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_seed32.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: 32
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=32-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed32.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.022 | Train Acc: 84.855 | Val Loss: 0.000 | Val Acc: 92.193
Training:
Accuracies by groups:
0, 0  acc: 56492 / 64617 =  87.426
0, 1  acc:  6158 /  7108 =  86.635
0, 2  acc:  8557 / 10370 =  82.517
0, 3  acc:  4176 /  5108 =  81.754
0, 4  acc:  1252 /  2193 =  57.091
0, 5  acc:   137 /   289 =  47.405
0, 6  acc:   182 /   292 =  62.329
0, 7  acc:   154 /   265 =  58.113
0, 8  acc:  4884 /  5808 =  84.091
0, 9  acc:   314 /   405 =  77.531
0, 10  acc:   366 /   432 =  84.722
0, 11  acc:   208 /   281 =  74.021
0, 12  acc:   207 /   393 =  52.672
0, 13  acc:    21 /    41 =  51.220
0, 14  acc:    25 /    35 =  71.429
0, 15  acc:    10 /    22 =  45.455
0, 16  acc:  3337 /  5050 =  66.079
0, 17  acc:   127 /   184 =  69.022
0, 18  acc:   354 /   495 =  71.515
0, 19  acc:    99 /   136 =  72.794
0, 20  acc:    96 /   162 =  59.259
0, 21  acc:    11 /    22 =  50.000
0, 22  acc:    31 /    44 =  70.455
0, 23  acc:     4 /    11 =  36.364
0, 24  acc:   414 /   642 =  64.486
0, 25  acc:    22 /    34 =  64.706
0, 26  acc:    50 /    66 =  75.758
0, 27  acc:    19 /    25 =  76.000
0, 28  acc:    28 /    42 =  66.667
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     0 /     9 =   0.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  1370 /  1671 =  81.987
0, 33  acc:    64 /    71 =  90.141
0, 34  acc:    39 /    51 =  76.471
0, 35  acc:    15 /    21 =  71.429
0, 36  acc:    32 /    43 =  74.419
0, 37  acc:     2 /     5 =  40.000
0, 38  acc:    13 /    19 =  68.421
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   289 /   373 =  77.480
0, 41  acc:     8 /    12 =  66.667
0, 42  acc:    14 /    15 =  93.333
0, 43  acc:    10 /    12 =  83.333
0, 44  acc:     9 /    15 =  60.000
0, 45  acc:     1 /     2 =  50.000
0, 46  acc:     6 /    10 =  60.000
0, 47  acc:     0 /     2 =   0.000
0, 48  acc:   222 /   336 =  66.071
0, 49  acc:     1 /     2 =  50.000
0, 50  acc:    14 /    24 =  58.333
0, 51  acc:    13 /    19 =  68.421
0, 52  acc:     0 /     5 =   0.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   164 /   247 =  66.397
0, 57  acc:     8 /    10 =  80.000
0, 58  acc:     4 /     8 =  50.000
0, 59  acc:    11 /    13 =  84.615
0, 60  acc:    15 /    25 =  60.000
0, 61  acc:     2 /     3 =  66.667
0, 62  acc:     5 /     7 =  71.429
0, 63  acc:     0 /     2 =   0.000
0, 64  acc:  1495 /  2369 =  63.107
0, 65  acc:   224 /   363 =  61.708
0, 66  acc:   180 /   273 =  65.934
0, 67  acc:    58 /    87 =  66.667
0, 68  acc:    43 /    65 =  66.154
0, 69  acc:     2 /     3 =  66.667
0, 70  acc:     9 /    18 =  50.000
0, 71  acc:     5 /     9 =  55.556
0, 72  acc:    35 /    49 =  71.429
0, 73  acc:     9 /    11 =  81.818
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     6 /     9 =  66.667
0, 76  acc:     1 /     4 =  25.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    60 /   107 =  56.075
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:     1 /     3 =  33.333
0, 83  acc:     8 /    11 =  72.727
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     8 /    11 =  72.727
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     5 /     9 =  55.556
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    47 /    74 =  63.514
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     8 /    16 =  50.000
0, 99  acc:     1 /     3 =  33.333
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    12 /    21 =  57.143
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     4 /     9 =  44.444
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5404 /  7186 =  75.202
0, 118  acc:  1296 /  1729 =  74.957
0, 119  acc:   286 /   381 =  75.066
0, 120  acc:   260 /   344 =  75.581
0, 121  acc:    37 /    71 =  52.113
0, 122  acc:    39 /    51 =  76.471
0, 123  acc:     9 /    14 =  64.286
0, 124  acc:    12 /    24 =  50.000
0, 125  acc:   283 /   385 =  73.506
0, 126  acc:    95 /   129 =  73.643
0, 127  acc:    18 /    26 =  69.231
0, 128  acc:    25 /    32 =  78.125
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     5 /     6 =  83.333
0, 131  acc:     0 /     2 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   158 /   244 =  64.754
0, 134  acc:    62 /    93 =  66.667
0, 135  acc:    21 /    31 =  67.742
0, 136  acc:    19 /    30 =  63.333
0, 137  acc:     7 /    15 =  46.667
0, 138  acc:     2 /     3 =  66.667
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    48 /    78 =  61.538
0, 142  acc:     8 /    11 =  72.727
0, 143  acc:     2 /     7 =  28.571
0, 144  acc:    15 /    18 =  83.333
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    92 /   114 =  80.702
0, 149  acc:    13 /    20 =  65.000
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    20 /    24 =  83.333
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    33 /    40 =  82.500
0, 155  acc:     3 /     6 =  50.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    19 /    30 =  63.333
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     7 /    15 =  46.667
0, 165  acc:     1 /     2 =  50.000
0, 166  acc:    10 /    17 =  58.824
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:   991 /  1670 =  59.341
0, 170  acc:   228 /   411 =  55.474
0, 171  acc:    53 /   111 =  47.748
0, 172  acc:    96 /   160 =  60.000
0, 173  acc:     6 /    14 =  42.857
0, 174  acc:     5 /     9 =  55.556
0, 175  acc:     4 /     7 =  57.143
0, 176  acc:     6 /    14 =  42.857
0, 177  acc:    35 /    62 =  56.452
0, 178  acc:    16 /    19 =  84.211
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     2 /     2 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     7 =  57.143
0, 184  acc:    56 /    85 =  65.882
0, 185  acc:     3 /     7 =  42.857
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     1 /     3 =  33.333
0, 188  acc:     0 /     4 =   0.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     9 /    32 =  28.125
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    37 /    57 =  64.912
0, 197  acc:    13 /    18 =  72.222
0, 198  acc:     2 /     8 =  25.000
0, 199  acc:     7 /     9 =  77.778
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    19 /    23 =  82.609
0, 205  acc:     3 /     4 =  75.000
0, 206  acc:     1 /     2 =  50.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     9 /    10 =  90.000
0, 209  acc:     4 /     7 =  57.143
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     1 /     5 =  20.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     9 =  44.444
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     2 =   0.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 55293 / 62006 =  89.174
1, 1  acc:  5555 /  6401 =  86.783
1, 2  acc:  9610 / 11198 =  85.819
1, 3  acc:  3937 /  4669 =  84.322
1, 4  acc:  5058 /  5494 =  92.064
1, 5  acc:   899 /   967 =  92.968
1, 6  acc:   498 /   556 =  89.568
1, 7  acc:   636 /   684 =  92.982
1, 8  acc:  4920 /  5745 =  85.640
1, 9  acc:   347 /   404 =  85.891
1, 10  acc:   428 /   514 =  83.268
1, 11  acc:   232 /   275 =  84.364
1, 12  acc:   753 /   811 =  92.848
1, 13  acc:    83 /    93 =  89.247
1, 14  acc:   113 /   144 =  78.472
1, 15  acc:   113 /   133 =  84.962
1, 16  acc:  7576 /  8640 =  87.685
1, 17  acc:   282 /   323 =  87.307
1, 18  acc:   560 /   640 =  87.500
1, 19  acc:   205 /   250 =  82.000
1, 20  acc:   238 /   256 =  92.969
1, 21  acc:    54 /    56 =  96.429
1, 22  acc:   121 /   136 =  88.971
1, 23  acc:    41 /    42 =  97.619
1, 24  acc:   899 /  1082 =  83.087
1, 25  acc:    14 /    19 =  73.684
1, 26  acc:   109 /   119 =  91.597
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   147 /   160 =  91.875
1, 29  acc:    10 /    11 =  90.909
1, 30  acc:    22 /    22 = 100.000
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:  1506 /  1777 =  84.750
1, 33  acc:    87 /   105 =  82.857
1, 34  acc:    57 /    65 =  87.692
1, 35  acc:    20 /    24 =  83.333
1, 36  acc:    53 /    56 =  94.643
1, 37  acc:     6 /     7 =  85.714
1, 38  acc:    46 /    50 =  92.000
1, 39  acc:     5 /     6 =  83.333
1, 40  acc:   380 /   437 =  86.957
1, 41  acc:    15 /    17 =  88.235
1, 42  acc:     9 /    16 =  56.250
1, 43  acc:    22 /    28 =  78.571
1, 44  acc:    31 /    35 =  88.571
1, 45  acc:     2 /     4 =  50.000
1, 46  acc:     6 /     7 =  85.714
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   482 /   566 =  85.159
1, 49  acc:     3 /     7 =  42.857
1, 50  acc:    27 /    31 =  87.097
1, 51  acc:    25 /    25 = 100.000
1, 52  acc:    17 /    18 =  94.444
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    38 /    42 =  90.476
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   402 /   463 =  86.825
1, 57  acc:    19 /    24 =  79.167
1, 58  acc:    20 /    21 =  95.238
1, 59  acc:    14 /    16 =  87.500
1, 60  acc:    24 /    30 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    21 =  85.714
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5149 /  5667 =  90.859
1, 65  acc:   701 /   792 =  88.510
1, 66  acc:   468 /   521 =  89.827
1, 67  acc:   170 /   201 =  84.577
1, 68  acc:   214 /   233 =  91.845
1, 69  acc:    44 /    46 =  95.652
1, 70  acc:    73 /    79 =  92.405
1, 71  acc:    27 /    30 =  90.000
1, 72  acc:   129 /   136 =  94.853
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     1 /     4 =  25.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    23 /    25 =  92.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   177 /   197 =  89.848
