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_seed26.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: 26
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=26-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed26.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7060, 0.1806],
        [0.0715, 0.0419]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 87.111 | Val Loss: 0.000 | Val Acc: 91.981
Training:
Accuracies by groups:
0, 0  acc: 105072 / 110403 =  95.171
0, 1  acc:  8805 /  9419 =  93.481
0, 2  acc: 13618 / 14734 =  92.426
0, 3  acc:  6919 /  7443 =  92.960
0, 4  acc:  2271 /  2942 =  77.192
0, 5  acc:   246 /   352 =  69.886
0, 6  acc:   315 /   402 =  78.358
0, 7  acc:   305 /   377 =  80.902
0, 8  acc: 10949 / 11528 =  94.977
0, 9  acc:   730 /   772 =  94.560
0, 10  acc:   761 /   822 =  92.579
0, 11  acc:   531 /   573 =  92.670
0, 12  acc:   436 /   578 =  75.433
0, 13  acc:    33 /    47 =  70.213
0, 14  acc:    69 /    73 =  94.521
0, 15  acc:    47 /    59 =  79.661
0, 16  acc:  5783 /  6749 =  85.687
0, 17  acc:   192 /   221 =  86.878
0, 18  acc:   550 /   624 =  88.141
0, 19  acc:   194 /   223 =  86.996
0, 20  acc:    91 /   142 =  64.085
0, 21  acc:    11 /    19 =  57.895
0, 22  acc:    48 /    57 =  84.211
0, 23  acc:     7 /    16 =  43.750
0, 24  acc:   755 /   896 =  84.263
0, 25  acc:    38 /    43 =  88.372
0, 26  acc:    74 /    84 =  88.095
0, 27  acc:    26 /    31 =  83.871
0, 28  acc:    36 /    42 =  85.714
0, 29  acc:     0 /     3 =   0.000
0, 30  acc:     5 /     9 =  55.556
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2147 /  2299 =  93.388
0, 33  acc:    98 /   104 =  94.231
0, 34  acc:    90 /   101 =  89.109
0, 35  acc:    30 /    32 =  93.750
0, 36  acc:    24 /    27 =  88.889
0, 37  acc:     6 /    11 =  54.545
0, 38  acc:    22 /    27 =  81.481
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   690 /   732 =  94.262
0, 41  acc:    35 /    37 =  94.595
0, 42  acc:    28 /    29 =  96.552
0, 43  acc:    23 /    23 = 100.000
0, 44  acc:    20 /    23 =  86.957
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     8 /    10 =  80.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   370 /   441 =  83.900
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    23 /    24 =  95.833
0, 51  acc:    23 /    25 =  92.000
0, 52  acc:     2 /     4 =  50.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     5 =  60.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   392 /   437 =  89.703
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    16 /    25 =  64.000
0, 59  acc:    30 /    31 =  96.774
0, 60  acc:    11 /    17 =  64.706
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     8 /    10 =  80.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2261 /  2877 =  78.589
0, 65  acc:   322 /   420 =  76.667
0, 66  acc:   229 /   280 =  81.786
0, 67  acc:    89 /   109 =  81.651
0, 68  acc:    49 /    71 =  69.014
0, 69  acc:     8 /     8 = 100.000
0, 70  acc:    24 /    32 =  75.000
0, 71  acc:     6 /     7 =  85.714
0, 72  acc:    65 /    72 =  90.278
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    14 /    14 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    69 /    96 =  71.875
0, 81  acc:     5 /     9 =  55.556
0, 82  acc:     6 /     8 =  75.000
0, 83  acc:     4 /     6 =  66.667
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     3 /     8 =  37.500
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     8 /    10 =  80.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     3 /     3 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    59 /    75 =  78.667
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    20 =  70.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    12 =  91.667
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    10 /    12 =  83.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     3 /     8 =  37.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6118 /  7178 =  85.233
0, 118  acc:  1349 /  1656 =  81.461
0, 119  acc:   358 /   425 =  84.235
0, 120  acc:   370 /   429 =  86.247
0, 121  acc:    51 /    72 =  70.833
0, 122  acc:    33 /    44 =  75.000
0, 123  acc:     8 /    10 =  80.000
0, 124  acc:    18 /    21 =  85.714
0, 125  acc:   346 /   406 =  85.222
0, 126  acc:    83 /   108 =  76.852
0, 127  acc:    28 /    29 =  96.552
0, 128  acc:    35 /    45 =  77.778
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   175 /   238 =  73.529
0, 134  acc:    45 /    58 =  77.586
0, 135  acc:    26 /    28 =  92.857
0, 136  acc:    17 /    23 =  73.913
0, 137  acc:    11 /    11 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    42 /    56 =  75.000
0, 142  acc:     5 /    10 =  50.000
0, 143  acc:     2 /     5 =  40.000
0, 144  acc:     6 /     8 =  75.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   129 /   148 =  87.162
0, 149  acc:    12 /    20 =  60.000
0, 150  acc:     3 /     5 =  60.000
