40 = 100.000
1, 22  acc:   172 /   172 = 100.000
1, 23  acc:    61 /    62 =  98.387
1, 24  acc:  1160 /  1183 =  98.056
1, 25  acc:    23 /    23 = 100.000
1, 26  acc:   115 /   115 = 100.000
1, 27  acc:    18 /    18 = 100.000
1, 28  acc:   172 /   176 =  97.727
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    27 /    27 = 100.000
1, 31  acc:    11 /    13 =  84.615
1, 32  acc:  1967 /  1984 =  99.143
1, 33  acc:   113 /   115 =  98.261
1, 34  acc:    66 /    68 =  97.059
1, 35  acc:    25 /    25 = 100.000
1, 36  acc:    64 /    64 = 100.000
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    44 /    44 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   483 /   486 =  99.383
1, 41  acc:    25 /    25 = 100.000
1, 42  acc:    12 /    13 =  92.308
1, 43  acc:    26 /    27 =  96.296
1, 44  acc:    31 /    31 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    17 /    17 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   641 /   651 =  98.464
1, 49  acc:    21 /    21 = 100.000
1, 50  acc:    37 /    37 = 100.000
1, 51  acc:    28 /    28 = 100.000
1, 52  acc:    13 /    14 =  92.857
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    45 /    45 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   472 /   475 =  99.368
1, 57  acc:    20 /    20 = 100.000
1, 58  acc:    19 /    19 = 100.000
1, 59  acc:    17 /    17 = 100.000
1, 60  acc:    24 /    25 =  96.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    22 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  6303 /  6376 =  98.855
1, 65  acc:   892 /   901 =  99.001
1, 66  acc:   546 /   552 =  98.913
1, 67  acc:   214 /   215 =  99.535
1, 68  acc:   295 /   301 =  98.007
1, 69  acc:    63 /    63 = 100.000
1, 70  acc:    80 /    81 =  98.765
1, 71  acc:    36 /    36 = 100.000
1, 72  acc:   115 /   116 =  99.138
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    30 /    30 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   228 /   233 =  97.854
1, 81  acc:    32 /    36 =  88.889
1, 82  acc:    67 /    67 = 100.000
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    18 /    18 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    23 /    23 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   189 /   189 = 100.000
1, 95  acc:    20 /    20 = 100.000
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    16 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    23 /    23 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    41 /    41 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    26 /    26 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    13 /    14 =  92.857
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  9813 /  9951 =  98.613
1, 118  acc:  2359 /  2388 =  98.786
1, 119  acc:   578 /   588 =  98.299
1, 120  acc:   629 /   635 =  99.055
1, 121  acc:   174 /   179 =  97.207
1, 122  acc:   103 /   103 = 100.000
1, 123  acc:    46 /    46 = 100.000
1, 124  acc:    36 /    38 =  94.737
1, 125  acc:   623 /   633 =  98.420
1, 126  acc:   165 /   165 = 100.000
1, 127  acc:    36 /    37 =  97.297
1, 128  acc:    52 /    53 =  98.113
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    12 = 100.000
1, 133  acc:   522 /   534 =  97.753
1, 134  acc:    96 /    98 =  97.959
1, 135  acc:    50 /    50 = 100.000
1, 136  acc:    31 /    31 = 100.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   116 /   116 = 100.000
1, 142  acc:    26 /    26 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     7 /     7 = 100.000
1, 148  acc:   218 /   222 =  98.198
1, 149  acc:    20 /    20 = 100.000
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:    31 /    35 =  88.571
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     4 /     6 =  66.667
1, 154  acc:    56 /    58 =  96.552
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:    41 /    41 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    38 /    38 = 100.000
1, 165  acc:     8 /     8 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  4019 /  4070 =  98.747
1, 170  acc:   770 /   780 =  98.718
1, 171  acc:   365 /   372 =  98.118
1, 172  acc:   279 /   282 =  98.936
1, 173  acc:    87 /    88 =  98.864
1, 174  acc:    17 /    17 = 100.000
1, 175  acc:     6 /     7 =  85.714
1, 176  acc:    52 /    55 =  94.545
1, 177  acc:    89 /    92 =  96.739
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     6 /     7 =  85.714
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    25 /    25 = 100.000
1, 184  acc:   151 /   154 =  98.052
1, 185  acc:    40 /    41 =  97.561