1, 81  acc:    29 /    33 =  87.879
1, 82  acc:    53 /    60 =  88.333
1, 83  acc:     5 /     7 =  71.429
1, 84  acc:    12 /    13 =  92.308
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    35 /    35 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    23 /    27 =  85.185
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:     0 /     0 =     nan
1, 94  acc:   130 /   157 =  82.803
1, 95  acc:    12 /    14 =  85.714
1, 96  acc:    13 /    13 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    26 =  96.154
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    28 /    31 =  90.323
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    18 =  94.444
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    15 /    15 = 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:  6878 /  8656 =  79.459
1, 118  acc:  1768 /  2126 =  83.161
1, 119  acc:   416 /   496 =  83.871
1, 120  acc:   451 /   554 =  81.408
1, 121  acc:   135 /   154 =  87.662
1, 122  acc:    71 /    80 =  88.750
1, 123  acc:    15 /    24 =  62.500
1, 124  acc:    42 /    47 =  89.362
1, 125  acc:   449 /   537 =  83.613
1, 126  acc:   103 /   124 =  83.065
1, 127  acc:    16 /    29 =  55.172
1, 128  acc:    32 /    45 =  71.111
1, 129  acc:    21 /    22 =  95.455
1, 130  acc:     7 /    12 =  58.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    16 =  87.500
1, 133  acc:   393 /   461 =  85.249
1, 134  acc:    69 /    88 =  78.409
1, 135  acc:    25 /    28 =  89.286
1, 136  acc:    24 /    39 =  61.538
1, 137  acc:    12 /    12 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    86 /   110 =  78.182
1, 142  acc:    10 /    15 =  66.667
1, 143  acc:     3 /     5 =  60.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     6 =  16.667
1, 148  acc:   141 /   187 =  75.401
1, 149  acc:    14 /    19 =  73.684
1, 150  acc:    11 /    12 =  91.667
1, 151  acc:     3 /    13 =  23.077
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     4 =  25.000
1, 154  acc:    34 /    47 =  72.340
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     7 =  57.143
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    39 /    40 =  97.500
1, 160  acc:     0 /     3 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    24 /    27 =  88.889
1, 165  acc:     8 /     9 =  88.889
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3199 /  3615 =  88.492
1, 170  acc:   644 /   709 =  90.832
1, 171  acc:   236 /   271 =  87.085
1, 172  acc:   205 /   235 =  87.234
1, 173  acc:    42 /    50 =  84.000
1, 174  acc:     4 /    10 =  40.000
1, 175  acc:    10 /    11 =  90.909
1, 176  acc:    39 /    54 =  72.222
1, 177  acc:    75 /    82 =  91.463
1, 178  acc:    12 /    13 =  92.308
1, 179  acc:     3 /     5 =  60.000
1, 180  acc:     7 /     9 =  77.778
1, 181  acc:     3 /     4 =  75.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    11 /    12 =  91.667
1, 184  acc:   125 /   133 =  93.985
1, 185  acc:    42 /    45 =  93.333
1, 186  acc:    15 /    20 =  75.000
1, 187  acc:    15 /    16 =  93.750
1, 188  acc:     3 /     5 =  60.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     5 /     6 =  83.333
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     2 /     3 =  66.667
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    91 /   112 =  81.250
1, 197  acc:     9 /    11 =  81.818
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    15 =  80.000
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     9 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    16 /    16 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228292 / 269038 =  84.855
Robust  acc:     0 /     9 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23423 / 25373 =  92.315
0, 1  acc: 28887 / 31282 =  92.344
0, 2  acc:  5711 /  6155 =  92.786
0, 3  acc: 22481 / 24292 =  92.545
0, 4  acc: 10027 / 10829 =  92.594
0, 5  acc:  5110 /  5541 =  92.222
0, 6  acc:  6263 /  6785 =  92.307
0, 7  acc: 11094 / 12016 =  92.327
1, 0  acc:  4092 /  4437 =  92.224
1, 1  acc:  4563 /  4962 =  91.959
1, 2  acc:  2066 /  2265 =  91.214
1, 3  acc:  2253 /  2446 =  92.110
1, 4  acc:  2916 /  3125 =  93.312
1, 5  acc:   931 /  1003 =  92.822
1, 6  acc:  2878 /  3111 =  92.510
1, 7  acc:  4327 /  4682 =  92.418
--------------------------------------
Average acc: 137022 / 148304 =  92.393
Robust  acc:  2066 /  2265 =  91.214
--------------------------------------
New max robust acc: 91.21412803532009
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed32.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: 48.910 | Best Acc: 86.760
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9783 / 12092 =  80.905
0, 1  acc: 11585 / 14179 =  81.705
0, 2  acc:  1570 /  3210 =  48.910
0, 3  acc: 10234 / 12101 =  84.572
0, 4  acc:  3595 /  5355 =  67.134
0, 5  acc:  2279 /  2980 =  76.477
0, 6  acc:  1778 /  3335 =  53.313
0, 7  acc:  3495 /  5723 =  61.069
1, 0  acc:  1758 /  2203 =  79.800
1, 1  acc:  1814 /  2270 =  79.912
1, 2  acc:  1055 /  1216 =  86.760
1, 3  acc:  1010 /  1260 =  80.159
1, 4  acc:  1297 /  1627 =  79.717
1, 5  acc:   431 /   520 =  82.885
1, 6  acc:  1306 /  1537 =  84.971
1, 7  acc:  1799 /  2246 =  80.098
------------------------------------
Average acc: 54789 / 71854 =  76.250
Robust  acc:  1570 /  3210 =  48.910
------------------------------------
Accuracies by groups:
0, 0  acc:  9783 / 12092 =  80.905
0, 1  acc: 11585 / 14179 =  81.705
0, 2  acc:  1570 /  3210 =  48.910
0, 3  acc: 10234 / 12101 =  84.572
0, 4  acc:  3595 /  5355 =  67.134
0, 5  acc:  2279 /  2980 =  76.477
0, 6  acc:  1778 /  3335 =  53.313
0, 7  acc:  3495 /  5723 =  61.069
1, 0  acc:  1758 /  2203 =  79.800
1, 1  acc:  1814 /  2270 =  79.912
1, 2  acc:  1055 /  1216 =  86.760
1, 3  acc:  1010 /  1260 =  80.159
1, 4  acc:  1297 /  1627 =  79.717
1, 5  acc:   431 /   520 =  82.885
1, 6  acc:  1306 /  1537 =  84.971
1, 7  acc:  1799 /  2246 =  80.098
------------------------------------
Average acc: 54789 / 71854 =  76.250
Robust  acc:  1570 /  3210 =  48.910
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9783 / 12092 =  80.905
0, 1  acc: 11585 / 14179 =  81.705
0, 2  acc:  1570 /  3210 =  48.910
0, 3  acc: 10234 / 12101 =  84.572
0, 4  acc:  3595 /  5355 =  67.134
0, 5  acc:  2279 /  2980 =  76.477
0, 6  acc:  1778 /  3335 =  53.313
0, 7  acc:  3495 /  5723 =  61.069
1, 0  acc:  1758 /  2203 =  79.800
1, 1  acc:  1814 /  2270 =  79.912
1, 2  acc:  1055 /  1216 =  86.760
1, 3  acc:  1010 /  1260 =  80.159
1, 4  acc:  1297 /  1627 =  79.717
1, 5  acc:   431 /   520 =  82.885
1, 6  acc:  1306 /  1537 =  84.971
1, 7  acc:  1799 /  2246 =  80.098
------------------------------------
Average acc: 54789 / 71854 =  76.250
Robust  acc:  1570 /  3210 =  48.910
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 94.118 | Val Loss: 0.000 | Val Acc: 96.809
Training:
Accuracies by groups:
0, 0  acc: 60898 / 64465 =  94.467
0, 1  acc:  6521 /  6892 =  94.617
0, 2  acc:  9767 / 10522 =  92.825
0, 3  acc:  4720 /  5131 =  91.990
0, 4  acc:  1748 /  2146 =  81.454
0, 5  acc:   228 /   301 =  75.748
0, 6  acc:   232 /   286 =  81.119
0, 7  acc:   218 /   290 =  75.172
0, 8  acc:  5420 /  5875 =  92.255
0, 9  acc:   428 /   470 =  91.064
0, 10  acc:   360 /   401 =  89.776
0, 11  acc:   245 /   269 =  91.078
0, 12  acc:   316 /   396 =  79.798
0, 13  acc:    21 /    31 =  67.742
0, 14  acc:    37 /    51 =  72.549
0, 15  acc:    19 /    31 =  61.290
0, 16  acc:  4212 /  4888 =  86.170
0, 17  acc:   157 /   180 =  87.222
0, 18  acc:   431 /   491 =  87.780
0, 19  acc:   131 /   154 =  85.065
0, 20  acc:   121 /   149 =  81.208
0, 21  acc:    21 /    23 =  91.304
0, 22  acc:    42 /    49 =  85.714
0, 23  acc:     9 /    16 =  56.250
0, 24  acc:   523 /   636 =  82.233
0, 25  acc:    20 /    25 =  80.000
0, 26  acc:    70 /    77 =  90.909
0, 27  acc:    13 /    16 =  81.250
0, 28  acc:    34 /    45 =  75.556
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     4 /     9 =  44.444
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1525 /  1645 =  92.705
0, 33  acc:    54 /    61 =  88.525
0, 34  acc:    56 /    58 =  96.552
0, 35  acc:    27 /    29 =  93.103
0, 36  acc:    32 /    35 =  91.429
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   328 /   351 =  93.447
0, 41  acc:    10 /    10 = 100.000
0, 42  acc:    13 /    16 =  81.250
0, 43  acc:    10 /    11 =  90.909
0, 44  acc:    21 /    23 =  91.304
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   272 /   323 =  84.211
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    24 /    28 =  85.714
0, 51  acc:    12 /    14 =  85.714
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     1 /     2 =  50.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   204 /   232 =  87.931
0, 57  acc:     3 /     3 = 100.000
0, 58  acc:     6 /    10 =  60.000
0, 59  acc:     6 /     6 = 100.000
0, 60  acc:    12 /    14 =  85.714
0, 61  acc:     2 /     4 =  50.000
0, 62  acc:     5 /     7 =  71.429
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  1946 /  2363 =  82.353
0, 65  acc:   342 /   410 =  83.415
0, 66  acc:   226 /   260 =  86.923
0, 67  acc:    93 /   112 =  83.036
0, 68  acc:    36 /    55 =  65.455
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:     8 /    15 =  53.333
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    61 /    74 =  82.432
0, 73  acc:     6 /     7 =  85.714
0, 74  acc:     4 /     5 =  80.000
0, 75  acc:     6 /     7 =  85.714
0, 76  acc:     9 /    10 =  90.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    76 /   103 =  73.786
