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_seed6.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: 6
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=6-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed6.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7048, 0.1818],
        [0.0687, 0.0447]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.977 | Val Loss: 0.000 | Val Acc: 91.323
Training:
Accuracies by groups:
0, 0  acc: 105672 / 110980 =  95.217
0, 1  acc:  8811 /  9361 =  94.125
0, 2  acc: 13814 / 14881 =  92.830
0, 3  acc:  7015 /  7547 =  92.951
0, 4  acc:  2466 /  3153 =  78.211
0, 5  acc:   252 /   384 =  65.625
0, 6  acc:   356 /   443 =  80.361
0, 7  acc:   323 /   418 =  77.273
0, 8  acc: 11063 / 11609 =  95.297
0, 9  acc:   696 /   762 =  91.339
0, 10  acc:   762 /   817 =  93.268
0, 11  acc:   502 /   533 =  94.184
0, 12  acc:   457 /   573 =  79.756
0, 13  acc:    52 /    72 =  72.222
0, 14  acc:    69 /    82 =  84.146
0, 15  acc:    29 /    41 =  70.732
0, 16  acc:  6108 /  7048 =  86.663
0, 17  acc:   227 /   256 =  88.672
0, 18  acc:   683 /   769 =  88.817
0, 19  acc:   191 /   214 =  89.252
0, 20  acc:   103 /   139 =  74.101
0, 21  acc:     6 /     8 =  75.000
0, 22  acc:    49 /    67 =  73.134
0, 23  acc:    10 /    18 =  55.556
0, 24  acc:   788 /   935 =  84.278
0, 25  acc:    38 /    41 =  92.683
0, 26  acc:    77 /    82 =  93.902
0, 27  acc:    34 /    39 =  87.179
0, 28  acc:    40 /    48 =  83.333
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     2 /     5 =  40.000
0, 31  acc:     5 /     7 =  71.429
0, 32  acc:  2282 /  2437 =  93.640
0, 33  acc:   103 /   111 =  92.793
0, 34  acc:    98 /   106 =  92.453
0, 35  acc:    34 /    35 =  97.143
0, 36  acc:    43 /    51 =  84.314
0, 37  acc:     2 /     5 =  40.000
0, 38  acc:    11 /    17 =  64.706
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   666 /   704 =  94.602
0, 41  acc:    22 /    24 =  91.667
0, 42  acc:    23 /    24 =  95.833
0, 43  acc:    18 /    18 = 100.000
0, 44  acc:    17 /    23 =  73.913
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     4 /     5 =  80.000
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   376 /   453 =  83.002
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    32 /    34 =  94.118
0, 51  acc:    20 /    21 =  95.238
0, 52  acc:     5 /     7 =  71.429
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   395 /   446 =  88.565
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    15 /    23 =  65.217
0, 59  acc:    17 /    19 =  89.474
0, 60  acc:    13 /    20 =  65.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     5 /     9 =  55.556
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2484 /  3080 =  80.649
0, 65  acc:   338 /   428 =  78.972
0, 66  acc:   252 /   322 =  78.261
0, 67  acc:   125 /   142 =  88.028
0, 68  acc:    61 /    84 =  72.619
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    20 /    29 =  68.966
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    81 /    86 =  94.186
0, 73  acc:     5 /     6 =  83.333
0, 74  acc:    10 /    11 =  90.909
0, 75  acc:    10 /    11 =  90.909
0, 76  acc:     2 /     5 =  40.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    64 /    92 =  69.565
0, 81  acc:     4 /     7 =  57.143
0, 82  acc:     6 /     9 =  66.667
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     3 /     6 =  50.000
0, 85  acc:     1 /     2 =  50.000
0, 86  acc:     2 /     8 =  25.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     7 /    10 =  70.000
0, 89  acc:     4 /     4 = 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 /     0 =     nan
0, 94  acc:    52 /    61 =  85.246
0, 95  acc:    12 /    13 =  92.308
0, 96  acc:     5 /     6 =  83.333
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     7 /     9 =  77.778
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     2 /     5 =  40.000
0, 101  acc:    14 /    15 =  93.333
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    21 /    28 =  75.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     6 =  16.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     6 =  83.333
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6482 /  7422 =  87.335
0, 118  acc:  1491 /  1769 =  84.285
0, 119  acc:   335 /   401 =  83.541
0, 120  acc:   389 /   442 =  88.009
0, 121  acc:    54 /    85 =  63.529
0, 122  acc:    21 /    27 =  77.778
0, 123  acc:     6 /     8 =  75.000
0, 124  acc:    20 /    22 =  90.909
0, 125  acc:   394 /   445 =  88.539
0, 126  acc:    97 /   117 =  82.906
0, 127  acc:    28 /    29 =  96.552
0, 128  acc:    36 /    49 =  73.469
0, 129  acc:     3 /     5 =  60.000
0, 130  acc:     5 /     7 =  71.429
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   174 /   225 =  77.333
0, 134  acc:    34 /    58 =  58.621
0, 135  acc:    24 /    26 =  92.308
0, 136  acc:    25 /    30 =  83.333
0, 137  acc:     5 /     7 =  71.429
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    40 /    57 =  70.175
0, 142  acc:     7 /    11 =  63.636
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:     4 /     8 =  50.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   138 =  88.406
0, 149  acc:    15 /    19 =  78.947
0, 150  acc:     3 /     7 =  42.857
0, 151  acc:    10 /    10 = 100.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    34 /    40 =  85.000
0, 155  acc:     4 /    10 =  40.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     7 =  71.429
0, 159  acc:    21 /    26 =  80.769
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    11 =  90.909
0, 165  acc:     2 /     3 =  66.667
0, 166  acc:     7 /     8 =  87.500
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1554 /  1970 =  78.883
0, 170  acc:   290 /   415 =  69.880
0, 171  acc:    98 /   127 =  77.165
0, 172  acc:   145 /   177 =  81.921
0, 173  acc:    14 /    20 =  70.000
0, 174  acc:     3 /     7 =  42.857
0, 175  acc:     4 /     7 =  57.143
0, 176  acc:     8 /    12 =  66.667
0, 177  acc:    61 /    73 =  83.562
0, 178  acc:    17 /    19 =  89.474
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    40 /    51 =  78.431
0, 185  acc:     5 /     7 =  71.429
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     8 /    13 =  61.538
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     6 /     7 =  85.714
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    31 =  74.194
0, 192  acc:     0 /     4 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    47 /    56 =  83.929
0, 197  acc:    10 /    16 =  62.500
0, 198  acc:     2 /     6 =  33.333
0, 199  acc:     5 /     7 =  71.429
0, 200  acc:     0 /     1 =   0.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    25 /    28 =  89.286
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     8 /     9 =  88.889
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     3 =   0.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 23893 / 31431 =  76.017
1, 1  acc:  2409 /  3271 =  73.647
1, 2  acc:  4177 /  5917 =  70.593
1, 3  acc:  1664 /  2462 =  67.587
1, 4  acc:  2112 /  2863 =  73.769
1, 5  acc:   368 /   484 =  76.033
1, 6  acc:   210 /   280 =  75.000
1, 7  acc:   251 /   353 =  71.105
1, 8  acc:  1789 /  2805 =  63.779
1, 9  acc:   159 /   215 =  73.953
1, 10  acc:   167 /   261 =  63.985
1, 11  acc:    72 /   117 =  61.538
1, 12  acc:   338 /   454 =  74.449
1, 13  acc:    39 /    60 =  65.000
1, 14  acc:    50 /    81 =  61.728
1, 15  acc:    32 /    61 =  52.459
1, 16  acc:  2865 /  4390 =  65.262
1, 17  acc:   117 /   167 =  70.060
1, 18  acc:   237 /   356 =  66.573
1, 19  acc:    63 /   119 =  52.941
1, 20  acc:   130 /   159 =  81.761
1, 21  acc:    30 /    32 =  93.750
1, 22  acc:    66 /    81 =  81.481
1, 23  acc:    13 /    17 =  76.471
1, 24  acc:   358 /   546 =  65.568
1, 25  acc:     7 /    12 =  58.333
1, 26  acc:    23 /    39 =  58.974
1, 27  acc:     7 /    10 =  70.000
1, 28  acc:    67 /    86 =  77.907
1, 29  acc:     5 /     6 =  83.333
1, 30  acc:    11 /    14 =  78.571
1, 31  acc:     3 /     5 =  60.000
1, 32  acc:   568 /   882 =  64.399
1, 33  acc:    29 /    43 =  67.442
1, 34  acc:    27 /    33 =  81.818
1, 35  acc:    12 /    14 =  85.714
1, 36  acc:    26 /    30 =  86.667
1, 37  acc:     6 /     7 =  85.714
1, 38  acc:    19 /    23 =  82.609
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   164 /   236 =  69.492
1, 41  acc:    11 /    12 =  91.667
1, 42  acc:     4 /     9 =  44.444
1, 43  acc:     8 /    14 =  57.143
1, 44  acc:     5 /    14 =  35.714
1, 45  acc:     0 /     4 =   0.000
1, 46  acc:     3 /     6 =  50.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   193 /   306 =  63.072
1, 49  acc:     2 /     6 =  33.333
1, 50  acc:    12 /    26 =  46.154
1, 51  acc:    15 /    16 =  93.750
1, 52  acc:     7 /     9 =  77.778
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    18 =  55.556
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   150 /   253 =  59.289
1, 57  acc:     4 /     7 =  57.143
1, 58  acc:     8 /    11 =  72.727
1, 59  acc:     6 /     9 =  66.667
1, 60  acc:    12 /    14 =  85.714
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    14 =  85.714
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2140 /  2895 =  73.921
1, 65  acc:   288 /   417 =  69.065
1, 66  acc:   181 /   248 =  72.984
1, 67  acc:    69 /   113 =  61.062
1, 68  acc:   118 /   148 =  79.730
1, 69  acc:    23 /    27 =  85.185
1, 70  acc:    39 /    48 =  81.250