0, 151  acc:     9 /    13 =  69.231
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    27 /    32 =  84.375
0, 155  acc:     3 /     4 =  75.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    28 /    36 =  77.778
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    18 =  83.333
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     2 /     6 =  33.333
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1361 /  1823 =  74.657
0, 170  acc:   272 /   387 =  70.284
0, 171  acc:   115 /   150 =  76.667
0, 172  acc:   149 /   194 =  76.804
0, 173  acc:    13 /    18 =  72.222
0, 174  acc:     7 /    11 =  63.636
0, 175  acc:     5 /     7 =  71.429
0, 176  acc:    13 /    19 =  68.421
0, 177  acc:    62 /    76 =  81.579
0, 178  acc:    11 /    15 =  73.333
0, 179  acc:    12 /    14 =  85.714
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     5 /     5 = 100.000
0, 183  acc:     5 /     6 =  83.333
0, 184  acc:    38 /    53 =  71.698
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:    10 /    11 =  90.909
0, 187  acc:     5 /     7 =  71.429
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     4 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    20 /    28 =  71.429
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     4 =   0.000
0, 196  acc:    31 /    51 =  60.784
0, 197  acc:    12 /    12 = 100.000
0, 198  acc:     2 /     6 =  33.333
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     5 /     8 =  62.500
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    17 /    22 =  77.273
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     3 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     4 =  50.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     3 =  66.667
1, 0  acc: 25529 / 32869 =  77.669
1, 1  acc:  2709 /  3568 =  75.925
1, 2  acc:  4232 /  5914 =  71.559
1, 3  acc:  1711 /  2458 =  69.609
1, 4  acc:  2105 /  2775 =  75.856
1, 5  acc:   404 /   495 =  81.616
1, 6  acc:   210 /   292 =  71.918
1, 7  acc:   238 /   334 =  71.257
1, 8  acc:  1804 /  2801 =  64.406
1, 9  acc:   170 /   229 =  74.236
1, 10  acc:   188 /   291 =  64.605
1, 11  acc:    77 /   122 =  63.115
1, 12  acc:   338 /   454 =  74.449
1, 13  acc:    44 /    61 =  72.131
1, 14  acc:    54 /    76 =  71.053
1, 15  acc:    55 /    85 =  64.706
1, 16  acc:  3032 /  4438 =  68.319
1, 17  acc:   123 /   161 =  76.398
1, 18  acc:   228 /   325 =  70.154
1, 19  acc:    97 /   145 =  66.897
1, 20  acc:   134 /   171 =  78.363
1, 21  acc:    35 /    37 =  94.595
1, 22  acc:    62 /    83 =  74.699
1, 23  acc:    18 /    23 =  78.261
1, 24  acc:   369 /   565 =  65.310
1, 25  acc:     3 /     8 =  37.500
1, 26  acc:    29 /    45 =  64.444
1, 27  acc:     3 /     9 =  33.333
1, 28  acc:    85 /    98 =  86.735
1, 29  acc:     1 /     1 = 100.000
1, 30  acc:    13 /    13 = 100.000
1, 31  acc:     4 /     6 =  66.667
1, 32  acc:   614 /   933 =  65.809
1, 33  acc:    38 /    54 =  70.370
1, 34  acc:    24 /    38 =  63.158
1, 35  acc:     6 /    14 =  42.857
1, 36  acc:    10 /    15 =  66.667
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    13 /    17 =  76.471
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   166 /   223 =  74.439
1, 41  acc:    13 /    14 =  92.857
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     6 /    10 =  60.000
1, 44  acc:    14 /    21 =  66.667
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:     2 /     6 =  33.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   181 /   292 =  61.986
1, 49  acc:     4 /     6 =  66.667
1, 50  acc:    10 /    21 =  47.619
1, 51  acc:    14 /    18 =  77.778
1, 52  acc:     4 /     7 =  57.143
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    22 =  72.727
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   155 /   239 =  64.854
1, 57  acc:     8 /     9 =  88.889
1, 58  acc:    12 /    15 =  80.000
1, 59  acc:     5 /    10 =  50.000
1, 60  acc:    12 /    15 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    13 =  92.308
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2283 /  2997 =  76.176
1, 65  acc:   307 /   438 =  70.091
1, 66  acc:   206 /   278 =  74.101
1, 67  acc:    70 /   111 =  63.063
1, 68  acc:   117 /   147 =  79.592
1, 69  acc:    17 /    21 =  80.952
1, 70  acc:    30 /    42 =  71.429
1, 71  acc:    11 /    20 =  55.000
1, 72  acc:    54 /    65 =  83.077
1, 73  acc:     1 /     3 =  33.333
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    10 /    13 =  76.923
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    85 /   111 =  76.577
1, 81  acc:     6 /    10 =  60.000
1, 82  acc:    23 /    29 =  79.310
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    20 /    20 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /    12 =  41.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     2 =   0.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    50 /    83 =  60.241