1, 186  acc:    24 /    25 =  96.000
1, 187  acc:    19 /    19 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:    10 /    10 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:    12 /    12 = 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:     4 /     4 = 100.000
1, 196  acc:   109 /   115 =  94.783
1, 197  acc:    14 /    14 = 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:     7 /     7 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    21 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    33 /    33 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    14 /    14 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263777 / 269038 =  98.045
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24958 / 25373 =  98.364
0, 1  acc: 30783 / 31282 =  98.405
0, 2  acc:  6070 /  6155 =  98.619
0, 3  acc: 23927 / 24292 =  98.497
0, 4  acc: 10661 / 10829 =  98.449
0, 5  acc:  5461 /  5541 =  98.556
0, 6  acc:  6683 /  6785 =  98.497
0, 7  acc: 11843 / 12016 =  98.560
1, 0  acc:  4378 /  4437 =  98.670
1, 1  acc:  4895 /  4962 =  98.650
1, 2  acc:  2231 /  2265 =  98.499
1, 3  acc:  2406 /  2446 =  98.365
1, 4  acc:  3067 /  3125 =  98.144
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3076 /  3111 =  98.875
1, 7  acc:  4611 /  4682 =  98.484
--------------------------------------
Average acc: 146045 / 148304 =  98.477
Robust  acc:  3067 /  3125 =  98.144
--------------------------------------
New max robust acc: 98.14399999999999
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed46.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed46.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: 66.927 | Best Acc: 89.819
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10595 / 12092 =  87.620
0, 1  acc: 12665 / 14179 =  89.322
0, 2  acc:  2216 /  3210 =  69.034
0, 3  acc: 10869 / 12101 =  89.819
0, 4  acc:  4252 /  5355 =  79.402
0, 5  acc:  2469 /  2980 =  82.852
0, 6  acc:  2232 /  3335 =  66.927
0, 7  acc:  4272 /  5723 =  74.646
1, 0  acc:  1602 /  2203 =  72.719
1, 1  acc:  1623 /  2270 =  71.498
1, 2  acc:   915 /  1216 =  75.247
1, 3  acc:   898 /  1260 =  71.270
1, 4  acc:  1154 /  1627 =  70.928
1, 5  acc:   384 /   520 =  73.846
1, 6  acc:  1215 /  1537 =  79.050
1, 7  acc:  1606 /  2246 =  71.505
------------------------------------
Average acc: 58967 / 71854 =  82.065
Robust  acc:  2232 /  3335 =  66.927
------------------------------------
Accuracies by groups:
0, 0  acc: 10595 / 12092 =  87.620
0, 1  acc: 12665 / 14179 =  89.322
0, 2  acc:  2216 /  3210 =  69.034
0, 3  acc: 10869 / 12101 =  89.819
0, 4  acc:  4252 /  5355 =  79.402
0, 5  acc:  2469 /  2980 =  82.852
0, 6  acc:  2232 /  3335 =  66.927
0, 7  acc:  4272 /  5723 =  74.646
1, 0  acc:  1602 /  2203 =  72.719
1, 1  acc:  1623 /  2270 =  71.498
1, 2  acc:   915 /  1216 =  75.247
1, 3  acc:   898 /  1260 =  71.270
1, 4  acc:  1154 /  1627 =  70.928
1, 5  acc:   384 /   520 =  73.846
1, 6  acc:  1215 /  1537 =  79.050
1, 7  acc:  1606 /  2246 =  71.505
------------------------------------
Average acc: 58967 / 71854 =  82.065
Robust  acc:  2232 /  3335 =  66.927
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10595 / 12092 =  87.620
0, 1  acc: 12665 / 14179 =  89.322
0, 2  acc:  2216 /  3210 =  69.034
0, 3  acc: 10869 / 12101 =  89.819
0, 4  acc:  4252 /  5355 =  79.402
0, 5  acc:  2469 /  2980 =  82.852
0, 6  acc:  2232 /  3335 =  66.927
0, 7  acc:  4272 /  5723 =  74.646
1, 0  acc:  1602 /  2203 =  72.719
1, 1  acc:  1623 /  2270 =  71.498
1, 2  acc:   915 /  1216 =  75.247
1, 3  acc:   898 /  1260 =  71.270
1, 4  acc:  1154 /  1627 =  70.928
1, 5  acc:   384 /   520 =  73.846
1, 6  acc:  1215 /  1537 =  79.050
1, 7  acc:  1606 /  2246 =  71.505
------------------------------------
Average acc: 58967 / 71854 =  82.065
Robust  acc:  2232 /  3335 =  66.927
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.570 | Val Loss: 0.000 | Val Acc: 98.609
Training:
Accuracies by groups:
0, 0  acc: 56663 / 57616 =  98.346
0, 1  acc:  6012 /  6104 =  98.493
0, 2  acc:  9010 /  9201 =  97.924
0, 3  acc:  4377 /  4484 =  97.614
0, 4  acc:  1567 /  1674 =  93.608
0, 5  acc:   171 /   183 =  93.443
0, 6  acc:   219 /   231 =  94.805
0, 7  acc:   209 /   228 =  91.667
0, 8  acc:  4936 /  5076 =  97.242
0, 9  acc:   355 /   369 =  96.206
0, 10  acc:   348 /   357 =  97.479
0, 11  acc:   244 /   253 =  96.443
0, 12  acc:   291 /   308 =  94.481
0, 13  acc:    30 /    33 =  90.909
0, 14  acc:    28 /    32 =  87.500
0, 15  acc:    23 /    25 =  92.000
0, 16  acc:  3886 /  4059 =  95.738