1, 71  acc:    13 /    17 =  76.471
1, 72  acc:    52 /    68 =  76.471
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     0 /     6 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     8 /     9 =  88.889
1, 77  acc:     0 /     2 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    89 /   119 =  74.790
1, 81  acc:     7 /    11 =  63.636
1, 82  acc:    21 /    30 =  70.000
1, 83  acc:     1 /     3 =  33.333
1, 84  acc:     7 /     8 =  87.500
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    17 =  88.235
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     7 /    16 =  43.750
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     5 =  60.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    55 /    76 =  72.368
1, 95  acc:     8 /    12 =  66.667
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     8 =  75.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    11 =  90.909
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    21 =  80.952
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    13 =  84.615
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     7 /     8 =  87.500
1, 112  acc:    11 /    12 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  2959 /  4618 =  64.075
1, 118  acc:   746 /  1109 =  67.268
1, 119  acc:   183 /   262 =  69.847
1, 120  acc:   189 /   282 =  67.021
1, 121  acc:    60 /    76 =  78.947
1, 122  acc:    31 /    42 =  73.810
1, 123  acc:     9 /    14 =  64.286
1, 124  acc:    14 /    20 =  70.000
1, 125  acc:   185 /   311 =  59.486
1, 126  acc:    36 /    48 =  75.000
1, 127  acc:     6 /    11 =  54.545
1, 128  acc:     7 /    18 =  38.889
1, 129  acc:     6 /    12 =  50.000
1, 130  acc:     0 /     3 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /    10 =  40.000
1, 133  acc:   158 /   248 =  63.710
1, 134  acc:    17 /    39 =  43.590
1, 135  acc:    16 /    24 =  66.667
1, 136  acc:     9 /    20 =  45.000
1, 137  acc:     0 /     0 =     nan
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    22 /    45 =  48.889
1, 142  acc:     7 /     9 =  77.778
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:    52 /   103 =  50.485
1, 149  acc:    11 /    17 =  64.706
1, 150  acc:     8 /     9 =  88.889
1, 151  acc:     0 /    10 =   0.000
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     2 /     4 =  50.000
1, 154  acc:     8 /    20 =  40.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     5 =  40.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    11 /    14 =  78.571
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     8 /    21 =  38.095
1, 165  acc:     0 /     2 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1344 /  1879 =  71.527
1, 170  acc:   267 /   349 =  76.504
1, 171  acc:    90 /   132 =  68.182
1, 172  acc:    72 /   109 =  66.055
1, 173  acc:    35 /    45 =  77.778
1, 174  acc:     6 /    11 =  54.545
1, 175  acc:     2 /     4 =  50.000
1, 176  acc:     7 /    20 =  35.000
1, 177  acc:    29 /    47 =  61.702
1, 178  acc:     2 /     6 =  33.333
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     2 /     5 =  40.000
1, 181  acc:     1 /     2 =  50.000
1, 182  acc:     0 /     2 =   0.000
1, 183  acc:     9 /    13 =  69.231
1, 184  acc:    64 /    86 =  74.419
1, 185  acc:    14 /    19 =  73.684
1, 186  acc:     9 /    12 =  75.000
1, 187  acc:     5 /     6 =  83.333
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     0 /     3 =   0.000
1, 190  acc:     5 /     7 =  71.429
1, 191  acc:     3 /     4 =  75.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    32 /    59 =  54.237
1, 197  acc:     0 /     4 =   0.000
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:     8 /    12 =  66.667
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     4 /     6 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     3 /     4 =  75.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 234002 / 269038 =  86.977
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23188 / 25373 =  91.388
0, 1  acc: 28644 / 31282 =  91.567
0, 2  acc:  5620 /  6155 =  91.308
0, 3  acc: 22136 / 24292 =  91.125
0, 4  acc:  9894 / 10829 =  91.366
0, 5  acc:  5072 /  5541 =  91.536
0, 6  acc:  6175 /  6785 =  91.010
0, 7  acc: 10954 / 12016 =  91.162
1, 0  acc:  4021 /  4437 =  90.624
1, 1  acc:  4529 /  4962 =  91.274
1, 2  acc:  2061 /  2265 =  90.993
1, 3  acc:  2221 /  2446 =  90.801
1, 4  acc:  2881 /  3125 =  92.192
1, 5  acc:   925 /  1003 =  92.223
1, 6  acc:  2830 /  3111 =  90.968
1, 7  acc:  4282 /  4682 =  91.457
--------------------------------------
Average acc: 135433 / 148304 =  91.321
Robust  acc:  4021 /  4437 =  90.624
--------------------------------------
New max robust acc: 90.62429569528962
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed6.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed6.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: 69.745 | Best Acc: 91.100
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10627 / 12092 =  87.885
0, 1  acc: 12704 / 14179 =  89.597
0, 2  acc:  2331 /  3210 =  72.617
0, 3  acc: 11024 / 12101 =  91.100
0, 4  acc:  4239 /  5355 =  79.160
0, 5  acc:  2520 /  2980 =  84.564
0, 6  acc:  2326 /  3335 =  69.745
0, 7  acc:  4100 /  5723 =  71.641
1, 0  acc:  1649 /  2203 =  74.852
1, 1  acc:  1655 /  2270 =  72.907
1, 2  acc:   915 /  1216 =  75.247
1, 3  acc:   912 /  1260 =  72.381
1, 4  acc:  1206 /  1627 =  74.124
1, 5  acc:   386 /   520 =  74.231
1, 6  acc:  1256 /  1537 =  81.718
1, 7  acc:  1745 /  2246 =  77.694
------------------------------------
Average acc: 59595 / 71854 =  82.939
Robust  acc:  2326 /  3335 =  69.745
------------------------------------
Accuracies by groups:
0, 0  acc: 10627 / 12092 =  87.885
0, 1  acc: 12704 / 14179 =  89.597
0, 2  acc:  2331 /  3210 =  72.617
0, 3  acc: 11024 / 12101 =  91.100
0, 4  acc:  4239 /  5355 =  79.160
0, 5  acc:  2520 /  2980 =  84.564
0, 6  acc:  2326 /  3335 =  69.745
0, 7  acc:  4100 /  5723 =  71.641
1, 0  acc:  1649 /  2203 =  74.852
1, 1  acc:  1655 /  2270 =  72.907
1, 2  acc:   915 /  1216 =  75.247
1, 3  acc:   912 /  1260 =  72.381
1, 4  acc:  1206 /  1627 =  74.124
1, 5  acc:   386 /   520 =  74.231
1, 6  acc:  1256 /  1537 =  81.718
1, 7  acc:  1745 /  2246 =  77.694
------------------------------------
Average acc: 59595 / 71854 =  82.939
Robust  acc:  2326 /  3335 =  69.745
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10627 / 12092 =  87.885
0, 1  acc: 12704 / 14179 =  89.597
0, 2  acc:  2331 /  3210 =  72.617
0, 3  acc: 11024 / 12101 =  91.100
0, 4  acc:  4239 /  5355 =  79.160
0, 5  acc:  2520 /  2980 =  84.564
0, 6  acc:  2326 /  3335 =  69.745
0, 7  acc:  4100 /  5723 =  71.641
1, 0  acc:  1649 /  2203 =  74.852
1, 1  acc:  1655 /  2270 =  72.907
1, 2  acc:   915 /  1216 =  75.247
1, 3  acc:   912 /  1260 =  72.381
1, 4  acc:  1206 /  1627 =  74.124
1, 5  acc:   386 /   520 =  74.231
1, 6  acc:  1256 /  1537 =  81.718
1, 7  acc:  1745 /  2246 =  77.694
------------------------------------
Average acc: 59595 / 71854 =  82.939
Robust  acc:  2326 /  3335 =  69.745
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.357 | Val Loss: 0.000 | Val Acc: 96.235
Training:
Accuracies by groups:
0, 0  acc: 108100 / 111204 =  97.209
0, 1  acc:  9100 /  9426 =  96.541
0, 2  acc: 14513 / 15172 =  95.656
0, 3  acc:  7144 /  7493 =  95.342
0, 4  acc:  2810 /  3166 =  88.756
0, 5  acc:   308 /   359 =  85.794
0, 6  acc:   365 /   403 =  90.571
0, 7  acc:   311 /   370 =  84.054
0, 8  acc: 11150 / 11558 =  96.470
0, 9  acc:   811 /   850 =  95.412
0, 10  acc:   816 /   854 =  95.550
0, 11  acc:   561 /   589 =  95.246
0, 12  acc:   525 /   593 =  88.533
0, 13  acc:    50 /    60 =  83.333
0, 14  acc:    81 /    90 =  90.000
0, 15  acc:    35 /    44 =  79.545
0, 16  acc:  6455 /  7029 =  91.834
0, 17  acc:   216 /   233 =  92.704
0, 18  acc:   630 /   671 =  93.890
0, 19  acc:   187 /   209 =  89.474
0, 20  acc:   118 /   145 =  81.379
0, 21  acc:    13 /    15 =  86.667
0, 22  acc:    53 /    63 =  84.127
0, 23  acc:     8 /    13 =  61.538
0, 24  acc:   890 /   962 =  92.516
0, 25  acc:    43 /    46 =  93.478
0, 26  acc:    72 /    80 =  90.000
0, 27  acc:    35 /    36 =  97.222
0, 28  acc:    40 /    49 =  81.633
0, 29  acc:     3 /     6 =  50.000
0, 30  acc:     7 /    12 =  58.333
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  2287 /  2394 =  95.530
0, 33  acc:   111 /   117 =  94.872
0, 34  acc:    98 /   106 =  92.453
0, 35  acc:    38 /    39 =  97.436
0, 36  acc:    42 /    45 =  93.333
0, 37  acc:    10 /    11 =  90.909
0, 38  acc:    19 /    20 =  95.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   649 /   682 =  95.161
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    28 /    30 =  93.333
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    18 /    20 =  90.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   430 /   466 =  92.275
0, 49  acc:    10 /    10 = 100.000
0, 50  acc:    20 /    21 =  95.238
0, 51  acc:    22 /    23 =  95.652
0, 52  acc:    10 /    10 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   386 /   418 =  92.344
0, 57  acc:    13 /    14 =  92.857
0, 58  acc:    16 /    18 =  88.889
0, 59  acc:    13 /    13 = 100.000
0, 60  acc:    19 /    21 =  90.476
0, 61  acc:     3 /     4 =  75.000
0, 62  acc:     9 /    10 =  90.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2640 /  3005 =  87.854
0, 65  acc:   366 /   426 =  85.915
0, 66  acc:   245 /   282 =  86.879