0, 81  acc:     5 /    12 =  41.667
0, 82  acc:     4 /     4 = 100.000
0, 83  acc:    15 /    16 =  93.750
0, 84  acc:     0 /     3 =   0.000
0, 85  acc:     1 /     2 =  50.000
0, 86  acc:     7 /     9 =  77.778
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     7 /     9 =  77.778
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    61 /    78 =  78.205
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    21 /    23 =  91.304
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     2 /     5 =  40.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    21 /    23 =  91.304
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     4 =  25.000
0, 111  acc:     1 /     2 =  50.000
0, 112  acc:    12 /    12 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     1 =   0.000
0, 117  acc:  6508 /  7241 =  89.877
0, 118  acc:  1581 /  1744 =  90.654
0, 119  acc:   353 /   392 =  90.051
0, 120  acc:   324 /   369 =  87.805
0, 121  acc:    51 /    68 =  75.000
0, 122  acc:    42 /    46 =  91.304
0, 123  acc:     9 /    11 =  81.818
0, 124  acc:    28 /    34 =  82.353
0, 125  acc:   352 /   385 =  91.429
0, 126  acc:   111 /   123 =  90.244
0, 127  acc:    20 /    25 =  80.000
0, 128  acc:    35 /    42 =  83.333
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     3 /     5 =  60.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   234 /   277 =  84.477
0, 134  acc:    71 /    82 =  86.585
0, 135  acc:    34 /    35 =  97.143
0, 136  acc:    31 /    33 =  93.939
0, 137  acc:    13 /    15 =  86.667
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    66 /    74 =  89.189
0, 142  acc:     8 /    11 =  72.727
0, 143  acc:     1 /     1 = 100.000
0, 144  acc:    11 /    12 =  91.667
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     3 =  66.667
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   131 /   151 =  86.755
0, 149  acc:    14 /    17 =  82.353
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    25 /    30 =  83.333
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    50 /    54 =  92.593
0, 155  acc:     7 /     9 =  77.778
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    27 /    33 =  81.818
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    15 =  86.667
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     9 /    10 =  90.000
0, 167  acc:     0 /     2 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1467 /  1760 =  83.352
0, 170  acc:   333 /   406 =  82.020
0, 171  acc:    79 /    99 =  79.798
0, 172  acc:   130 /   151 =  86.093
0, 173  acc:     7 /    14 =  50.000
0, 174  acc:     6 /     8 =  75.000
0, 175  acc:    15 /    17 =  88.235
0, 176  acc:    10 /    16 =  62.500
0, 177  acc:    54 /    61 =  88.525
0, 178  acc:    18 /    19 =  94.737
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:    10 /    11 =  90.909
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     5 =  60.000
0, 184  acc:    62 /    71 =  87.324
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:     2 /     3 =  66.667
0, 187  acc:     4 /     8 =  50.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:    10 /    10 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    22 /    27 =  81.481
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    45 /    50 =  90.000
0, 197  acc:    10 /    11 =  90.909
0, 198  acc:     2 /     4 =  50.000
0, 199  acc:    12 /    13 =  92.308
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    17 /    23 =  73.913
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     5 /     6 =  83.333
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 60160 / 62103 =  96.871
1, 1  acc:  6063 /  6338 =  95.661
1, 2  acc: 10723 / 11242 =  95.383
1, 3  acc:  4546 /  4751 =  95.685
1, 4  acc:  5309 /  5518 =  96.212
1, 5  acc:   915 /   960 =  95.312
1, 6  acc:   536 /   561 =  95.544
1, 7  acc:   665 /   685 =  97.080
1, 8  acc:  5590 /  5847 =  95.605
1, 9  acc:   425 /   443 =  95.937
1, 10  acc:   473 /   497 =  95.171
1, 11  acc:   236 /   251 =  94.024
1, 12  acc:   820 /   861 =  95.238
1, 13  acc:   123 /   131 =  93.893
1, 14  acc:   136 /   148 =  91.892
1, 15  acc:   141 /   147 =  95.918
1, 16  acc:  8145 /  8536 =  95.419
1, 17  acc:   306 /   316 =  96.835
1, 18  acc:   638 /   671 =  95.082
1, 19  acc:   240 /   252 =  95.238
1, 20  acc:   287 /   303 =  94.719
1, 21  acc:    46 /    46 = 100.000
1, 22  acc:   129 /   137 =  94.161
1, 23  acc:    39 /    40 =  97.500
1, 24  acc:  1062 /  1126 =  94.316
1, 25  acc:    21 /    21 = 100.000
1, 26  acc:   112 /   115 =  97.391
1, 27  acc:    20 /    20 = 100.000
1, 28  acc:   174 /   177 =  98.305
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    23 /    24 =  95.833
1, 31  acc:    11 /    12 =  91.667
1, 32  acc:  1659 /  1737 =  95.509
1, 33  acc:    79 /    82 =  96.341
1, 34  acc:    63 /    67 =  94.030
1, 35  acc:    21 /    22 =  95.455
1, 36  acc:    51 /    52 =  98.077
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    25 /    25 = 100.000
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   396 /   409 =  96.822
1, 41  acc:    22 /    23 =  95.652
1, 42  acc:    12 /    13 =  92.308
1, 43  acc:    28 /    28 = 100.000
1, 44  acc:    26 /    26 = 100.000
1, 45  acc:     4 /     5 =  80.000
1, 46  acc:    16 /    16 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   607 /   639 =  94.992
1, 49  acc:    15 /    16 =  93.750
1, 50  acc:    39 /    43 =  90.698
1, 51  acc:    27 /    28 =  96.429
1, 52  acc:    15 /    16 =  93.750
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    37 /    38 =  97.368
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   453 /   475 =  95.368
1, 57  acc:    23 /    23 = 100.000
1, 58  acc:    18 /    18 = 100.000
1, 59  acc:    17 /    17 = 100.000
1, 60  acc:    21 /    24 =  87.500
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    26 /    27 =  96.296
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5421 /  5621 =  96.442
1, 65  acc:   667 /   708 =  94.209
1, 66  acc:   442 /   465 =  95.054
1, 67  acc:   204 /   210 =  97.143
1, 68  acc:   248 /   261 =  95.019
1, 69  acc:    44 /    44 = 100.000
1, 70  acc:    77 /    81 =  95.062
1, 71  acc:    40 /    40 = 100.000
1, 72  acc:    98 /   100 =  98.000
1, 73  acc:     9 /     9 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    25 /    26 =  96.154
1, 77  acc:     2 /     4 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   183 /   197 =  92.893
1, 81  acc:    18 /    24 =  75.000
1, 82  acc:    42 /    46 =  91.304
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    33 /    33 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    24 =  91.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   139 /   149 =  93.289
1, 95  acc:    11 /    14 =  78.571
1, 96  acc:    13 /    14 =  92.857
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    18 =  94.444
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    16 =  93.750
1, 101  acc:     5 /     5 = 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:    37 /    37 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    20 /    21 =  95.238
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:  7966 /  8521 =  93.487
1, 118  acc:  1919 /  2032 =  94.439
1, 119  acc:   482 /   518 =  93.050
1, 120  acc:   563 /   597 =  94.305
1, 121  acc:   128 /   138 =  92.754
1, 122  acc:    80 /    83 =  96.386
1, 123  acc:    23 /    27 =  85.185
1, 124  acc:    45 /    46 =  97.826
1, 125  acc:   491 /   523 =  93.881
1, 126  acc:   128 /   139 =  92.086
1, 127  acc:    25 /    28 =  89.286
1, 128  acc:    35 /    37 =  94.595
1, 129  acc:    18 /    18 = 100.000
1, 130  acc:     8 /    10 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:   439 /   462 =  95.022
1, 134  acc:    74 /    78 =  94.872
1, 135  acc:    29 /    30 =  96.667
1, 136  acc:    22 /    26 =  84.615
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    97 /   102 =  95.098
1, 142  acc:    16 /    21 =  76.190
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     2 /     2 = 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:   195 /   212 =  91.981
1, 149  acc:    11 /    14 =  78.571
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:     4 /    12 =  33.333
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    40 /    49 =  81.633
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    34 /    35 =  97.143
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:    31 /    33 =  93.939
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3477 /  3690 =  94.228
1, 170  acc:   653 /   695 =  93.957
1, 171  acc:   266 /   276 =  96.377
1, 172  acc:   230 /   240 =  95.833
1, 173  acc:    62 /    64 =  96.875
1, 174  acc:     7 /    11 =  63.636
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    47 /    52 =  90.385
1, 177  acc:    85 /    88 =  96.591
1, 178  acc:    11 /    13 =  84.615
1, 179  acc:     3 /     5 =  60.000
1, 180  acc:     8 /     9 =  88.889
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     6 /     7 =  85.714
1, 183  acc:    15 /    17 =  88.235
1, 184  acc:    95 /   102 =  93.137
1, 185  acc:    32 /    35 =  91.429
1, 186  acc:    12 /    13 =  92.308
1, 187  acc:    12 /    13 =  92.308
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    97 /   103 =  94.175
1, 197  acc:    12 /    13 =  92.308
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     7 /     7 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    15 =  86.667