0, 17  acc:   164 /   166 =  98.795
0, 18  acc:   384 /   397 =  96.725
0, 19  acc:   124 /   127 =  97.638
0, 20  acc:    64 /    68 =  94.118
0, 21  acc:    12 /    14 =  85.714
0, 22  acc:    38 /    39 =  97.436
0, 23  acc:     7 /    13 =  53.846
0, 24  acc:   481 /   511 =  94.129
0, 25  acc:    16 /    18 =  88.889
0, 26  acc:    43 /    46 =  93.478
0, 27  acc:     8 /     9 =  88.889
0, 28  acc:    30 /    32 =  93.750
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:    10 /    10 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1193 /  1225 =  97.388
0, 33  acc:    63 /    64 =  98.438
0, 34  acc:    49 /    51 =  96.078
0, 35  acc:    14 /    15 =  93.333
0, 36  acc:    25 /    29 =  86.207
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    12 /    13 =  92.308
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   269 /   280 =  96.071
0, 41  acc:     5 /     6 =  83.333
0, 42  acc:     9 /    11 =  81.818
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    10 /    10 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     3 /     3 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   227 /   239 =  94.979
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    13 /    14 =  92.857
0, 51  acc:    13 /    13 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   200 /   211 =  94.787
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:     6 /     7 =  85.714
0, 59  acc:     9 /    10 =  90.000
0, 60  acc:    13 /    16 =  81.250
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1828 /  1916 =  95.407
0, 65  acc:   312 /   324 =  96.296
0, 66  acc:   179 /   189 =  94.709
0, 67  acc:    91 /    93 =  97.849
0, 68  acc:    27 /    31 =  87.097
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    23 /    24 =  95.833
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    48 /    48 = 100.000
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     3 /     3 = 100.000
0, 75  acc:     2 /     2 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    67 /    69 =  97.101
0, 81  acc:     3 /     4 =  75.000
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:     4 /     4 = 100.000
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     6 /     7 =  85.714
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    61 /    63 =  96.825
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     7 /     7 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     4 /     5 =  80.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     5 /     6 =  83.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     1 /     1 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  4969 /  5137 =  96.730
0, 118  acc:  1312 /  1348 =  97.329
0, 119  acc:   331 /   340 =  97.353
0, 120  acc:   243 /   254 =  95.669
0, 121  acc:    45 /    54 =  83.333
0, 122  acc:    30 /    32 =  93.750
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    17 /    18 =  94.444
0, 125  acc:   291 /   296 =  98.311
0, 126  acc:    91 /    95 =  95.789
0, 127  acc:    18 /    18 = 100.000
0, 128  acc:    45 /    47 =  95.745
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   183 /   192 =  95.312
0, 134  acc:    49 /    50 =  98.000
0, 135  acc:    22 /    22 = 100.000
0, 136  acc:    31 /    31 = 100.000
0, 137  acc:     5 /     5 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    70 /    72 =  97.222
0, 142  acc:     5 /     7 =  71.429
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    17 /    17 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    84 /    87 =  96.552
0, 149  acc:     5 /     5 = 100.000
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    11 /    17 =  64.706
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    31 /    34 =  91.176
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    13 /    13 = 100.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    12 =  91.667
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1216 /  1279 =  95.074
0, 170  acc:   310 /   328 =  94.512
0, 171  acc:    93 /    99 =  93.939
0, 172  acc:   127 /   131 =  96.947
0, 173  acc:    14 /    14 = 100.000
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:     5 /     9 =  55.556
0, 177  acc:    65 /    67 =  97.015
0, 178  acc:    10 /    10 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    54 /    56 =  96.429
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     4 /     4 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    19 /    19 = 100.000
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    41 /    43 =  95.349