0, 67  acc:   115 /   126 =  91.270
0, 68  acc:    56 /    68 =  82.353
0, 69  acc:     4 /     6 =  66.667
0, 70  acc:    21 /    26 =  80.769
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    68 /    79 =  86.076
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    19 /    19 = 100.000
0, 76  acc:     2 /     3 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    82 /   104 =  78.846
0, 81  acc:     8 /    13 =  61.538
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:    12 /    15 =  80.000
0, 84  acc:     5 /     7 =  71.429
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     8 /     9 =  88.889
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     7 /     7 = 100.000
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:    62 /    73 =  84.932
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     9 /     9 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     9 /    10 =  90.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     4 =  25.000
0, 101  acc:     8 /     9 =  88.889
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    22 /    22 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     6 /     6 = 100.000
0, 110  acc:     4 /     9 =  44.444
0, 111  acc:     0 /     2 =   0.000
0, 112  acc:     7 /     9 =  77.778
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6786 /  7347 =  92.364
0, 118  acc:  1561 /  1720 =  90.756
0, 119  acc:   413 /   457 =  90.372
0, 120  acc:   362 /   410 =  88.293
0, 121  acc:    70 /    85 =  82.353
0, 122  acc:    31 /    35 =  88.571
0, 123  acc:     7 /     8 =  87.500
0, 124  acc:    21 /    23 =  91.304
0, 125  acc:   405 /   444 =  91.216
0, 126  acc:   105 /   120 =  87.500
0, 127  acc:    34 /    36 =  94.444
0, 128  acc:    32 /    35 =  91.429
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   182 /   221 =  82.353
0, 134  acc:    43 /    58 =  74.138
0, 135  acc:    26 /    26 = 100.000
0, 136  acc:    20 /    24 =  83.333
0, 137  acc:     7 /    11 =  63.636
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    62 =  80.645
0, 142  acc:    10 /    11 =  90.909
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:    10 /    12 =  83.333
0, 145  acc:     1 /     2 =  50.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    98 /   104 =  94.231
0, 149  acc:    14 /    18 =  77.778
0, 150  acc:     4 /     7 =  57.143
0, 151  acc:     7 /    10 =  70.000
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    33 /    35 =  94.286
0, 155  acc:     4 /     6 =  66.667
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    18 /    25 =  72.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    18 =  83.333
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     2 /     3 =  66.667
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1655 /  1922 =  86.108
0, 170  acc:   350 /   423 =  82.742
0, 171  acc:   121 /   143 =  84.615
0, 172  acc:   167 /   188 =  88.830
0, 173  acc:    22 /    24 =  91.667
0, 174  acc:     5 /    10 =  50.000
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    12 /    16 =  75.000
0, 177  acc:    82 /    94 =  87.234
0, 178  acc:    18 /    21 =  85.714
0, 179  acc:     6 /     8 =  75.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    55 /    68 =  80.882
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:    11 /    12 =  91.667
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    28 /    32 =  87.500
0, 192  acc:     1 /     4 =  25.000
0, 193  acc:     2 /     5 =  40.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    45 /    55 =  81.818
0, 197  acc:     9 /    11 =  81.818
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    23 /    25 =  92.000
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     3 /     4 =  75.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     5 =  60.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     6 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 28071 / 31310 =  89.655
1, 1  acc:  2996 /  3390 =  88.378
1, 2  acc:  5106 /  5827 =  87.627
1, 3  acc:  2127 /  2461 =  86.428
1, 4  acc:  2393 /  2771 =  86.359
1, 5  acc:   445 /   512 =  86.914
1, 6  acc:   229 /   270 =  84.815
1, 7  acc:   296 /   341 =  86.804
1, 8  acc:  2364 /  2811 =  84.098
1, 9  acc:   177 /   208 =  85.096
1, 10  acc:   212 /   251 =  84.462
1, 11  acc:    96 /   121 =  79.339
1, 12  acc:   368 /   440 =  83.636
1, 13  acc:    52 /    60 =  86.667
1, 14  acc:    66 /    79 =  83.544
1, 15  acc:    50 /    67 =  74.627
1, 16  acc:  3739 /  4365 =  85.659
1, 17  acc:   140 /   160 =  87.500
1, 18  acc:   264 /   316 =  83.544
1, 19  acc:   108 /   128 =  84.375
1, 20  acc:   181 /   199 =  90.955
1, 21  acc:    24 /    24 = 100.000
1, 22  acc:    63 /    75 =  84.000
1, 23  acc:    13 /    15 =  86.667
1, 24  acc:   453 /   564 =  80.319
1, 25  acc:    10 /    11 =  90.909
1, 26  acc:    36 /    46 =  78.261
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:    67 /    76 =  88.158
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    21 /    23 =  91.304
1, 31  acc:     2 /     2 = 100.000
1, 32  acc:   714 /   837 =  85.305
1, 33  acc:    51 /    54 =  94.444
1, 34  acc:    33 /    39 =  84.615
1, 35  acc:    15 /    15 = 100.000
1, 36  acc:    25 /    26 =  96.154
1, 37  acc:     3 /     4 =  75.000
1, 38  acc:    10 /    13 =  76.923
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:   179 /   210 =  85.238
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     8 /    10 =  80.000
1, 43  acc:    14 /    17 =  82.353
1, 44  acc:    15 /    18 =  83.333
1, 45  acc:     0 /     0 =     nan
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   218 /   259 =  84.170
1, 49  acc:     3 /     4 =  75.000
1, 50  acc:    16 /    19 =  84.211
1, 51  acc:    13 /    13 = 100.000
1, 52  acc:     8 /     9 =  88.889
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    18 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   191 /   217 =  88.018
1, 57  acc:    15 /    15 = 100.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     1 /     2 =  50.000
1, 60  acc:    17 /    20 =  85.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    12 =  91.667
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2650 /  3000 =  88.333
1, 65  acc:   337 /   394 =  85.533
1, 66  acc:   215 /   255 =  84.314
1, 67  acc:   102 /   117 =  87.179
1, 68  acc:   123 /   138 =  89.130
1, 69  acc:    25 /    28 =  89.286
1, 70  acc:    31 /    36 =  86.111
1, 71  acc:     9 /    11 =  81.818
1, 72  acc:    45 /    51 =  88.235
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     5 /     8 =  62.500
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    92 /   106 =  86.792
1, 81  acc:    12 /    17 =  70.588
1, 82  acc:    27 /    30 =  90.000
1, 83  acc:     2 /     4 =  50.000
1, 84  acc:     7 /     8 =  87.500
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /     7 =  71.429
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     1 /     2 =  50.000
1, 94  acc:    58 /    75 =  77.333
1, 95  acc:     6 /     8 =  75.000
1, 96  acc:     9 /    10 =  90.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    11 =  90.909
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    12 =  91.667
1, 101  acc:     0 /     0 =     nan
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:    15 /    16 =  93.750
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     7 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     4 /     4 = 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:  3806 /  4573 =  83.228
1, 118  acc:   985 /  1131 =  87.091
1, 119  acc:   254 /   289 =  87.889
1, 120  acc:   225 /   272 =  82.721
1, 121  acc:    65 /    74 =  87.838
1, 122  acc:    29 /    37 =  78.378
1, 123  acc:     7 /     9 =  77.778
1, 124  acc:    23 /    27 =  85.185
1, 125  acc:   246 /   290 =  84.828
1, 126  acc:    56 /    72 =  77.778
1, 127  acc:     7 /     8 =  87.500
1, 128  acc:    19 /    24 =  79.167
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   197 /   242 =  81.405
1, 134  acc:    60 /    68 =  88.235
1, 135  acc:     9 /     9 = 100.000
1, 136  acc:    13 /    20 =  65.000
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    57 /    68 =  83.824
1, 142  acc:     8 /     9 =  88.889
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     3 =  33.333
1, 148  acc:    90 /   110 =  81.818
1, 149  acc:     7 /     8 =  87.500
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     7 /    12 =  58.333
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    25 /    31 =  80.645
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     7 =  85.714
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    12 /    15 =  80.000
1, 160  acc:     2 /     4 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    14 /    15 =  93.333
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1642 /  1952 =  84.119
1, 170  acc:   331 /   383 =  86.423
1, 171  acc:   121 /   150 =  80.667
1, 172  acc:   120 /   142 =  84.507
1, 173  acc:    21 /    26 =  80.769
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    21 /    35 =  60.000
1, 177  acc:    38 /    52 =  73.077
1, 178  acc:     3 /     7 =  42.857
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     1 /     2 =  50.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:    12 /    15 =  80.000
1, 184  acc:    62 /    73 =  84.932
1, 185  acc:    16 /    19 =  84.211
1, 186  acc:     4 /     8 =  50.000
1, 187  acc:     8 /     9 =  88.889