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:    18 /    21 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:    14 /    14 = 100.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253213 / 269038 =  94.118
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24599 / 25373 =  96.950
0, 1  acc: 30294 / 31282 =  96.842
0, 2  acc:  5967 /  6155 =  96.946
0, 3  acc: 23489 / 24292 =  96.694
0, 4  acc: 10465 / 10829 =  96.639
0, 5  acc:  5358 /  5541 =  96.697
0, 6  acc:  6546 /  6785 =  96.478
0, 7  acc: 11606 / 12016 =  96.588
1, 0  acc:  4298 /  4437 =  96.867
1, 1  acc:  4805 /  4962 =  96.836
1, 2  acc:  2187 /  2265 =  96.556
1, 3  acc:  2362 /  2446 =  96.566
1, 4  acc:  3015 /  3125 =  96.480
1, 5  acc:   973 /  1003 =  97.009
1, 6  acc:  3015 /  3111 =  96.914
1, 7  acc:  4530 /  4682 =  96.754
--------------------------------------
Average acc: 143509 / 148304 =  96.767
Robust  acc:  6546 /  6785 =  96.478
--------------------------------------
New max robust acc: 96.47752394988946
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed32.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed32.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: 67.445 | Best Acc: 90.009
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10467 / 12092 =  86.561
0, 1  acc: 12477 / 14179 =  87.996
0, 2  acc:  2165 /  3210 =  67.445
0, 3  acc: 10892 / 12101 =  90.009
0, 4  acc:  4269 /  5355 =  79.720
0, 5  acc:  2549 /  2980 =  85.537
0, 6  acc:  2322 /  3335 =  69.625
0, 7  acc:  4314 /  5723 =  75.380
1, 0  acc:  1582 /  2203 =  71.811
1, 1  acc:  1611 /  2270 =  70.969
1, 2  acc:   914 /  1216 =  75.164
1, 3  acc:   860 /  1260 =  68.254
1, 4  acc:  1118 /  1627 =  68.715
1, 5  acc:   357 /   520 =  68.654
1, 6  acc:  1122 /  1537 =  72.999
1, 7  acc:  1533 /  2246 =  68.255
------------------------------------
Average acc: 58552 / 71854 =  81.487
Robust  acc:  2165 /  3210 =  67.445
------------------------------------
Accuracies by groups:
0, 0  acc: 10467 / 12092 =  86.561
0, 1  acc: 12477 / 14179 =  87.996
0, 2  acc:  2165 /  3210 =  67.445
0, 3  acc: 10892 / 12101 =  90.009
0, 4  acc:  4269 /  5355 =  79.720
0, 5  acc:  2549 /  2980 =  85.537
0, 6  acc:  2322 /  3335 =  69.625
0, 7  acc:  4314 /  5723 =  75.380
1, 0  acc:  1582 /  2203 =  71.811
1, 1  acc:  1611 /  2270 =  70.969
1, 2  acc:   914 /  1216 =  75.164
1, 3  acc:   860 /  1260 =  68.254
1, 4  acc:  1118 /  1627 =  68.715
1, 5  acc:   357 /   520 =  68.654
1, 6  acc:  1122 /  1537 =  72.999
1, 7  acc:  1533 /  2246 =  68.255
------------------------------------
Average acc: 58552 / 71854 =  81.487
Robust  acc:  2165 /  3210 =  67.445
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10467 / 12092 =  86.561
0, 1  acc: 12477 / 14179 =  87.996
0, 2  acc:  2165 /  3210 =  67.445
0, 3  acc: 10892 / 12101 =  90.009
0, 4  acc:  4269 /  5355 =  79.720
0, 5  acc:  2549 /  2980 =  85.537
0, 6  acc:  2322 /  3335 =  69.625
0, 7  acc:  4314 /  5723 =  75.380
1, 0  acc:  1582 /  2203 =  71.811
1, 1  acc:  1611 /  2270 =  70.969
1, 2  acc:   914 /  1216 =  75.164
1, 3  acc:   860 /  1260 =  68.254
1, 4  acc:  1118 /  1627 =  68.715
1, 5  acc:   357 /   520 =  68.654
1, 6  acc:  1122 /  1537 =  72.999
1, 7  acc:  1533 /  2246 =  68.255
------------------------------------
Average acc: 58552 / 71854 =  81.487
Robust  acc:  2165 /  3210 =  67.445
------------------------------------

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: 96.826 | Val Loss: 0.000 | Val Acc: 98.186
Training:
Accuracies by groups:
0, 0  acc: 62538 / 64627 =  96.768
0, 1  acc:  6601 /  6840 =  96.506
0, 2  acc:  9931 / 10342 =  96.026
0, 3  acc:  4943 /  5150 =  95.981
0, 4  acc:  1837 /  2072 =  88.658
0, 5  acc:   226 /   271 =  83.395
0, 6  acc:   266 /   289 =  92.042
0, 7  acc:   257 /   298 =  86.242
0, 8  acc:  5503 /  5805 =  94.798
0, 9  acc:   401 /   427 =  93.911
0, 10  acc:   408 /   434 =  94.009
0, 11  acc:   242 /   259 =  93.436
0, 12  acc:   350 /   404 =  86.634
0, 13  acc:    30 /    38 =  78.947
0, 14  acc:    30 /    37 =  81.081
0, 15  acc:    30 /    41 =  73.171
0, 16  acc:  4594 /  4978 =  92.286
0, 17  acc:   180 /   191 =  94.241
0, 18  acc:   457 /   499 =  91.583
0, 19  acc:   134 /   147 =  91.156
0, 20  acc:   113 /   130 =  86.923
0, 21  acc:     9 /     9 = 100.000
0, 22  acc:    57 /    62 =  91.935
0, 23  acc:     9 /    10 =  90.000
0, 24  acc:   616 /   681 =  90.455
0, 25  acc:    23 /    23 = 100.000
0, 26  acc:    60 /    63 =  95.238
0, 27  acc:    15 /    16 =  93.750
0, 28  acc:    41 /    42 =  97.619
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:    14 /    17 =  82.353
0, 31  acc:    14 /    14 = 100.000
0, 32  acc:  1587 /  1647 =  96.357
0, 33  acc:    69 /    75 =  92.000
0, 34  acc:    77 /    79 =  97.468
0, 35  acc:    19 /    19 = 100.000
0, 36  acc:    38 /    42 =  90.476
0, 37  acc:    10 /    11 =  90.909
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   372 /   392 =  94.898
0, 41  acc:    20 /    21 =  95.238
0, 42  acc:    11 /    12 =  91.667
0, 43  acc:    10 /    11 =  90.909
0, 44  acc:    14 /    15 =  93.333
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     9 /    10 =  90.000
0, 47  acc:     7 /     7 = 100.000
0, 48  acc:   311 /   346 =  89.884
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    18 /    20 =  90.000
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     1 /     1 = 100.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   263 /   285 =  92.281
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    14 /    17 =  82.353
0, 59  acc:     9 /    10 =  90.000
0, 60  acc:    20 /    23 =  86.957
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    12 /    14 =  85.714
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2139 /  2399 =  89.162
0, 65  acc:   330 /   365 =  90.411
0, 66  acc:   199 /   212 =  93.868
0, 67  acc:    92 /    98 =  93.878
0, 68  acc:    56 /    62 =  90.323
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    18 /    20 =  90.000
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    59 /    63 =  93.651
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     5 /     6 =  83.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    91 /    98 =  92.857
0, 81  acc:     4 /     8 =  50.000
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:    10 /    11 =  90.909
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:     6 /     7 =  85.714
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    69 /    73 =  94.521
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    15 =  93.333
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:     6 /     6 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    18 /    18 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     4 =  25.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6778 /  7169 =  94.546
0, 118  acc:  1670 /  1748 =  95.538
0, 119  acc:   351 /   371 =  94.609
0, 120  acc:   343 /   366 =  93.716
0, 121  acc:    55 /    65 =  84.615
0, 122  acc:    45 /    50 =  90.000
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    18 /    20 =  90.000
0, 125  acc:   397 /   423 =  93.853
0, 126  acc:   136 /   147 =  92.517
0, 127  acc:    16 /    17 =  94.118
0, 128  acc:    35 /    37 =  94.595
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   260 /   285 =  91.228
0, 134  acc:    66 /    70 =  94.286
0, 135  acc:    17 /    17 = 100.000
0, 136  acc:    30 /    31 =  96.774
0, 137  acc:    19 /    20 =  95.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    76 /    80 =  95.000
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     6 /     9 =  66.667
0, 144  acc:    11 /    12 =  91.667
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   113 =  95.575
0, 149  acc:    23 /    25 =  92.000
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    15 /    21 =  71.429
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    53 /    55 =  96.364
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    33 /    34 =  97.059
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     6 =  83.333
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    12 =  83.333
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1635 /  1787 =  91.494
0, 170  acc:   361 /   395 =  91.392
0, 171  acc:    82 /    94 =  87.234
0, 172  acc:   151 /   157 =  96.178
0, 173  acc:    12 /    16 =  75.000
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:    11 /    11 = 100.000
0, 176  acc:     9 /    15 =  60.000
0, 177  acc:    64 /    72 =  88.889
0, 178  acc:    10 /    10 = 100.000
0, 179  acc:     9 /    12 =  75.000
0, 180  acc:     9 /    10 =  90.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    72 /    76 =  94.737
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     7 /     9 =  77.778
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     9 /     9 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    30 =  90.000
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    51 /    57 =  89.474
0, 197  acc:    12 /    13 =  92.308
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    18 /    19 =  94.737
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     9 /     9 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     2 =  50.000
1, 0  acc: 61246 / 62231 =  98.417
1, 1  acc:  6341 /  6450 =  98.310
1, 2  acc: 10685 / 10923 =  97.821
1, 3  acc:  4811 /  4910 =  97.984
1, 4  acc:  5382 /  5484 =  98.140
1, 5  acc:   923 /   929 =  99.354
1, 6  acc:   563 /   576 =  97.743
1, 7  acc:   699 /   715 =  97.762
1, 8  acc:  5608 /  5750 =  97.530
1, 9  acc:   406 /   412 =  98.544
1, 10  acc:   514 /   522 =  98.467
1, 11  acc:   247 /   252 =  98.016