0, 197  acc:    22 /    22 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     9 /    10 =  90.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     2 /     3 =  66.667
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     4 /     4 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     4 /     4 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 69496 / 69970 =  99.323
1, 1  acc:  7278 /  7330 =  99.291
1, 2  acc: 12252 / 12377 =  98.990
1, 3  acc:  5117 /  5163 =  99.109
1, 4  acc:  6081 /  6126 =  99.265
1, 5  acc:  1088 /  1095 =  99.361
1, 6  acc:   604 /   612 =  98.693
1, 7  acc:   756 /   761 =  99.343
1, 8  acc:  6360 /  6424 =  99.004
1, 9  acc:   462 /   465 =  99.355
1, 10  acc:   602 /   611 =  98.527
1, 11  acc:   275 /   278 =  98.921
1, 12  acc:   960 /   965 =  99.482
1, 13  acc:   145 /   147 =  98.639
1, 14  acc:   143 /   146 =  97.945
1, 15  acc:   183 /   184 =  99.457
1, 16  acc:  9281 /  9379 =  98.955
1, 17  acc:   347 /   350 =  99.143
1, 18  acc:   681 /   689 =  98.839
1, 19  acc:   286 /   288 =  99.306
1, 20  acc:   338 /   344 =  98.256
1, 21  acc:    41 /    41 = 100.000
1, 22  acc:   172 /   173 =  99.422
1, 23  acc:    47 /    52 =  90.385
1, 24  acc:  1193 /  1207 =  98.840
1, 25  acc:    22 /    22 = 100.000
1, 26  acc:   127 /   128 =  99.219
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   193 /   195 =  98.974
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    34 /    36 =  94.444
1, 31  acc:    12 /    12 = 100.000
1, 32  acc:  1941 /  1955 =  99.284
1, 33  acc:    88 /    88 = 100.000
1, 34  acc:    72 /    75 =  96.000
1, 35  acc:    24 /    24 = 100.000
1, 36  acc:    49 /    49 = 100.000
1, 37  acc:    10 /    10 = 100.000
1, 38  acc:    44 /    44 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   454 /   457 =  99.344
1, 41  acc:    21 /    22 =  95.455
1, 42  acc:    16 /    17 =  94.118
1, 43  acc:    32 /    32 = 100.000
1, 44  acc:    27 /    27 = 100.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:    16 /    16 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   667 /   672 =  99.256
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    40 /    40 = 100.000
1, 51  acc:    33 /    33 = 100.000
1, 52  acc:    23 /    23 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    49 /    50 =  98.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   477 /   491 =  97.149
1, 57  acc:    21 /    21 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    16 /    17 =  94.118
1, 60  acc:    28 /    28 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    27 /    27 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  6402 /  6451 =  99.240
1, 65  acc:   893 /   897 =  99.554
1, 66  acc:   518 /   523 =  99.044
1, 67  acc:   234 /   237 =  98.734
1, 68  acc:   272 /   273 =  99.634
1, 69  acc:    49 /    49 = 100.000
1, 70  acc:   103 /   104 =  99.038
1, 71  acc:    26 /    27 =  96.296
1, 72  acc:   127 /   127 = 100.000
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    23 /    23 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   230 /   232 =  99.138
1, 81  acc:    25 /    26 =  96.154
1, 82  acc:    53 /    53 = 100.000
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    24 /    24 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   178 /   180 =  98.889
1, 95  acc:    22 /    22 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    25 /    25 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    18 =  94.444
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     9 /     9 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    26 /    27 =  96.296
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    19 /    19 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     4 /     4 = 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:  9856 /  9963 =  98.926
1, 118  acc:  2342 /  2355 =  99.448
1, 119  acc:   566 /   571 =  99.124
1, 120  acc:   646 /   655 =  98.626
1, 121  acc:   172 /   174 =  98.851
1, 122  acc:   106 /   106 = 100.000
1, 123  acc:    28 /    28 = 100.000
1, 124  acc:    39 /    39 = 100.000
1, 125  acc:   631 /   636 =  99.214
1, 126  acc:   159 /   159 = 100.000
1, 127  acc:    26 /    26 = 100.000
1, 128  acc:    55 /    55 = 100.000
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:   536 /   539 =  99.443
1, 134  acc:    96 /    97 =  98.969
1, 135  acc:    36 /    36 = 100.000
1, 136  acc:    33 /    35 =  94.286
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     9 /     9 = 100.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   119 /   121 =  98.347