1, 188  acc:     3 /     4 =  75.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    53 /    62 =  85.484
1, 197  acc:     4 /     4 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     2 /     8 =  25.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     7 =  71.429
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     2 /     3 =  66.667
1, 219  acc:     4 /     5 =  80.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251166 / 269038 =  93.357
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24449 / 25373 =  96.358
0, 1  acc: 30121 / 31282 =  96.289
0, 2  acc:  5919 /  6155 =  96.166
0, 3  acc: 23341 / 24292 =  96.085
0, 4  acc: 10433 / 10829 =  96.343
0, 5  acc:  5294 /  5541 =  95.542
0, 6  acc:  6531 /  6785 =  96.256
0, 7  acc: 11526 / 12016 =  95.922
1, 0  acc:  4287 /  4437 =  96.619
1, 1  acc:  4780 /  4962 =  96.332
1, 2  acc:  2185 /  2265 =  96.468
1, 3  acc:  2345 /  2446 =  95.871
1, 4  acc:  3003 /  3125 =  96.096
1, 5  acc:   968 /  1003 =  96.510
1, 6  acc:  2992 /  3111 =  96.175
1, 7  acc:  4518 /  4682 =  96.497
--------------------------------------
Average acc: 142692 / 148304 =  96.216
Robust  acc:  5294 /  5541 =  95.542
--------------------------------------
New max robust acc: 95.54232088070745
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed6.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed6.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: 58.451 | Best Acc: 94.455
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10966 / 12092 =  90.688
0, 1  acc: 13006 / 14179 =  91.727
0, 2  acc:  2572 /  3210 =  80.125
0, 3  acc: 11430 / 12101 =  94.455
0, 4  acc:  4731 /  5355 =  88.347
0, 5  acc:  2722 /  2980 =  91.342
0, 6  acc:  2638 /  3335 =  79.100
0, 7  acc:  4778 /  5723 =  83.488
1, 0  acc:  1491 /  2203 =  67.680
1, 1  acc:  1515 /  2270 =  66.740
1, 2  acc:   760 /  1216 =  62.500
1, 3  acc:   740 /  1260 =  58.730
1, 4  acc:   951 /  1627 =  58.451
1, 5  acc:   315 /   520 =  60.577
1, 6  acc:  1087 /  1537 =  70.722
1, 7  acc:  1461 /  2246 =  65.049
------------------------------------
Average acc: 61163 / 71854 =  85.121
Robust  acc:   951 /  1627 =  58.451
------------------------------------
Accuracies by groups:
0, 0  acc: 10966 / 12092 =  90.688
0, 1  acc: 13006 / 14179 =  91.727
0, 2  acc:  2572 /  3210 =  80.125
0, 3  acc: 11430 / 12101 =  94.455
0, 4  acc:  4731 /  5355 =  88.347
0, 5  acc:  2722 /  2980 =  91.342
0, 6  acc:  2638 /  3335 =  79.100
0, 7  acc:  4778 /  5723 =  83.488
1, 0  acc:  1491 /  2203 =  67.680
1, 1  acc:  1515 /  2270 =  66.740
1, 2  acc:   760 /  1216 =  62.500
1, 3  acc:   740 /  1260 =  58.730
1, 4  acc:   951 /  1627 =  58.451
1, 5  acc:   315 /   520 =  60.577
1, 6  acc:  1087 /  1537 =  70.722
1, 7  acc:  1461 /  2246 =  65.049
------------------------------------
Average acc: 61163 / 71854 =  85.121
Robust  acc:   951 /  1627 =  58.451
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10966 / 12092 =  90.688
0, 1  acc: 13006 / 14179 =  91.727
0, 2  acc:  2572 /  3210 =  80.125
0, 3  acc: 11430 / 12101 =  94.455
0, 4  acc:  4731 /  5355 =  88.347
0, 5  acc:  2722 /  2980 =  91.342
0, 6  acc:  2638 /  3335 =  79.100
0, 7  acc:  4778 /  5723 =  83.488
1, 0  acc:  1491 /  2203 =  67.680
1, 1  acc:  1515 /  2270 =  66.740
1, 2  acc:   760 /  1216 =  62.500
1, 3  acc:   740 /  1260 =  58.730
1, 4  acc:   951 /  1627 =  58.451
1, 5  acc:   315 /   520 =  60.577
1, 6  acc:  1087 /  1537 =  70.722
1, 7  acc:  1461 /  2246 =  65.049
------------------------------------
Average acc: 61163 / 71854 =  85.121
Robust  acc:   951 /  1627 =  58.451
------------------------------------

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: 96.411 | Val Loss: 0.000 | Val Acc: 98.340
Training:
Accuracies by groups:
0, 0  acc: 109250 / 111175 =  98.268
0, 1  acc:  9272 /  9482 =  97.785
0, 2  acc: 14870 / 15231 =  97.630
0, 3  acc:  7273 /  7448 =  97.650
0, 4  acc:  2886 /  3093 =  93.307
0, 5  acc:   356 /   398 =  89.447
0, 6  acc:   375 /   398 =  94.221
0, 7  acc:   391 /   421 =  92.874
0, 8  acc: 11188 / 11448 =  97.729
0, 9  acc:   768 /   785 =  97.834
0, 10  acc:   867 /   888 =  97.635
0, 11  acc:   535 /   551 =  97.096
0, 12  acc:   601 /   647 =  92.890
0, 13  acc:    53 /    58 =  91.379
0, 14  acc:    89 /    91 =  97.802
0, 15  acc:    32 /    38 =  84.211
0, 16  acc:  6741 /  7058 =  95.509
0, 17  acc:   222 /   237 =  93.671
0, 18  acc:   657 /   690 =  95.217
0, 19  acc:   207 /   215 =  96.279
0, 20  acc:   143 /   152 =  94.079
0, 21  acc:    17 /    18 =  94.444
0, 22  acc:    66 /    69 =  95.652
0, 23  acc:    14 /    18 =  77.778
0, 24  acc:   890 /   930 =  95.699
0, 25  acc:    41 /    45 =  91.111
0, 26  acc:    94 /    96 =  97.917
0, 27  acc:    34 /    34 = 100.000
0, 28  acc:    29 /    33 =  87.879
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     3 /     7 =  42.857
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2356 /  2407 =  97.881
0, 33  acc:    97 /   102 =  95.098
0, 34  acc:    92 /    94 =  97.872
0, 35  acc:    29 /    30 =  96.667
0, 36  acc:    38 /    39 =  97.436
0, 37  acc:     1 /     1 = 100.000
0, 38  acc:    22 /    23 =  95.652
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   714 /   739 =  96.617
0, 41  acc:    28 /    28 = 100.000
0, 42  acc:    25 /    26 =  96.154
0, 43  acc:    35 /    35 = 100.000
0, 44  acc:    24 /    26 =  92.308
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    13 /    13 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   413 /   434 =  95.161
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    20 /    25 =  80.000
0, 51  acc:    29 /    29 = 100.000
0, 52  acc:    10 /    11 =  90.909
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     1 /     1 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   431 /   446 =  96.637
0, 57  acc:    17 /    17 = 100.000
0, 58  acc:    23 /    24 =  95.833
0, 59  acc:    24 /    24 = 100.000
0, 60  acc:    22 /    23 =  95.652
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    12 /    14 =  85.714
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2890 /  3092 =  93.467
0, 65  acc:   438 /   464 =  94.397
0, 66  acc:   300 /   325 =  92.308
0, 67  acc:   130 /   136 =  95.588
0, 68  acc:    55 /    65 =  84.615
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    19 /    22 =  86.364
0, 71  acc:     8 /    10 =  80.000
0, 72  acc:    71 /    73 =  97.260
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     8 /    10 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    97 /   102 =  95.098
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:    14 /    15 =  93.333
0, 83  acc:     9 /    10 =  90.000
0, 84  acc:     7 /     9 =  77.778
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /    11 =  81.818
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    76 /    84 =  90.476
0, 95  acc:     7 /     8 =  87.500
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    16 /    17 =  94.118
0, 99  acc:     8 /     8 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    22 /    24 =  91.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     7 /     7 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7020 /  7377 =  95.161
0, 118  acc:  1655 /  1739 =  95.170
0, 119  acc:   399 /   417 =  95.683
0, 120  acc:   391 /   410 =  95.366
0, 121  acc:    74 /    84 =  88.095
0, 122  acc:    23 /    27 =  85.185
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    21 /    22 =  95.455
0, 125  acc:   448 /   464 =  96.552
0, 126  acc:   143 /   151 =  94.702
0, 127  acc:    34 /    35 =  97.143
0, 128  acc:    47 /    50 =  94.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   189 /   209 =  90.431
0, 134  acc:    43 /    46 =  93.478
0, 135  acc:    22 /    22 = 100.000
0, 136  acc:    22 /    22 = 100.000
0, 137  acc:     8 /    11 =  72.727
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    86 /    91 =  94.505
0, 142  acc:    14 /    15 =  93.333
0, 143  acc:     5 /     6 =  83.333
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   120 /   130 =  92.308
0, 149  acc:    15 /    18 =  83.333
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:    12 /    15 =  80.000
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    37 /    41 =  90.244
0, 155  acc:    11 /    11 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    25 /    27 =  92.593
0, 160  acc:     5 /     5 = 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:    16 /    16 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     3 =  66.667
0, 169  acc:  1792 /  1957 =  91.569
0, 170  acc:   369 /   410 =  90.000
0, 171  acc:   106 /   115 =  92.174
0, 172  acc:   163 /   174 =  93.678
0, 173  acc:    23 /    24 =  95.833
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     1 /     1 = 100.000
0, 176  acc:    13 /    16 =  81.250
0, 177  acc:    89 /    93 =  95.699
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:    11 /    12 =  91.667
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    39 /    44 =  88.636
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     0 /     1 =   0.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    35 /    37 =  94.595
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     6 /     6 = 100.000
0, 196  acc:    64 /    70 =  91.429
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     4 /     7 =  57.143
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    23 /    23 = 100.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     7 =  85.714