1, 12  acc:   843 /   854 =  98.712
1, 13  acc:   123 /   129 =  95.349
1, 14  acc:   148 /   152 =  97.368
1, 15  acc:   158 /   165 =  95.758
1, 16  acc:  8270 /  8478 =  97.547
1, 17  acc:   291 /   296 =  98.311
1, 18  acc:   658 /   670 =  98.209
1, 19  acc:   268 /   274 =  97.810
1, 20  acc:   299 /   301 =  99.336
1, 21  acc:    48 /    49 =  97.959
1, 22  acc:   145 /   149 =  97.315
1, 23  acc:    40 /    41 =  97.561
1, 24  acc:  1109 /  1141 =  97.195
1, 25  acc:    17 /    18 =  94.444
1, 26  acc:   111 /   114 =  97.368
1, 27  acc:    27 /    27 = 100.000
1, 28  acc:   190 /   194 =  97.938
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    25 /    25 = 100.000
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1651 /  1690 =  97.692
1, 33  acc:    89 /    91 =  97.802
1, 34  acc:    61 /    62 =  98.387
1, 35  acc:    17 /    17 = 100.000
1, 36  acc:    48 /    50 =  96.000
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    34 /    35 =  97.143
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   441 /   452 =  97.566
1, 41  acc:    23 /    23 = 100.000
1, 42  acc:    14 /    15 =  93.333
1, 43  acc:    25 /    26 =  96.154
1, 44  acc:    17 /    18 =  94.444
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   555 /   571 =  97.198
1, 49  acc:    14 /    14 = 100.000
1, 50  acc:    41 /    41 = 100.000
1, 51  acc:    23 /    25 =  92.000
1, 52  acc:    20 /    20 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    36 /    37 =  97.297
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   437 /   447 =  97.763
1, 57  acc:    19 /    19 = 100.000
1, 58  acc:    20 /    20 = 100.000
1, 59  acc:    17 /    18 =  94.444
1, 60  acc:    29 /    34 =  85.294
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    22 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5481 /  5592 =  98.015
1, 65  acc:   752 /   774 =  97.158
1, 66  acc:   465 /   479 =  97.077
1, 67  acc:   228 /   230 =  99.130
1, 68  acc:   237 /   241 =  98.340
1, 69  acc:    32 /    32 = 100.000
1, 70  acc:   101 /   101 = 100.000
1, 71  acc:    31 /    32 =  96.875
1, 72  acc:   121 /   122 =  99.180
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   196 /   202 =  97.030
1, 81  acc:    28 /    31 =  90.323
1, 82  acc:    44 /    47 =  93.617
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    31 /    31 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    18 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   154 /   158 =  97.468
1, 95  acc:    13 /    15 =  86.667
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    23 /    23 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     5 /     5 = 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:    28 /    28 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    15 /    15 = 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:  8298 /  8551 =  97.041
1, 118  acc:  2054 /  2100 =  97.810
1, 119  acc:   527 /   537 =  98.138
1, 120  acc:   557 /   566 =  98.410
1, 121  acc:   134 /   138 =  97.101
1, 122  acc:    78 /    80 =  97.500
1, 123  acc:    42 /    43 =  97.674
1, 124  acc:    31 /    31 = 100.000
1, 125  acc:   519 /   536 =  96.828
1, 126  acc:   136 /   139 =  97.842
1, 127  acc:    24 /    25 =  96.000
1, 128  acc:    51 /    53 =  96.226
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:   436 /   450 =  96.889
1, 134  acc:    89 /    92 =  96.739
1, 135  acc:    37 /    38 =  97.368
1, 136  acc:    35 /    38 =  92.105
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:   108 /   114 =  94.737
1, 142  acc:    19 /    19 = 100.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     6 =  66.667
1, 148  acc:   180 /   188 =  95.745
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:    12 /    18 =  66.667
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    37 /    40 =  92.500
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    10 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    38 /    38 = 100.000
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    25 /    25 = 100.000
1, 165  acc:     4 /     5 =  80.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3661 /  3754 =  97.523
1, 170  acc:   700 /   716 =  97.765
1, 171  acc:   246 /   252 =  97.619
1, 172  acc:   244 /   248 =  98.387
1, 173  acc:    60 /    60 = 100.000
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     9 /     9 = 100.000
1, 176  acc:    35 /    39 =  89.744
1, 177  acc:    93 /    97 =  95.876
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:    12 /    13 =  92.308
1, 181  acc:     5 /     6 =  83.333
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    13 /    13 = 100.000
1, 184  acc:   130 /   139 =  93.525
1, 185  acc:    38 /    38 = 100.000
1, 186  acc:    20 /    20 = 100.000
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    10 /    11 =  90.909
1, 191  acc:     9 /     9 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   125 /   128 =  97.656
1, 197  acc:    11 /    11 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    24 /    24 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    14 =  92.857
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     8 /     9 =  88.889
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    14 /    14 = 100.000
1, 218  acc:     3 /     4 =  75.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260498 / 269038 =  96.826
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24899 / 25373 =  98.132
0, 1  acc: 30727 / 31282 =  98.226
0, 2  acc:  6062 /  6155 =  98.489
0, 3  acc: 23872 / 24292 =  98.271
0, 4  acc: 10622 / 10829 =  98.088
0, 5  acc:  5436 /  5541 =  98.105
0, 6  acc:  6659 /  6785 =  98.143
0, 7  acc: 11809 / 12016 =  98.277
1, 0  acc:  4344 /  4437 =  97.904
1, 1  acc:  4870 /  4962 =  98.146
1, 2  acc:  2217 /  2265 =  97.881
1, 3  acc:  2397 /  2446 =  97.997
1, 4  acc:  3051 /  3125 =  97.632
1, 5  acc:   977 /  1003 =  97.408
1, 6  acc:  3048 /  3111 =  97.975
1, 7  acc:  4603 /  4682 =  98.313
--------------------------------------
Average acc: 145593 / 148304 =  98.172
Robust  acc:   977 /  1003 =  97.408
--------------------------------------
New max robust acc: 97.40777666999003
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed32.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed32.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.675 | Best Acc: 92.083
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10780 / 12092 =  89.150
0, 1  acc: 12796 / 14179 =  90.246
0, 2  acc:  2239 /  3210 =  69.751
0, 3  acc: 11143 / 12101 =  92.083
0, 4  acc:  4442 /  5355 =  82.951
0, 5  acc:  2599 /  2980 =  87.215
0, 6  acc:  2241 /  3335 =  67.196
0, 7  acc:  4343 /  5723 =  75.887
1, 0  acc:  1488 /  2203 =  67.544
1, 1  acc:  1529 /  2270 =  67.357
1, 2  acc:   864 /  1216 =  71.053
1, 3  acc:   820 /  1260 =  65.079
1, 4  acc:  1036 /  1627 =  63.675
1, 5  acc:   342 /   520 =  65.769
1, 6  acc:  1176 /  1537 =  76.513
1, 7  acc:  1556 /  2246 =  69.279
------------------------------------
Average acc: 59394 / 71854 =  82.659
Robust  acc:  1036 /  1627 =  63.675
------------------------------------
Accuracies by groups:
0, 0  acc: 10780 / 12092 =  89.150
0, 1  acc: 12796 / 14179 =  90.246
0, 2  acc:  2239 /  3210 =  69.751
0, 3  acc: 11143 / 12101 =  92.083
0, 4  acc:  4442 /  5355 =  82.951
0, 5  acc:  2599 /  2980 =  87.215
0, 6  acc:  2241 /  3335 =  67.196
0, 7  acc:  4343 /  5723 =  75.887
1, 0  acc:  1488 /  2203 =  67.544
1, 1  acc:  1529 /  2270 =  67.357
1, 2  acc:   864 /  1216 =  71.053
1, 3  acc:   820 /  1260 =  65.079
1, 4  acc:  1036 /  1627 =  63.675
1, 5  acc:   342 /   520 =  65.769
1, 6  acc:  1176 /  1537 =  76.513
1, 7  acc:  1556 /  2246 =  69.279
------------------------------------
Average acc: 59394 / 71854 =  82.659
Robust  acc:  1036 /  1627 =  63.675
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10780 / 12092 =  89.150
0, 1  acc: 12796 / 14179 =  90.246
0, 2  acc:  2239 /  3210 =  69.751
0, 3  acc: 11143 / 12101 =  92.083
0, 4  acc:  4442 /  5355 =  82.951
0, 5  acc:  2599 /  2980 =  87.215
0, 6  acc:  2241 /  3335 =  67.196
0, 7  acc:  4343 /  5723 =  75.887
1, 0  acc:  1488 /  2203 =  67.544
1, 1  acc:  1529 /  2270 =  67.357
1, 2  acc:   864 /  1216 =  71.053
1, 3  acc:   820 /  1260 =  65.079
1, 4  acc:  1036 /  1627 =  63.675
1, 5  acc:   342 /   520 =  65.769
1, 6  acc:  1176 /  1537 =  76.513
1, 7  acc:  1556 /  2246 =  69.279
------------------------------------
Average acc: 59394 / 71854 =  82.659
Robust  acc:  1036 /  1627 =  63.675
------------------------------------

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: 97.996 | Val Loss: 0.000 | Val Acc: 98.586
Training:
Accuracies by groups:
0, 0  acc: 63355 / 64673 =  97.962
0, 1  acc:  6808 /  6964 =  97.760
0, 2  acc: 10443 / 10728 =  97.343
0, 3  acc:  5015 /  5156 =  97.265
0, 4  acc:  1932 /  2065 =  93.559
0, 5  acc:   246 /   271 =  90.775
0, 6  acc:   279 /   303 =  92.079
0, 7  acc:   278 /   299 =  92.977
0, 8  acc:  5633 /  5837 =  96.505
0, 9  acc:   405 /   416 =  97.356
0, 10  acc:   428 /   446 =  95.964
0, 11  acc:   271 /   287 =  94.425
0, 12  acc:   339 /   365 =  92.877
0, 13  acc:    33 /    41 =  80.488
0, 14  acc:    30 /    33 =  90.909
0, 15  acc:    33 /    37 =  89.189
0, 16  acc:  4748 /  4966 =  95.610
0, 17  acc:   167 /   172 =  97.093
0, 18  acc:   416 /   437 =  95.195
0, 19  acc:   146 /   158 =  92.405
0, 20  acc:   113 /   128 =  88.281
0, 21  acc:    19 /    20 =  95.000
0, 22  acc:    50 /    53 =  94.340
0, 23  acc:    11 /    16 =  68.750
0, 24  acc:   548 /   587 =  93.356
0, 25  acc:    30 /    30 = 100.000