1, 142  acc:    22 /    22 = 100.000
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   224 /   224 = 100.000
1, 149  acc:    23 /    23 = 100.000
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:    17 /    22 =  77.273
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    48 /    51 =  94.118
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    33 /    33 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    30 /    30 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  4174 /  4216 =  99.004
1, 170  acc:   723 /   727 =  99.450
1, 171  acc:   291 /   291 = 100.000
1, 172  acc:   239 /   243 =  98.354
1, 173  acc:    71 /    72 =  98.611
1, 174  acc:    13 /    14 =  92.857
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    51 /    51 = 100.000
1, 177  acc:   122 /   123 =  99.187
1, 178  acc:    14 /    14 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    25 /    25 = 100.000
1, 184  acc:   156 /   156 = 100.000
1, 185  acc:    48 /    48 = 100.000
1, 186  acc:    19 /    19 = 100.000
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   127 /   129 =  98.450
1, 197  acc:    19 /    19 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    14 /    14 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    29 /    29 = 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:    17 /    17 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    14 /    14 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265191 / 269038 =  98.570
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25018 / 25373 =  98.601
0, 1  acc: 30859 / 31282 =  98.648
0, 2  acc:  6090 /  6155 =  98.944
0, 3  acc: 23963 / 24292 =  98.646
0, 4  acc: 10683 / 10829 =  98.652
0, 5  acc:  5464 /  5541 =  98.610
0, 6  acc:  6705 /  6785 =  98.821
0, 7  acc: 11862 / 12016 =  98.718
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4899 /  4962 =  98.730
1, 2  acc:  2235 /  2265 =  98.675
1, 3  acc:  2400 /  2446 =  98.119
1, 4  acc:  3088 /  3125 =  98.816
1, 5  acc:   987 /  1003 =  98.405
1, 6  acc:  3057 /  3111 =  98.264
1, 7  acc:  4615 /  4682 =  98.569
--------------------------------------
Average acc: 146301 / 148304 =  98.649
Robust  acc:  2400 /  2446 =  98.119
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.337 | Best Acc: 90.488
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10457 / 12092 =  86.479
0, 1  acc: 12492 / 14179 =  88.102
0, 2  acc:  2289 /  3210 =  71.308
0, 3  acc: 10950 / 12101 =  90.488
0, 4  acc:  4225 /  5355 =  78.898
0, 5  acc:  2515 /  2980 =  84.396
0, 6  acc:  2179 /  3335 =  65.337
0, 7  acc:  3977 /  5723 =  69.492
1, 0  acc:  1632 /  2203 =  74.081
1, 1  acc:  1656 /  2270 =  72.952
1, 2  acc:   881 /  1216 =  72.451
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1155 /  1627 =  70.990
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1196 /  1537 =  77.814
1, 7  acc:  1733 /  2246 =  77.159
------------------------------------
Average acc: 58588 / 71854 =  81.538
Robust  acc:  2179 /  3335 =  65.337
------------------------------------
Accuracies by groups:
0, 0  acc: 10457 / 12092 =  86.479
0, 1  acc: 12492 / 14179 =  88.102
0, 2  acc:  2289 /  3210 =  71.308
0, 3  acc: 10950 / 12101 =  90.488
0, 4  acc:  4225 /  5355 =  78.898
0, 5  acc:  2515 /  2980 =  84.396
0, 6  acc:  2179 /  3335 =  65.337
0, 7  acc:  3977 /  5723 =  69.492
1, 0  acc:  1632 /  2203 =  74.081
1, 1  acc:  1656 /  2270 =  72.952
1, 2  acc:   881 /  1216 =  72.451
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1155 /  1627 =  70.990
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1196 /  1537 =  77.814
1, 7  acc:  1733 /  2246 =  77.159
------------------------------------
Average acc: 58588 / 71854 =  81.538
Robust  acc:  2179 /  3335 =  65.337
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10457 / 12092 =  86.479
0, 1  acc: 12492 / 14179 =  88.102
0, 2  acc:  2289 /  3210 =  71.308
0, 3  acc: 10950 / 12101 =  90.488
0, 4  acc:  4225 /  5355 =  78.898
0, 5  acc:  2515 /  2980 =  84.396
0, 6  acc:  2179 /  3335 =  65.337
0, 7  acc:  3977 /  5723 =  69.492
1, 0  acc:  1632 /  2203 =  74.081
1, 1  acc:  1656 /  2270 =  72.952
1, 2  acc:   881 /  1216 =  72.451
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1155 /  1627 =  70.990
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1196 /  1537 =  77.814
1, 7  acc:  1733 /  2246 =  77.159
------------------------------------
Average acc: 58588 / 71854 =  81.538
Robust  acc:  2179 /  3335 =  65.337
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed46.pt