0, 210  acc:     1 /     4 =  25.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    12 =  91.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 29572 / 31198 =  94.788
1, 1  acc:  3248 /  3432 =  94.639
1, 2  acc:  5366 /  5737 =  93.533
1, 3  acc:  2333 /  2495 =  93.507
1, 4  acc:  2582 /  2740 =  94.234
1, 5  acc:   469 /   504 =  93.056
1, 6  acc:   236 /   258 =  91.473
1, 7  acc:   370 /   391 =  94.629
1, 8  acc:  2647 /  2880 =  91.910
1, 9  acc:   179 /   195 =  91.795
1, 10  acc:   224 /   242 =  92.562
1, 11  acc:   110 /   124 =  88.710
1, 12  acc:   421 /   448 =  93.973
1, 13  acc:    59 /    63 =  93.651
1, 14  acc:    60 /    66 =  90.909
1, 15  acc:    62 /    73 =  84.932
1, 16  acc:  3955 /  4252 =  93.015
1, 17  acc:   136 /   142 =  95.775
1, 18  acc:   309 /   332 =  93.072
1, 19  acc:   118 /   128 =  92.188
1, 20  acc:   153 /   159 =  96.226
1, 21  acc:    22 /    22 = 100.000
1, 22  acc:    82 /    87 =  94.253
1, 23  acc:    21 /    23 =  91.304
1, 24  acc:   522 /   571 =  91.419
1, 25  acc:    13 /    13 = 100.000
1, 26  acc:    57 /    61 =  93.443
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:    84 /    90 =  93.333
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   834 /   906 =  92.053
1, 33  acc:    41 /    44 =  93.182
1, 34  acc:    34 /    38 =  89.474
1, 35  acc:     9 /     9 = 100.000
1, 36  acc:    17 /    20 =  85.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    13 /    13 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   206 /   219 =  94.064
1, 41  acc:     4 /     4 = 100.000
1, 42  acc:     4 /     5 =  80.000
1, 43  acc:    14 /    14 = 100.000
1, 44  acc:    17 /    19 =  89.474
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:     4 /     5 =  80.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   270 /   286 =  94.406
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    21 /    23 =  91.304
1, 51  acc:    16 /    16 = 100.000
1, 52  acc:     5 /     5 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    16 =  87.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   211 /   230 =  91.739
1, 57  acc:     9 /    10 =  90.000
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:     7 /    10 =  70.000
1, 60  acc:    18 /    19 =  94.737
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2807 /  2997 =  93.660
1, 65  acc:   369 /   393 =  93.893
1, 66  acc:   231 /   249 =  92.771
1, 67  acc:    87 /    96 =  90.625
1, 68  acc:   129 /   136 =  94.853
1, 69  acc:    32 /    32 = 100.000
1, 70  acc:    39 /    40 =  97.500
1, 71  acc:    13 /    13 = 100.000
1, 72  acc:    73 /    79 =  92.405
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    18 /    19 =  94.737
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   107 /   113 =  94.690
1, 81  acc:    14 /    15 =  93.333
1, 82  acc:    26 /    28 =  92.857
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    12 =  91.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     9 /    11 =  81.818
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:     1 /     1 = 100.000
1, 94  acc:    67 /    73 =  91.781
1, 95  acc:     7 /     8 =  87.500
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    14 =  85.714
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:    12 /    13 =  92.308
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    11 /    13 =  84.615
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:  4062 /  4438 =  91.528
1, 118  acc:   999 /  1088 =  91.820
1, 119  acc:   268 /   293 =  91.468
1, 120  acc:   280 /   301 =  93.023
1, 121  acc:    79 /    86 =  91.860
1, 122  acc:    42 /    46 =  91.304
1, 123  acc:    15 /    19 =  78.947
1, 124  acc:    27 /    27 = 100.000
1, 125  acc:   243 /   272 =  89.338
1, 126  acc:    54 /    61 =  88.525
1, 127  acc:    15 /    18 =  83.333
1, 128  acc:    20 /    22 =  90.909
1, 129  acc:     6 /     6 = 100.000
1, 130  acc:     4 /     5 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   225 /   239 =  94.142
1, 134  acc:    45 /    46 =  97.826
1, 135  acc:    23 /    24 =  95.833
1, 136  acc:    20 /    23 =  86.957
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    48 /    52 =  92.308
1, 142  acc:     9 /    11 =  81.818
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:   100 /   110 =  90.909
1, 149  acc:    11 /    11 = 100.000
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     4 /     8 =  50.000
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    25 /    29 =  86.207
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     5 =  40.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     9 /    11 =  81.818
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    14 /    14 = 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:  1813 /  1951 =  92.927
1, 170  acc:   333 /   366 =  90.984
1, 171  acc:   157 /   165 =  95.152
1, 172  acc:   104 /   112 =  92.857
1, 173  acc:    31 /    32 =  96.875
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    28 /    30 =  93.333
1, 177  acc:    44 /    46 =  95.652
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     1 /     2 =  50.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     1 /     2 =  50.000
1, 183  acc:     7 /     9 =  77.778
1, 184  acc:    66 /    73 =  90.411
1, 185  acc:    23 /    23 = 100.000
1, 186  acc:     6 /     8 =  75.000
1, 187  acc:     2 /     2 = 100.000
1, 188  acc:     3 /     4 =  75.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    51 /    57 =  89.474
1, 197  acc:     5 /     5 = 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:     5 /     7 =  71.429
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    12 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259381 / 269038 =  96.411
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24930 / 25373 =  98.254
0, 1  acc: 30766 / 31282 =  98.350
0, 2  acc:  6055 /  6155 =  98.375
0, 3  acc: 23895 / 24292 =  98.366
0, 4  acc: 10669 / 10829 =  98.522
0, 5  acc:  5436 /  5541 =  98.105
0, 6  acc:  6667 /  6785 =  98.261
0, 7  acc: 11823 / 12016 =  98.394
1, 0  acc:  4372 /  4437 =  98.535
1, 1  acc:  4886 /  4962 =  98.468
1, 2  acc:  2229 /  2265 =  98.411
1, 3  acc:  2417 /  2446 =  98.814
1, 4  acc:  3078 /  3125 =  98.496
1, 5  acc:   988 /  1003 =  98.504
1, 6  acc:  3056 /  3111 =  98.232
1, 7  acc:  4598 /  4682 =  98.206
--------------------------------------
Average acc: 145865 / 148304 =  98.355
Robust  acc:  5436 /  5541 =  98.105
--------------------------------------
New max robust acc: 98.10503519220357
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed6.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed6.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: 50.740 | Best Acc: 96.099
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11403 / 12092 =  94.302
0, 1  acc: 13520 / 14179 =  95.352
0, 2  acc:  2840 /  3210 =  88.474
0, 3  acc: 11629 / 12101 =  96.099
0, 4  acc:  4819 /  5355 =  89.991
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2846 /  3335 =  85.337
0, 7  acc:  4901 /  5723 =  85.637
1, 0  acc:  1273 /  2203 =  57.785
1, 1  acc:  1269 /  2270 =  55.903
1, 2  acc:   617 /  1216 =  50.740
1, 3  acc:   647 /  1260 =  51.349
1, 4  acc:   905 /  1627 =  55.624
1, 5  acc:   302 /   520 =  58.077
1, 6  acc:   967 /  1537 =  62.915
1, 7  acc:  1365 /  2246 =  60.775
------------------------------------
Average acc: 62071 / 71854 =  86.385
Robust  acc:   617 /  1216 =  50.740
------------------------------------
Accuracies by groups:
0, 0  acc: 11403 / 12092 =  94.302
0, 1  acc: 13520 / 14179 =  95.352
0, 2  acc:  2840 /  3210 =  88.474
0, 3  acc: 11629 / 12101 =  96.099
0, 4  acc:  4819 /  5355 =  89.991
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2846 /  3335 =  85.337
0, 7  acc:  4901 /  5723 =  85.637
1, 0  acc:  1273 /  2203 =  57.785
1, 1  acc:  1269 /  2270 =  55.903
1, 2  acc:   617 /  1216 =  50.740
1, 3  acc:   647 /  1260 =  51.349
1, 4  acc:   905 /  1627 =  55.624
1, 5  acc:   302 /   520 =  58.077
1, 6  acc:   967 /  1537 =  62.915
1, 7  acc:  1365 /  2246 =  60.775
------------------------------------
Average acc: 62071 / 71854 =  86.385
Robust  acc:   617 /  1216 =  50.740
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11403 / 12092 =  94.302
0, 1  acc: 13520 / 14179 =  95.352
0, 2  acc:  2840 /  3210 =  88.474
0, 3  acc: 11629 / 12101 =  96.099
0, 4  acc:  4819 /  5355 =  89.991
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2846 /  3335 =  85.337
0, 7  acc:  4901 /  5723 =  85.637
1, 0  acc:  1273 /  2203 =  57.785
1, 1  acc:  1269 /  2270 =  55.903
1, 2  acc:   617 /  1216 =  50.740
1, 3  acc:   647 /  1260 =  51.349
1, 4  acc:   905 /  1627 =  55.624
1, 5  acc:   302 /   520 =  58.077
1, 6  acc:   967 /  1537 =  62.915
1, 7  acc:  1365 /  2246 =  60.775
------------------------------------
Average acc: 62071 / 71854 =  86.385
Robust  acc:   617 /  1216 =  50.740
------------------------------------

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: 97.842 | Val Loss: 0.000 | Val Acc: 99.092
Training:
Accuracies by groups:
0, 0  acc: 110007 / 111220 =  98.909
0, 1  acc:  9294 /  9434 =  98.516
0, 2  acc: 14877 / 15088 =  98.602
0, 3  acc:  7470 /  7601 =  98.277
0, 4  acc:  3058 /  3169 =  96.497
0, 5  acc:   394 /   408 =  96.569
0, 6  acc:   397 /   416 =  95.433
0, 7  acc:   413 /   429 =  96.270
0, 8  acc: 11487 / 11657 =  98.542
0, 9  acc:   768 /   784 =  97.959