0, 26  acc:    72 /    75 =  96.000
0, 27  acc:    33 /    33 = 100.000
0, 28  acc:    38 /    41 =  92.683
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:    11 /    11 = 100.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  1590 /  1629 =  97.606
0, 33  acc:    60 /    65 =  92.308
0, 34  acc:    84 /    86 =  97.674
0, 35  acc:    16 /    17 =  94.118
0, 36  acc:    33 /    35 =  94.286
0, 37  acc:     2 /     2 = 100.000
0, 38  acc:    20 /    21 =  95.238
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   357 /   363 =  98.347
0, 41  acc:    12 /    12 = 100.000
0, 42  acc:     7 /     8 =  87.500
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    13 /    14 =  92.857
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    16 /    17 =  94.118
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   329 /   342 =  96.199
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    17 /    18 =  94.444
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   243 /   252 =  96.429
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    17 /    17 = 100.000
0, 59  acc:     9 /     9 = 100.000
0, 60  acc:    16 /    17 =  94.118
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    14 /    16 =  87.500
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2249 /  2388 =  94.179
0, 65  acc:   326 /   348 =  93.678
0, 66  acc:   243 /   261 =  93.103
0, 67  acc:    93 /    96 =  96.875
0, 68  acc:    40 /    40 = 100.000
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    20 /    22 =  90.909
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    60 /    60 = 100.000
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     9 /    10 =  90.000
0, 76  acc:     8 /     9 =  88.889
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    77 /    84 =  91.667
0, 81  acc:    13 /    15 =  86.667
0, 82  acc:     6 /     7 =  85.714
0, 83  acc:    12 /    12 = 100.000
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     4 /     5 =  80.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    79 /    83 =  95.181
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    20 /    21 =  95.238
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    13 /    13 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    28 /    29 =  96.552
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     1 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    18 /    18 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6843 /  7069 =  96.803
0, 118  acc:  1720 /  1779 =  96.684
0, 119  acc:   389 /   402 =  96.766
0, 120  acc:   324 /   342 =  94.737
0, 121  acc:    62 /    65 =  95.385
0, 122  acc:    37 /    37 = 100.000
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    28 /    31 =  90.323
0, 125  acc:   393 /   407 =  96.560
0, 126  acc:   110 /   113 =  97.345
0, 127  acc:    27 /    29 =  93.103
0, 128  acc:    48 /    48 = 100.000
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   252 /   261 =  96.552
0, 134  acc:    78 /    81 =  96.296
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    32 /    33 =  96.970
0, 137  acc:     6 /     7 =  85.714
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    81 /    84 =  96.429
0, 142  acc:    17 /    17 = 100.000
0, 143  acc:     6 /     7 =  85.714
0, 144  acc:    18 /    18 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   126 /   127 =  99.213
0, 149  acc:    16 /    17 =  94.118
0, 150  acc:     3 /     3 = 100.000
0, 151  acc:    20 /    27 =  74.074
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     2 /     3 =  66.667
0, 154  acc:    44 /    47 =  93.617
0, 155  acc:     4 /     5 =  80.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    28 /    30 =  93.333
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    10 = 100.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1627 /  1723 =  94.428
0, 170  acc:   396 /   418 =  94.737
0, 171  acc:   110 /   118 =  93.220
0, 172  acc:   137 /   145 =  94.483
0, 173  acc:    14 /    17 =  82.353
0, 174  acc:     7 /     8 =  87.500
0, 175  acc:    12 /    12 = 100.000
0, 176  acc:     8 /    11 =  72.727
0, 177  acc:    67 /    69 =  97.101
0, 178  acc:    12 /    13 =  92.308
0, 179  acc:     6 /     8 =  75.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    66 /    67 =  98.507
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:    12 /    12 = 100.000
0, 187  acc:     6 /     7 =  85.714
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    28 =  96.429
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    44 /    45 =  97.778
0, 197  acc:    20 /    20 = 100.000
0, 198  acc:     8 /    10 =  80.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     6 /     6 = 100.000
0, 204  acc:    14 /    15 =  93.333
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
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:    12 /    12 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 61100 / 61769 =  98.917
1, 1  acc:  6453 /  6531 =  98.806
1, 2  acc: 10928 / 11075 =  98.673
1, 3  acc:  4705 /  4791 =  98.205
1, 4  acc:  5428 /  5492 =  98.835
1, 5  acc:   911 /   920 =  99.022
1, 6  acc:   551 /   557 =  98.923
1, 7  acc:   673 /   678 =  99.263
1, 8  acc:  5616 /  5707 =  98.405
1, 9  acc:   387 /   390 =  99.231
1, 10  acc:   503 /   513 =  98.051
1, 11  acc:   244 /   249 =  97.992
1, 12  acc:   908 /   915 =  99.235
1, 13  acc:   111 /   114 =  97.368
1, 14  acc:   142 /   143 =  99.301
1, 15  acc:   138 /   141 =  97.872
1, 16  acc:  8379 /  8498 =  98.600
1, 17  acc:   288 /   290 =  99.310
1, 18  acc:   636 /   645 =  98.605
1, 19  acc:   238 /   245 =  97.143
1, 20  acc:   291 /   295 =  98.644
1, 21  acc:    44 /    45 =  97.778
1, 22  acc:   125 /   125 = 100.000
1, 23  acc:    42 /    44 =  95.455
1, 24  acc:  1101 /  1117 =  98.568
1, 25  acc:    28 /    28 = 100.000
1, 26  acc:   103 /   104 =  99.038
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   161 /   162 =  99.383
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    23 /    23 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  1756 /  1784 =  98.430
1, 33  acc:    96 /    99 =  96.970
1, 34  acc:    72 /    74 =  97.297
1, 35  acc:    23 /    23 = 100.000
1, 36  acc:    47 /    48 =  97.917
1, 37  acc:    11 /    11 = 100.000
1, 38  acc:    39 /    39 = 100.000
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   468 /   470 =  99.574
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:    13 /    14 =  92.857
1, 43  acc:    35 /    35 = 100.000
1, 44  acc:    14 /    15 =  93.333
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   605 /   611 =  99.018
1, 49  acc:     7 /     8 =  87.500
1, 50  acc:    51 /    53 =  96.226
1, 51  acc:    28 /    28 = 100.000
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    24 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   447 /   451 =  99.113
1, 57  acc:    18 /    18 = 100.000
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    19 /    19 = 100.000
1, 60  acc:    27 /    29 =  93.103
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    27 /    27 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5650 /  5726 =  98.673
1, 65  acc:   794 /   803 =  98.879
1, 66  acc:   435 /   442 =  98.416
1, 67  acc:   205 /   206 =  99.515
1, 68  acc:   251 /   253 =  99.209
1, 69  acc:    55 /    55 = 100.000
1, 70  acc:    67 /    67 = 100.000
1, 71  acc:    32 /    32 = 100.000
1, 72  acc:   121 /   124 =  97.581
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    23 /    23 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   220 /   222 =  99.099
1, 81  acc:    22 /    25 =  88.000
1, 82  acc:    56 /    58 =  96.552
1, 83  acc:     8 /     8 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    29 /    29 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    19 =  89.474
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   156 /   158 =  98.734
1, 95  acc:    17 /    17 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    21 /    21 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    23 /    23 = 100.000
1, 101  acc:     5 /     6 =  83.333
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    38 /    39 =  97.436
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    11 /    11 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    11 /    12 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8281 /  8435 =  98.174
1, 118  acc:  2140 /  2176 =  98.346
1, 119  acc:   539 /   547 =  98.537
1, 120  acc:   548 /   561 =  97.683
1, 121  acc:   137 /   140 =  97.857
1, 122  acc:    84 /    85 =  98.824
1, 123  acc:    29 /    29 = 100.000
1, 124  acc:    47 /    49 =  95.918
1, 125  acc:   527 /   536 =  98.321
1, 126  acc:   128 /   132 =  96.970
1, 127  acc:    31 /    31 = 100.000
1, 128  acc:    50 /    53 =  94.340
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:    10 /    11 =  90.909
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    11 =  90.909
1, 133  acc:   469 /   477 =  98.323
1, 134  acc:    84 /    85 =  98.824
1, 135  acc:    38 /    40 =  95.000
1, 136  acc:    40 /    42 =  95.238
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   104 /   104 = 100.000
1, 142  acc:    17 /    17 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     7 =  71.429
1, 148  acc:   225 /   229 =  98.253
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:    13 /    14 =  92.857
1, 151  acc:    14 /    18 =  77.778
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    38 /    38 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    10 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    34 /    34 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    23 /    25 =  92.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3774 /  3817 =  98.873