0, 10  acc:   792 /   804 =  98.507
0, 11  acc:   560 /   570 =  98.246
0, 12  acc:   586 /   607 =  96.540
0, 13  acc:    52 /    56 =  92.857
0, 14  acc:    88 /    92 =  95.652
0, 15  acc:    63 /    65 =  96.923
0, 16  acc:  6815 /  6999 =  97.371
0, 17  acc:   237 /   242 =  97.934
0, 18  acc:   693 /   708 =  97.881
0, 19  acc:   186 /   193 =  96.373
0, 20  acc:   135 /   145 =  93.103
0, 21  acc:    20 /    20 = 100.000
0, 22  acc:    52 /    52 = 100.000
0, 23  acc:    10 /    11 =  90.909
0, 24  acc:   898 /   923 =  97.291
0, 25  acc:    36 /    38 =  94.737
0, 26  acc:    89 /    91 =  97.802
0, 27  acc:    31 /    32 =  96.875
0, 28  acc:    41 /    44 =  93.182
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:     8 /     9 =  88.889
0, 32  acc:  2337 /  2372 =  98.524
0, 33  acc:   112 /   113 =  99.115
0, 34  acc:    92 /    94 =  97.872
0, 35  acc:    31 /    31 = 100.000
0, 36  acc:    66 /    67 =  98.507
0, 37  acc:     1 /     2 =  50.000
0, 38  acc:    21 /    21 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   656 /   668 =  98.204
0, 41  acc:    27 /    27 = 100.000
0, 42  acc:    32 /    32 = 100.000
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    11 /    11 = 100.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   420 /   435 =  96.552
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    19 /    20 =  95.000
0, 51  acc:    27 /    27 = 100.000
0, 52  acc:    12 /    12 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   404 /   418 =  96.651
0, 57  acc:    19 /    19 = 100.000
0, 58  acc:    21 /    23 =  91.304
0, 59  acc:    23 /    24 =  95.833
0, 60  acc:    16 /    17 =  94.118
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2796 /  2918 =  95.819
0, 65  acc:   433 /   446 =  97.085
0, 66  acc:   278 /   289 =  96.194
0, 67  acc:   135 /   140 =  96.429
0, 68  acc:    78 /    83 =  93.976
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    30 /    31 =  96.774
0, 71  acc:    17 /    17 = 100.000
0, 72  acc:    87 /    89 =  97.753
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     1 /     1 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    96 /   104 =  92.308
0, 81  acc:    15 /    20 =  75.000
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     9 /    10 =  90.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    10 /    11 =  90.909
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    15 /    15 = 100.000
0, 89  acc:     6 /     6 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    64 /    67 =  95.522
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    22 /    24 =  91.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /    11 =  81.818
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     4 /     4 = 100.000
0, 117  acc:  6941 /  7173 =  96.766
0, 118  acc:  1632 /  1696 =  96.226
0, 119  acc:   471 /   491 =  95.927
0, 120  acc:   401 /   415 =  96.627
0, 121  acc:    69 /    74 =  93.243
0, 122  acc:    29 /    31 =  93.548
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    21 /    24 =  87.500
0, 125  acc:   421 /   434 =  97.005
0, 126  acc:   120 /   126 =  95.238
0, 127  acc:    35 /    36 =  97.222
0, 128  acc:    37 /    38 =  97.368
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   201 /   211 =  95.261
0, 134  acc:    55 /    58 =  94.828
0, 135  acc:    16 /    16 = 100.000
0, 136  acc:    26 /    27 =  96.296
0, 137  acc:     6 /     7 =  85.714
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    67 /    69 =  97.101
0, 142  acc:    14 /    14 = 100.000
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     4 /     4 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   126 /   133 =  94.737
0, 149  acc:    20 /    20 = 100.000
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     9 /    14 =  64.286
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    44 /    45 =  97.778
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    25 /    28 =  89.286
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    21 =  95.238
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1861 /  1946 =  95.632
0, 170  acc:   397 /   420 =  94.524
0, 171  acc:   130 /   137 =  94.891
0, 172  acc:   175 /   184 =  95.109
0, 173  acc:    25 /    28 =  89.286
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    19 /    21 =  90.476
0, 177  acc:    68 /    71 =  95.775
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     6 /     6 = 100.000
0, 182  acc:     4 /     4 = 100.000
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    42 /    45 =  93.333
0, 185  acc:     8 /     9 =  88.889
0, 186  acc:    11 /    11 = 100.000
0, 187  acc:     9 /    10 =  90.000
0, 188  acc:     1 /     3 =  33.333
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    37 /    38 =  97.368
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     5 /     5 = 100.000
0, 196  acc:    61 /    63 =  96.825
0, 197  acc:    10 /    10 = 100.000
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     3 /     3 = 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:    18 /    19 =  94.737
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     5 /     5 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 30357 / 31322 =  96.919
1, 1  acc:  3261 /  3360 =  97.054
1, 2  acc:  5649 /  5879 =  96.088
1, 3  acc:  2317 /  2412 =  96.061
1, 4  acc:  2664 /  2754 =  96.732
1, 5  acc:   466 /   479 =  97.286
1, 6  acc:   261 /   267 =  97.753
1, 7  acc:   320 /   333 =  96.096
1, 8  acc:  2645 /  2759 =  95.868
1, 9  acc:   221 /   232 =  95.259
1, 10  acc:   253 /   267 =  94.757
1, 11  acc:   107 /   116 =  92.241
1, 12  acc:   419 /   430 =  97.442
1, 13  acc:    52 /    55 =  94.545
1, 14  acc:    74 /    76 =  97.368
1, 15  acc:    78 /    80 =  97.500
1, 16  acc:  4220 /  4399 =  95.931
1, 17  acc:   172 /   176 =  97.727
1, 18  acc:   322 /   332 =  96.988
1, 19  acc:   118 /   124 =  95.161
1, 20  acc:   143 /   151 =  94.702
1, 21  acc:    25 /    25 = 100.000
1, 22  acc:    63 /    66 =  95.455
1, 23  acc:    17 /    20 =  85.000
1, 24  acc:   551 /   584 =  94.349
1, 25  acc:    17 /    17 = 100.000
1, 26  acc:    46 /    50 =  92.000
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:    70 /    77 =  90.909
1, 29  acc:     3 /     3 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   824 /   862 =  95.592
1, 33  acc:    58 /    58 = 100.000
1, 34  acc:    24 /    25 =  96.000
1, 35  acc:    11 /    11 = 100.000
1, 36  acc:    24 /    25 =  96.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    17 /    18 =  94.444
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   222 /   227 =  97.797
1, 41  acc:     5 /     6 =  83.333
1, 42  acc:     4 /     5 =  80.000
1, 43  acc:    13 /    13 = 100.000
1, 44  acc:    12 /    14 =  85.714
1, 45  acc:     0 /     0 =     nan
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   291 /   307 =  94.788
1, 49  acc:     9 /    10 =  90.000
1, 50  acc:    18 /    19 =  94.737
1, 51  acc:    12 /    12 = 100.000
1, 52  acc:    10 /    11 =  90.909
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    22 =  95.455
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   204 /   219 =  93.151
1, 57  acc:     7 /     7 = 100.000
1, 58  acc:    12 /    13 =  92.308
1, 59  acc:     7 /     9 =  77.778
1, 60  acc:    19 /    22 =  86.364
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2821 /  2926 =  96.411
1, 65  acc:   415 /   428 =  96.963
1, 66  acc:   246 /   254 =  96.850
1, 67  acc:   109 /   110 =  99.091
1, 68  acc:   120 /   127 =  94.488
1, 69  acc:    27 /    27 = 100.000
1, 70  acc:    36 /    36 = 100.000
1, 71  acc:    14 /    14 = 100.000
1, 72  acc:    72 /    72 = 100.000
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    15 /    15 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   112 /   115 =  97.391
1, 81  acc:     5 /     9 =  55.556
1, 82  acc:    22 /    23 =  95.652
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    16 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    76 /    77 =  98.701
1, 95  acc:    11 /    12 =  91.667
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     7 /     8 =  87.500
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    22 /    23 =  95.652
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     4 /     4 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     2 /     3 =  66.667
1, 112  acc:     8 /     8 = 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:  4430 /  4649 =  95.289
1, 118  acc:  1092 /  1138 =  95.958
1, 119  acc:   281 /   289 =  97.232
1, 120  acc:   321 /   332 =  96.687
1, 121  acc:    71 /    76 =  93.421
1, 122  acc:    44 /    47 =  93.617
1, 123  acc:    11 /    12 =  91.667
1, 124  acc:    18 /    18 = 100.000
1, 125  acc:   276 /   297 =  92.929
1, 126  acc:    65 /    68 =  95.588
1, 127  acc:    12 /    12 = 100.000
1, 128  acc:    26 /    28 =  92.857
1, 129  acc:    18 /    18 = 100.000
1, 130  acc:     2 /     4 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     6 =  83.333
1, 133  acc:   246 /   258 =  95.349
1, 134  acc:    43 /    44 =  97.727
1, 135  acc:    17 /    17 = 100.000
1, 136  acc:    20 /    21 =  95.238
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    65 /    67 =  97.015
1, 142  acc:    15 /    16 =  93.750
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     2 /     2 = 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:    97 /   101 =  96.040
1, 149  acc:    16 /    17 =  94.118