1, 170  acc:   707 /   717 =  98.605
1, 171  acc:   264 /   266 =  99.248
1, 172  acc:   214 /   217 =  98.618
1, 173  acc:    56 /    57 =  98.246
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    49 /    49 = 100.000
1, 177  acc:    90 /    91 =  98.901
1, 178  acc:    17 /    17 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    22 /    22 = 100.000
1, 184  acc:   109 /   112 =  97.321
1, 185  acc:    42 /    43 =  97.674
1, 186  acc:    17 /    19 =  89.474
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:    14 /    14 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   102 /   106 =  96.226
1, 197  acc:    10 /    10 = 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:    19 /    20 =  95.000
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:    19 /    20 =  95.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    13 /    13 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:    12 /    12 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263647 / 269038 =  97.996
Robust  acc:     1 /     2 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25034 / 25373 =  98.664
0, 1  acc: 30841 / 31282 =  98.590
0, 2  acc:  6064 /  6155 =  98.522
0, 3  acc: 23914 / 24292 =  98.444
0, 4  acc: 10676 / 10829 =  98.587
0, 5  acc:  5454 /  5541 =  98.430
0, 6  acc:  6695 /  6785 =  98.674
0, 7  acc: 11882 / 12016 =  98.885
1, 0  acc:  4371 /  4437 =  98.513
1, 1  acc:  4892 /  4962 =  98.589
1, 2  acc:  2228 /  2265 =  98.366
1, 3  acc:  2397 /  2446 =  97.997
1, 4  acc:  3078 /  3125 =  98.496
1, 5  acc:   985 /  1003 =  98.205
1, 6  acc:  3077 /  3111 =  98.907
1, 7  acc:  4625 /  4682 =  98.783
--------------------------------------
Average acc: 146213 / 148304 =  98.590
Robust  acc:  2397 /  2446 =  97.997
--------------------------------------
New max robust acc: 97.99672935404743
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed32.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed32.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.184 | Best Acc: 93.158
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10673 / 12092 =  88.265
0, 1  acc: 12742 / 14179 =  89.865
0, 2  acc:  2486 /  3210 =  77.445
0, 3  acc: 11273 / 12101 =  93.158
0, 4  acc:  4573 /  5355 =  85.397
0, 5  acc:  2614 /  2980 =  87.718
0, 6  acc:  2457 /  3335 =  73.673
0, 7  acc:  4380 /  5723 =  76.533
1, 0  acc:  1588 /  2203 =  72.084
1, 1  acc:  1591 /  2270 =  70.088
1, 2  acc:   838 /  1216 =  68.914
1, 3  acc:   809 /  1260 =  64.206
1, 4  acc:  1028 /  1627 =  63.184
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1147 /  1537 =  74.626
1, 7  acc:  1591 /  2246 =  70.837
------------------------------------
Average acc: 60146 / 71854 =  83.706
Robust  acc:  1028 /  1627 =  63.184
------------------------------------
Accuracies by groups:
0, 0  acc: 10673 / 12092 =  88.265
0, 1  acc: 12742 / 14179 =  89.865
0, 2  acc:  2486 /  3210 =  77.445
0, 3  acc: 11273 / 12101 =  93.158
0, 4  acc:  4573 /  5355 =  85.397
0, 5  acc:  2614 /  2980 =  87.718
0, 6  acc:  2457 /  3335 =  73.673
0, 7  acc:  4380 /  5723 =  76.533
1, 0  acc:  1588 /  2203 =  72.084
1, 1  acc:  1591 /  2270 =  70.088
1, 2  acc:   838 /  1216 =  68.914
1, 3  acc:   809 /  1260 =  64.206
1, 4  acc:  1028 /  1627 =  63.184
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1147 /  1537 =  74.626
1, 7  acc:  1591 /  2246 =  70.837
------------------------------------
Average acc: 60146 / 71854 =  83.706
Robust  acc:  1028 /  1627 =  63.184
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10673 / 12092 =  88.265
0, 1  acc: 12742 / 14179 =  89.865
0, 2  acc:  2486 /  3210 =  77.445
0, 3  acc: 11273 / 12101 =  93.158
0, 4  acc:  4573 /  5355 =  85.397
0, 5  acc:  2614 /  2980 =  87.718
0, 6  acc:  2457 /  3335 =  73.673
0, 7  acc:  4380 /  5723 =  76.533
1, 0  acc:  1588 /  2203 =  72.084
1, 1  acc:  1591 /  2270 =  70.088
1, 2  acc:   838 /  1216 =  68.914
1, 3  acc:   809 /  1260 =  64.206
1, 4  acc:  1028 /  1627 =  63.184
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1147 /  1537 =  74.626
1, 7  acc:  1591 /  2246 =  70.837
------------------------------------
Average acc: 60146 / 71854 =  83.706
Robust  acc:  1028 /  1627 =  63.184
------------------------------------

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: 98.546 | Val Loss: 0.000 | Val Acc: 99.041
Training:
Accuracies by groups:
0, 0  acc: 63860 / 64847 =  98.478
0, 1  acc:  6869 /  6969 =  98.565
0, 2  acc: 10148 / 10360 =  97.954
0, 3  acc:  5076 /  5167 =  98.239
0, 4  acc:  2022 /  2118 =  95.467
0, 5  acc:   243 /   261 =  93.103
0, 6  acc:   294 /   305 =  96.393
0, 7  acc:   285 /   289 =  98.616
0, 8  acc:  5652 /  5778 =  97.819
0, 9  acc:   426 /   441 =  96.599
0, 10  acc:   421 /   438 =  96.119
0, 11  acc:   284 /   289 =  98.270
0, 12  acc:   425 /   443 =  95.937
0, 13  acc:    46 /    48 =  95.833
0, 14  acc:    36 /    41 =  87.805
0, 15  acc:    36 /    37 =  97.297
0, 16  acc:  4732 /  4889 =  96.789
0, 17  acc:   182 /   189 =  96.296
0, 18  acc:   487 /   500 =  97.400
0, 19  acc:   154 /   156 =  98.718
0, 20  acc:   123 /   127 =  96.850
0, 21  acc:    12 /    13 =  92.308
0, 22  acc:    48 /    52 =  92.308
0, 23  acc:    11 /    14 =  78.571
0, 24  acc:   613 /   640 =  95.781
0, 25  acc:    26 /    26 = 100.000
0, 26  acc:    66 /    68 =  97.059
0, 27  acc:    25 /    25 = 100.000
0, 28  acc:    43 /    44 =  97.727
0, 29  acc:     6 /     6 = 100.000
0, 30  acc:     4 /     4 = 100.000
0, 31  acc:    11 /    12 =  91.667
0, 32  acc:  1580 /  1610 =  98.137
0, 33  acc:    68 /    70 =  97.143
0, 34  acc:    75 /    75 = 100.000
0, 35  acc:    27 /    27 = 100.000
0, 36  acc:    32 /    32 = 100.000
0, 37  acc:    12 /    12 = 100.000
0, 38  acc:    20 /    21 =  95.238
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   373 /   382 =  97.644
0, 41  acc:    13 /    13 = 100.000
0, 42  acc:     6 /     6 = 100.000
0, 43  acc:     7 /     7 = 100.000
0, 44  acc:    17 /    17 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     0 /     1 =   0.000
0, 48  acc:   325 /   339 =  95.870
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    16 /    16 = 100.000
0, 51  acc:    16 /    17 =  94.118
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   246 /   257 =  95.720
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    19 /    19 = 100.000
0, 59  acc:    11 /    11 = 100.000
0, 60  acc:    16 /    17 =  94.118
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2319 /  2417 =  95.945
0, 65  acc:   383 /   399 =  95.990
0, 66  acc:   249 /   261 =  95.402
0, 67  acc:    94 /    97 =  96.907
0, 68  acc:    47 /    50 =  94.000
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    19 /    21 =  90.476
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    73 /    73 = 100.000
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     4 /     4 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    93 /    94 =  98.936
0, 81  acc:     9 /    13 =  69.231
0, 82  acc:     5 /     5 = 100.000
0, 83  acc:    13 /    13 = 100.000
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     0 /     0 =     nan
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:    80 /    80 = 100.000
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     0 /     1 =   0.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    17 /    18 =  94.444
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:    14 /    15 =  93.333
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    21 /    21 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     2 /     3 =  66.667
0, 112  acc:    13 /    15 =  86.667
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7005 /  7160 =  97.835
0, 118  acc:  1621 /  1653 =  98.064
0, 119  acc:   386 /   394 =  97.970
0, 120  acc:   348 /   354 =  98.305
0, 121  acc:    72 /    78 =  92.308
0, 122  acc:    36 /    37 =  97.297
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    30 /    30 = 100.000
0, 125  acc:   386 /   394 =  97.970
0, 126  acc:   129 /   131 =  98.473
0, 127  acc:    28 /    29 =  96.552
0, 128  acc:    41 /    41 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:    10 /    10 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   246 /   253 =  97.233
0, 134  acc:    64 /    65 =  98.462
0, 135  acc:    25 /    26 =  96.154
0, 136  acc:    43 /    43 = 100.000
0, 137  acc:    11 /    12 =  91.667
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    77 /    79 =  97.468
0, 142  acc:    14 /    14 = 100.000
0, 143  acc:     9 /     9 = 100.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   124 /   128 =  96.875
0, 149  acc:    18 /    18 = 100.000
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:    20 /    26 =  76.923
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    62 /    62 = 100.000
0, 155  acc:     4 /     5 =  80.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    24 /    24 = 100.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    14 =  92.857
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     2 /     3 =  66.667
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1648 /  1714 =  96.149
0, 170  acc:   412 /   420 =  98.095
0, 171  acc:   108 /   110 =  98.182
0, 172  acc:   163 /   170 =  95.882
0, 173  acc:    16 /    16 = 100.000
0, 174  acc:    11 /    12 =  91.667
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:     9 /    13 =  69.231
0, 177  acc:    65 /    68 =  95.588