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:     6 /     8 =  75.000
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    16 /    16 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    16 =  93.750
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    16 /    16 = 100.000
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1906 /  1973 =  96.604
1, 170  acc:   350 /   368 =  95.109
1, 171  acc:   145 /   152 =  95.395
1, 172  acc:   131 /   141 =  92.908
1, 173  acc:    25 /    26 =  96.154
1, 174  acc:     1 /     2 =  50.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    24 /    26 =  92.308
1, 177  acc:    36 /    39 =  92.308
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     4 /     5 =  80.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     9 /     9 = 100.000
1, 184  acc:    66 /    70 =  94.286
1, 185  acc:    16 /    16 = 100.000
1, 186  acc:     8 /     9 =  88.889
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     0 /     0 =     nan
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    58 /    60 =  96.667
1, 197  acc:     5 /     5 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     7 = 100.000
1, 205  acc:     3 /     4 =  75.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    10 =  80.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263232 / 269038 =  97.842
Robust  acc:     1 /     3 =  33.333
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25148 / 25373 =  99.113
0, 1  acc: 31008 / 31282 =  99.124
0, 2  acc:  6082 /  6155 =  98.814
0, 3  acc: 24081 / 24292 =  99.131
0, 4  acc: 10736 / 10829 =  99.141
0, 5  acc:  5496 /  5541 =  99.188
0, 6  acc:  6722 /  6785 =  99.071
0, 7  acc: 11904 / 12016 =  99.068
1, 0  acc:  4393 /  4437 =  99.008
1, 1  acc:  4919 /  4962 =  99.133
1, 2  acc:  2246 /  2265 =  99.161
1, 3  acc:  2424 /  2446 =  99.101
1, 4  acc:  3104 /  3125 =  99.328
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3084 /  3111 =  99.132
1, 7  acc:  4629 /  4682 =  98.868
--------------------------------------
Average acc: 146974 / 148304 =  99.103
Robust  acc:  6082 /  6155 =  98.814
--------------------------------------
New max robust acc: 98.81397238017871
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed6.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed6.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: 56.054 | Best Acc: 95.505
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11143 / 12092 =  92.152
0, 1  acc: 13254 / 14179 =  93.476
0, 2  acc:  2594 /  3210 =  80.810
0, 3  acc: 11557 / 12101 =  95.505
0, 4  acc:  4810 /  5355 =  89.823
0, 5  acc:  2746 /  2980 =  92.148
0, 6  acc:  2547 /  3335 =  76.372
0, 7  acc:  4621 /  5723 =  80.744
1, 0  acc:  1426 /  2203 =  64.730
1, 1  acc:  1398 /  2270 =  61.586
1, 2  acc:   779 /  1216 =  64.062
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:   912 /  1627 =  56.054
1, 5  acc:   312 /   520 =  60.000
1, 6  acc:  1106 /  1537 =  71.958
1, 7  acc:  1505 /  2246 =  67.008
------------------------------------
Average acc: 61417 / 71854 =  85.475
Robust  acc:   912 /  1627 =  56.054
------------------------------------
Accuracies by groups:
0, 0  acc: 11143 / 12092 =  92.152
0, 1  acc: 13254 / 14179 =  93.476
0, 2  acc:  2594 /  3210 =  80.810
0, 3  acc: 11557 / 12101 =  95.505
0, 4  acc:  4810 /  5355 =  89.823
0, 5  acc:  2746 /  2980 =  92.148
0, 6  acc:  2547 /  3335 =  76.372
0, 7  acc:  4621 /  5723 =  80.744
1, 0  acc:  1426 /  2203 =  64.730
1, 1  acc:  1398 /  2270 =  61.586
1, 2  acc:   779 /  1216 =  64.062
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:   912 /  1627 =  56.054
1, 5  acc:   312 /   520 =  60.000
1, 6  acc:  1106 /  1537 =  71.958
1, 7  acc:  1505 /  2246 =  67.008
------------------------------------
Average acc: 61417 / 71854 =  85.475
Robust  acc:   912 /  1627 =  56.054
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11143 / 12092 =  92.152
0, 1  acc: 13254 / 14179 =  93.476
0, 2  acc:  2594 /  3210 =  80.810
0, 3  acc: 11557 / 12101 =  95.505
0, 4  acc:  4810 /  5355 =  89.823
0, 5  acc:  2746 /  2980 =  92.148
0, 6  acc:  2547 /  3335 =  76.372
0, 7  acc:  4621 /  5723 =  80.744
1, 0  acc:  1426 /  2203 =  64.730
1, 1  acc:  1398 /  2270 =  61.586
1, 2  acc:   779 /  1216 =  64.062
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:   912 /  1627 =  56.054
1, 5  acc:   312 /   520 =  60.000
1, 6  acc:  1106 /  1537 =  71.958
1, 7  acc:  1505 /  2246 =  67.008
------------------------------------
Average acc: 61417 / 71854 =  85.475
Robust  acc:   912 /  1627 =  56.054
------------------------------------

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: 98.547 | Val Loss: 0.000 | Val Acc: 99.214
Training:
Accuracies by groups:
0, 0  acc: 110377 / 111188 =  99.271
0, 1  acc:  9505 /  9602 =  98.990
0, 2  acc: 14632 / 14801 =  98.858
0, 3  acc:  7386 /  7480 =  98.743
0, 4  acc:  3086 /  3173 =  97.258
0, 5  acc:   405 /   423 =  95.745
0, 6  acc:   387 /   395 =  97.975
0, 7  acc:   344 /   349 =  98.567
0, 8  acc: 11418 / 11517 =  99.140
0, 9  acc:   807 /   817 =  98.776
0, 10  acc:   808 /   813 =  99.385
0, 11  acc:   512 /   515 =  99.417
0, 12  acc:   624 /   641 =  97.348
0, 13  acc:    49 /    53 =  92.453
0, 14  acc:    89 /    90 =  98.889
0, 15  acc:    55 /    58 =  94.828
0, 16  acc:  7089 /  7235 =  97.982
0, 17  acc:   252 /   258 =  97.674
0, 18  acc:   657 /   669 =  98.206
0, 19  acc:   205 /   212 =  96.698
0, 20  acc:   130 /   138 =  94.203
0, 21  acc:    12 /    13 =  92.308
0, 22  acc:    77 /    80 =  96.250
0, 23  acc:    15 /    18 =  83.333
0, 24  acc:   910 /   933 =  97.535
0, 25  acc:    52 /    52 = 100.000
0, 26  acc:    82 /    83 =  98.795
0, 27  acc:    24 /    25 =  96.000
0, 28  acc:    48 /    48 = 100.000
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:    10 /    10 = 100.000
0, 31  acc:    12 /    12 = 100.000
0, 32  acc:  2357 /  2388 =  98.702
0, 33  acc:    93 /    97 =  95.876
0, 34  acc:   104 /   105 =  99.048
0, 35  acc:    31 /    31 = 100.000
0, 36  acc:    39 /    40 =  97.500
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   633 /   641 =  98.752
0, 41  acc:    25 /    26 =  96.154
0, 42  acc:    28 /    30 =  93.333
0, 43  acc:    33 /    33 = 100.000
0, 44  acc:    29 /    31 =  93.548
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   448 /   459 =  97.603
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    23 /    23 = 100.000
0, 51  acc:    20 /    20 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     5 /     5 = 100.000
0, 56  acc:   394 /   405 =  97.284
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    24 /    24 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    16 /    18 =  88.889
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:    12 /    12 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2950 /  3028 =  97.424
0, 65  acc:   430 /   436 =  98.624
0, 66  acc:   317 /   330 =  96.061
0, 67  acc:   130 /   132 =  98.485
0, 68  acc:    66 /    67 =  98.507
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    26 /    26 = 100.000
0, 71  acc:     3 /     3 = 100.000
0, 72  acc:    84 /    85 =  98.824
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    17 /    17 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   110 /   113 =  97.345
0, 81  acc:     9 /    12 =  75.000
0, 82  acc:    21 /    22 =  95.455
0, 83  acc:    12 /    13 =  92.308
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    81 /    83 =  97.590
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    16 /    17 =  94.118
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    13 /    13 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     8 /     9 =  88.889
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 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:  7234 /  7384 =  97.969
0, 118  acc:  1683 /  1719 =  97.906
0, 119  acc:   451 /   463 =  97.408
0, 120  acc:   405 /   415 =  97.590
0, 121  acc:    66 /    70 =  94.286
0, 122  acc:    37 /    37 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    27 /    30 =  90.000
0, 125  acc:   434 /   446 =  97.309
0, 126  acc:   107 /   108 =  99.074
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    39 /    39 = 100.000
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   213 /   217 =  98.157
0, 134  acc:    59 /    65 =  90.769
0, 135  acc:    25 /    26 =  96.154
0, 136  acc:    29 /    30 =  96.667
0, 137  acc:     9 /    11 =  81.818
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    58 /    59 =  98.305
0, 142  acc:    14 /    15 =  93.333
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    11 /    11 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   136 /   141 =  96.454
0, 149  acc:    26 /    27 =  96.296
0, 150  acc:     5 /     5 = 100.000
0, 151  acc:    13 /    15 =  86.667
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    37 /    39 =  94.872
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    26 /    26 = 100.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    15 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1865 /  1927 =  96.783
0, 170  acc:   403 /   412 =  97.816
0, 171  acc:   122 /   125 =  97.600
0, 172  acc:   196 /   204 =  96.078
0, 173  acc:    31 /    31 = 100.000
0, 174  acc:     9 /    10 =  90.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    16 /    20 =  80.000
0, 177  acc:    75 /    77 =  97.403
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     9 /     9 = 100.000