0, 178  acc:    25 /    25 = 100.000
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    52 /    53 =  98.113
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     4 /     4 = 100.000
0, 187  acc:     9 /     9 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    25 =  96.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    36 /    38 =  94.737
0, 197  acc:    23 /    23 = 100.000
0, 198  acc:    11 /    11 = 100.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     4 /     7 =  57.143
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     1 = 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:     1 /     1 = 100.000
1, 0  acc: 61413 / 61874 =  99.255
1, 1  acc:  6363 /  6437 =  98.850
1, 2  acc: 11327 / 11438 =  99.030
1, 3  acc:  4646 /  4688 =  99.104
1, 4  acc:  5439 /  5487 =  99.125
1, 5  acc:   991 /   999 =  99.199
1, 6  acc:   502 /   505 =  99.406
1, 7  acc:   636 /   642 =  99.065
1, 8  acc:  5643 /  5726 =  98.550
1, 9  acc:   415 /   419 =  99.045
1, 10  acc:   527 /   534 =  98.689
1, 11  acc:   265 /   267 =  99.251
1, 12  acc:   898 /   906 =  99.117
1, 13  acc:   131 /   132 =  99.242
1, 14  acc:   137 /   140 =  97.857
1, 15  acc:   165 /   167 =  98.802
1, 16  acc:  8456 /  8578 =  98.578
1, 17  acc:   317 /   321 =  98.754
1, 18  acc:   677 /   686 =  98.688
1, 19  acc:   253 /   257 =  98.444
1, 20  acc:   300 /   304 =  98.684
1, 21  acc:    49 /    49 = 100.000
1, 22  acc:   138 /   141 =  97.872
1, 23  acc:    48 /    50 =  96.000
1, 24  acc:  1078 /  1097 =  98.268
1, 25  acc:    19 /    19 = 100.000
1, 26  acc:   100 /   101 =  99.010
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   154 /   157 =  98.089
1, 29  acc:    13 /    13 = 100.000
1, 30  acc:    25 /    25 = 100.000
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:  1721 /  1732 =  99.365
1, 33  acc:    87 /    88 =  98.864
1, 34  acc:    66 /    66 = 100.000
1, 35  acc:    29 /    29 = 100.000
1, 36  acc:    44 /    44 = 100.000
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    41 /    41 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   453 /   457 =  99.125
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:    13 /    13 = 100.000
1, 43  acc:    27 /    28 =  96.429
1, 44  acc:    21 /    21 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:    15 /    15 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   568 /   575 =  98.783
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    34 /    35 =  97.143
1, 51  acc:    24 /    24 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    40 /    41 =  97.561
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   425 /   433 =  98.152
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    26 /    26 = 100.000
1, 59  acc:    15 /    16 =  93.750
1, 60  acc:    34 /    37 =  91.892
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    23 /    23 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5602 /  5654 =  99.080
1, 65  acc:   759 /   770 =  98.571
1, 66  acc:   508 /   519 =  97.881
1, 67  acc:   198 /   200 =  99.000
1, 68  acc:   221 /   225 =  98.222
1, 69  acc:    47 /    47 = 100.000
1, 70  acc:    87 /    90 =  96.667
1, 71  acc:    31 /    31 = 100.000
1, 72  acc:   117 /   117 = 100.000
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    18 /    19 =  94.737
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   194 /   198 =  97.980
1, 81  acc:    16 /    21 =  76.190
1, 82  acc:    52 /    53 =  98.113
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    37 /    37 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    26 /    26 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   178 /   179 =  99.441
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:    13 /    13 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    20 /    21 =  95.238
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    34 /    34 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    12 /    12 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    17 /    17 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8225 /  8350 =  98.503
1, 118  acc:  2012 /  2031 =  99.065
1, 119  acc:   497 /   500 =  99.400
1, 120  acc:   560 /   565 =  99.115
1, 121  acc:   156 /   161 =  96.894
1, 122  acc:    89 /    90 =  98.889
1, 123  acc:    35 /    36 =  97.222
1, 124  acc:    36 /    37 =  97.297
1, 125  acc:   533 /   534 =  99.813
1, 126  acc:   118 /   119 =  99.160
1, 127  acc:    23 /    23 = 100.000
1, 128  acc:    55 /    55 = 100.000
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    12 = 100.000
1, 133  acc:   474 /   477 =  99.371
1, 134  acc:    85 /    85 = 100.000
1, 135  acc:    38 /    38 = 100.000
1, 136  acc:    27 /    28 =  96.429
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   106 /   110 =  96.364
1, 142  acc:    18 /    19 =  94.737
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   199 /   202 =  98.515
1, 149  acc:    19 /    20 =  95.000
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:     6 /    14 =  42.857
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    28 /    29 =  96.552
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    12 /    12 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    38 /    38 = 100.000
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:    21 /    21 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3656 /  3700 =  98.811
1, 170  acc:   688 /   696 =  98.851
1, 171  acc:   299 /   300 =  99.667
1, 172  acc:   224 /   225 =  99.556
1, 173  acc:    71 /    71 = 100.000
1, 174  acc:    15 /    16 =  93.750
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    52 /    55 =  94.545
1, 177  acc:   108 /   109 =  99.083
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     8 /     8 = 100.000
1, 180  acc:     9 /     9 = 100.000
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    26 /    26 = 100.000
1, 184  acc:   134 /   137 =  97.810
1, 185  acc:    40 /    41 =  97.561
1, 186  acc:    20 /    20 = 100.000
1, 187  acc:    22 /    22 = 100.000
1, 188  acc:     5 /     5 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:    15 /    15 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     8 /     8 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   107 /   108 =  99.074
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    13 =  92.308
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    21 /    21 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265127 / 269038 =  98.546
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25113 / 25373 =  98.975
0, 1  acc: 30987 / 31282 =  99.057
0, 2  acc:  6099 /  6155 =  99.090
0, 3  acc: 24050 / 24292 =  99.004
0, 4  acc: 10721 / 10829 =  99.003
0, 5  acc:  5480 /  5541 =  98.899
0, 6  acc:  6724 /  6785 =  99.101
0, 7  acc: 11893 / 12016 =  98.976
1, 0  acc:  4391 /  4437 =  98.963
1, 1  acc:  4913 /  4962 =  99.012
1, 2  acc:  2250 /  2265 =  99.338
1, 3  acc:  2426 /  2446 =  99.182
1, 4  acc:  3094 /  3125 =  99.008
1, 5  acc:   989 /  1003 =  98.604
1, 6  acc:  3081 /  3111 =  99.036
1, 7  acc:  4642 /  4682 =  99.146
--------------------------------------
Average acc: 146853 / 148304 =  99.022
Robust  acc:   989 /  1003 =  98.604
--------------------------------------
New max robust acc: 98.60418743768695
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed32.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed32.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.651 | Best Acc: 92.356
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10824 / 12092 =  89.514
0, 1  acc: 12853 / 14179 =  90.648
0, 2  acc:  2443 /  3210 =  76.106
0, 3  acc: 11176 / 12101 =  92.356
0, 4  acc:  4500 /  5355 =  84.034
0, 5  acc:  2594 /  2980 =  87.047
0, 6  acc:  2475 /  3335 =  74.213
0, 7  acc:  4454 /  5723 =  77.826
1, 0  acc:  1502 /  2203 =  68.180
1, 1  acc:  1521 /  2270 =  67.004
1, 2  acc:   826 /  1216 =  67.928
1, 3  acc:   802 /  1260 =  63.651
1, 4  acc:  1052 /  1627 =  64.659
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1552 /  2246 =  69.101
------------------------------------
Average acc: 60037 / 71854 =  83.554
Robust  acc:   802 /  1260 =  63.651
------------------------------------
Accuracies by groups:
0, 0  acc: 10824 / 12092 =  89.514
0, 1  acc: 12853 / 14179 =  90.648
0, 2  acc:  2443 /  3210 =  76.106
0, 3  acc: 11176 / 12101 =  92.356
0, 4  acc:  4500 /  5355 =  84.034
0, 5  acc:  2594 /  2980 =  87.047
0, 6  acc:  2475 /  3335 =  74.213
0, 7  acc:  4454 /  5723 =  77.826
1, 0  acc:  1502 /  2203 =  68.180
1, 1  acc:  1521 /  2270 =  67.004
1, 2  acc:   826 /  1216 =  67.928
1, 3  acc:   802 /  1260 =  63.651
1, 4  acc:  1052 /  1627 =  64.659
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1552 /  2246 =  69.101
------------------------------------
Average acc: 60037 / 71854 =  83.554
Robust  acc:   802 /  1260 =  63.651
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10824 / 12092 =  89.514
0, 1  acc: 12853 / 14179 =  90.648
0, 2  acc:  2443 /  3210 =  76.106
0, 3  acc: 11176 / 12101 =  92.356
0, 4  acc:  4500 /  5355 =  84.034
0, 5  acc:  2594 /  2980 =  87.047
0, 6  acc:  2475 /  3335 =  74.213
0, 7  acc:  4454 /  5723 =  77.826
1, 0  acc:  1502 /  2203 =  68.180
1, 1  acc:  1521 /  2270 =  67.004
1, 2  acc:   826 /  1216 =  67.928
1, 3  acc:   802 /  1260 =  63.651
1, 4  acc:  1052 /  1627 =  64.659
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1552 /  2246 =  69.101
------------------------------------
Average acc: 60037 / 71854 =  83.554
Robust  acc:   802 /  1260 =  63.651
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed32.pt