0, 184  acc:    55 /    55 = 100.000
0, 185  acc:    10 /    10 = 100.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     6 /     7 =  85.714
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    29 = 100.000
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    50 /    51 =  98.039
0, 197  acc:    12 /    12 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     6 /     6 = 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:    12 /    14 =  85.714
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     4 /     5 =  80.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     4 /     4 = 100.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     4 /     4 = 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:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 30835 / 31437 =  98.085
1, 1  acc:  3256 /  3325 =  97.925
1, 2  acc:  5613 /  5761 =  97.431
1, 3  acc:  2343 /  2409 =  97.260
1, 4  acc:  2816 /  2885 =  97.608
1, 5  acc:   471 /   484 =  97.314
1, 6  acc:   264 /   270 =  97.778
1, 7  acc:   353 /   360 =  98.056
1, 8  acc:  2750 /  2818 =  97.587
1, 9  acc:   179 /   187 =  95.722
1, 10  acc:   249 /   255 =  97.647
1, 11  acc:   133 /   139 =  95.683
1, 12  acc:   396 /   411 =  96.350
1, 13  acc:    53 /    57 =  92.982
1, 14  acc:    60 /    61 =  98.361
1, 15  acc:    83 /    86 =  96.512
1, 16  acc:  4220 /  4348 =  97.056
1, 17  acc:   161 /   163 =  98.773
1, 18  acc:   352 /   363 =  96.970
1, 19  acc:   127 /   131 =  96.947
1, 20  acc:   150 /   155 =  96.774
1, 21  acc:    25 /    25 = 100.000
1, 22  acc:    81 /    81 = 100.000
1, 23  acc:    22 /    23 =  95.652
1, 24  acc:   552 /   563 =  98.046
1, 25  acc:    18 /    18 = 100.000
1, 26  acc:    41 /    41 = 100.000
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    88 /    90 =  97.778
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:     7 /     7 = 100.000
1, 31  acc:     3 /     3 = 100.000
1, 32  acc:   855 /   882 =  96.939
1, 33  acc:    40 /    41 =  97.561
1, 34  acc:    41 /    42 =  97.619
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    25 /    26 =  96.154
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    13 /    15 =  86.667
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   232 /   235 =  98.723
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     4 /     6 =  66.667
1, 43  acc:    14 /    14 = 100.000
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   264 /   272 =  97.059
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    27 /    28 =  96.429
1, 51  acc:    17 /    17 = 100.000
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    20 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   215 /   225 =  95.556
1, 57  acc:     8 /     9 =  88.889
1, 58  acc:     9 /     9 = 100.000
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    20 /    21 =  95.238
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     6 /     6 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2803 /  2878 =  97.394
1, 65  acc:   389 /   396 =  98.232
1, 66  acc:   243 /   254 =  95.669
1, 67  acc:   102 /   105 =  97.143
1, 68  acc:   136 /   137 =  99.270
1, 69  acc:    34 /    34 = 100.000
1, 70  acc:    36 /    36 = 100.000
1, 71  acc:    19 /    19 = 100.000
1, 72  acc:    55 /    55 = 100.000
1, 73  acc:     0 /     0 =     nan
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    11 /    11 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    90 /    94 =  95.745
1, 81  acc:    19 /    20 =  95.000
1, 82  acc:    33 /    34 =  97.059
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /     8 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    10 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    86 /    88 =  97.727
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     3 /     3 = 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:    16 /    16 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     5 /     6 =  83.333
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:  4366 /  4512 =  96.764
1, 118  acc:  1160 /  1198 =  96.828
1, 119  acc:   281 /   289 =  97.232
1, 120  acc:   318 /   327 =  97.248
1, 121  acc:    80 /    82 =  97.561
1, 122  acc:    36 /    37 =  97.297
1, 123  acc:    18 /    19 =  94.737
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   303 /   311 =  97.428
1, 126  acc:    63 /    66 =  95.455
1, 127  acc:    11 /    13 =  84.615
1, 128  acc:    22 /    23 =  95.652
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   250 /   254 =  98.425
1, 134  acc:    40 /    42 =  95.238
1, 135  acc:    19 /    19 = 100.000
1, 136  acc:    24 /    25 =  96.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    48 /    51 =  94.118
1, 142  acc:     8 /     8 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   107 /   111 =  96.396
1, 149  acc:    12 /    13 =  92.308
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     3 /     7 =  42.857
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    17 /    18 =  94.444
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     2 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    16 =  93.750
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    12 /    12 = 100.000
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1916 /  1961 =  97.705
1, 170  acc:   362 /   367 =  98.638
1, 171  acc:   134 /   138 =  97.101
1, 172  acc:   130 /   132 =  98.485
1, 173  acc:    39 /    40 =  97.500
1, 174  acc:     6 /     6 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    26 /    28 =  92.857
1, 177  acc:    41 /    43 =  95.349
1, 178  acc:     5 /     6 =  83.333
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     2 /     2 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     7 /     8 =  87.500
1, 184  acc:    72 /    74 =  97.297
1, 185  acc:    21 /    21 = 100.000
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     9 /     9 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    62 /    63 =  98.413
1, 197  acc:     2 /     2 = 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:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    12 = 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:     9 /     9 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     3 /     3 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:     5 /     6 =  83.333
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265129 / 269038 =  98.547
Robust  acc:     3 /     7 =  42.857
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25196 / 25373 =  99.302
0, 1  acc: 31034 / 31282 =  99.207
0, 2  acc:  6109 /  6155 =  99.253
0, 3  acc: 24098 / 24292 =  99.201
0, 4  acc: 10746 / 10829 =  99.234
0, 5  acc:  5500 /  5541 =  99.260
0, 6  acc:  6738 /  6785 =  99.307
0, 7  acc: 11916 / 12016 =  99.168
1, 0  acc:  4399 /  4437 =  99.144
1, 1  acc:  4929 /  4962 =  99.335
1, 2  acc:  2254 /  2265 =  99.514
1, 3  acc:  2420 /  2446 =  98.937
1, 4  acc:  3087 /  3125 =  98.784
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3090 /  3111 =  99.325
1, 7  acc:  4635 /  4682 =  98.996
--------------------------------------
Average acc: 147147 / 148304 =  99.220
Robust  acc:  3087 /  3125 =  98.784
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.222 | Best Acc: 94.951
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11111 / 12092 =  91.887
0, 1  acc: 13121 / 14179 =  92.538
0, 2  acc:  2666 /  3210 =  83.053
0, 3  acc: 11490 / 12101 =  94.951
0, 4  acc:  4756 /  5355 =  88.814
0, 5  acc:  2708 /  2980 =  90.872
0, 6  acc:  2712 /  3335 =  81.319
0, 7  acc:  4813 /  5723 =  84.099
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   755 /  1216 =  62.089
1, 3  acc:   721 /  1260 =  57.222
1, 4  acc:   944 /  1627 =  58.021
1, 5  acc:   321 /   520 =  61.731
1, 6  acc:  1059 /  1537 =  68.900
1, 7  acc:  1425 /  2246 =  63.446
------------------------------------
Average acc: 61470 / 71854 =  85.548
Robust  acc:   721 /  1260 =  57.222
------------------------------------
Accuracies by groups:
0, 0  acc: 11111 / 12092 =  91.887
0, 1  acc: 13121 / 14179 =  92.538
0, 2  acc:  2666 /  3210 =  83.053
0, 3  acc: 11490 / 12101 =  94.951
0, 4  acc:  4756 /  5355 =  88.814
0, 5  acc:  2708 /  2980 =  90.872
0, 6  acc:  2712 /  3335 =  81.319
0, 7  acc:  4813 /  5723 =  84.099
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   755 /  1216 =  62.089
1, 3  acc:   721 /  1260 =  57.222
1, 4  acc:   944 /  1627 =  58.021
1, 5  acc:   321 /   520 =  61.731
1, 6  acc:  1059 /  1537 =  68.900
1, 7  acc:  1425 /  2246 =  63.446
------------------------------------
Average acc: 61470 / 71854 =  85.548
Robust  acc:   721 /  1260 =  57.222
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11111 / 12092 =  91.887
0, 1  acc: 13121 / 14179 =  92.538
0, 2  acc:  2666 /  3210 =  83.053
0, 3  acc: 11490 / 12101 =  94.951
0, 4  acc:  4756 /  5355 =  88.814
0, 5  acc:  2708 /  2980 =  90.872
0, 6  acc:  2712 /  3335 =  81.319
0, 7  acc:  4813 /  5723 =  84.099
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   755 /  1216 =  62.089
1, 3  acc:   721 /  1260 =  57.222
1, 4  acc:   944 /  1627 =  58.021
1, 5  acc:   321 /   520 =  61.731
1, 6  acc:  1059 /  1537 =  68.900
1, 7  acc:  1425 /  2246 =  63.446
------------------------------------
Average acc: 61470 / 71854 =  85.548
Robust  acc:   721 /  1260 =  57.222
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed6.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed6.pt