1, 95  acc:     7 /    10 =  70.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     6 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    19 =  84.211
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    11 /    16 =  68.750
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    14 =  92.857
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     0 /     0 =     nan
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:  3295 /  4886 =  67.438
1, 118  acc:   834 /  1181 =  70.618
1, 119  acc:   204 /   283 =  72.085
1, 120  acc:   220 /   323 =  68.111
1, 121  acc:    68 /    87 =  78.161
1, 122  acc:    25 /    38 =  65.789
1, 123  acc:    12 /    16 =  75.000
1, 124  acc:    15 /    20 =  75.000
1, 125  acc:   186 /   284 =  65.493
1, 126  acc:    54 /    84 =  64.286
1, 127  acc:    15 /    25 =  60.000
1, 128  acc:     8 /    23 =  34.783
1, 129  acc:     6 /     6 = 100.000
1, 130  acc:     8 /    11 =  72.727
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     2 /     6 =  33.333
1, 133  acc:   165 /   249 =  66.265
1, 134  acc:    35 /    51 =  68.627
1, 135  acc:    18 /    21 =  85.714
1, 136  acc:    23 /    25 =  92.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     1 /     4 =  25.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    28 /    58 =  48.276
1, 142  acc:    12 /    12 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:    69 /   122 =  56.557
1, 149  acc:     6 /     9 =  66.667
1, 150  acc:     2 /     5 =  40.000
1, 151  acc:     1 /    11 =   9.091
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     0 /     3 =   0.000
1, 154  acc:    10 /    25 =  40.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     2 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    11 /    14 =  78.571
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    10 /    16 =  62.500
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1443 /  1998 =  72.222
1, 170  acc:   290 /   381 =  76.115
1, 171  acc:   113 /   168 =  67.262
1, 172  acc:    74 /   102 =  72.549
1, 173  acc:    22 /    34 =  64.706
1, 174  acc:     1 /     4 =  25.000
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:     5 /    25 =  20.000
1, 177  acc:    38 /    50 =  76.000
1, 178  acc:     7 /    11 =  63.636
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     8 /    12 =  66.667
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /     9 =  88.889
1, 184  acc:    54 /    74 =  72.973
1, 185  acc:    18 /    23 =  78.261
1, 186  acc:     4 /     7 =  57.143
1, 187  acc:     7 /     8 =  87.500
1, 188  acc:     4 /     5 =  80.000
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:     5 /     7 =  71.429
1, 191  acc:     1 /     2 =  50.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    31 /    58 =  53.448
1, 197  acc:     2 /     6 =  33.333
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:     6 /    12 =  50.000
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:     6 /     7 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     4 /     5 =  80.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 234363 / 269038 =  87.111
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23348 / 25373 =  92.019
0, 1  acc: 28807 / 31282 =  92.088
0, 2  acc:  5683 /  6155 =  92.331
0, 3  acc: 22344 / 24292 =  91.981
0, 4  acc:  9992 / 10829 =  92.271
0, 5  acc:  5081 /  5541 =  91.698
0, 6  acc:  6214 /  6785 =  91.584
0, 7  acc: 11040 / 12016 =  91.877
1, 0  acc:  4077 /  4437 =  91.886
1, 1  acc:  4561 /  4962 =  91.919
1, 2  acc:  2053 /  2265 =  90.640
1, 3  acc:  2242 /  2446 =  91.660
1, 4  acc:  2873 /  3125 =  91.936
1, 5  acc:   921 /  1003 =  91.825
1, 6  acc:  2869 /  3111 =  92.221
1, 7  acc:  4289 /  4682 =  91.606
--------------------------------------
Average acc: 136394 / 148304 =  91.969
Robust  acc:  2053 /  2265 =  90.640
--------------------------------------
New max robust acc: 90.6401766004415
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed26.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed26.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: 65.873 | Best Acc: 93.422
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10882 / 12092 =  89.993
0, 1  acc: 12945 / 14179 =  91.297
0, 2  acc:  2463 /  3210 =  76.729
0, 3  acc: 11305 / 12101 =  93.422
0, 4  acc:  4488 /  5355 =  83.810
0, 5  acc:  2677 /  2980 =  89.832
0, 6  acc:  2462 /  3335 =  73.823
0, 7  acc:  4693 /  5723 =  82.002
1, 0  acc:  1560 /  2203 =  70.813
1, 1  acc:  1578 /  2270 =  69.515
1, 2  acc:   874 /  1216 =  71.875
1, 3  acc:   830 /  1260 =  65.873
1, 4  acc:  1119 /  1627 =  68.777
1, 5  acc:   349 /   520 =  67.115
1, 6  acc:  1156 /  1537 =  75.211
1, 7  acc:  1513 /  2246 =  67.364
------------------------------------
Average acc: 60894 / 71854 =  84.747
Robust  acc:   830 /  1260 =  65.873
------------------------------------
Accuracies by groups:
0, 0  acc: 10882 / 12092 =  89.993
0, 1  acc: 12945 / 14179 =  91.297
0, 2  acc:  2463 /  3210 =  76.729
0, 3  acc: 11305 / 12101 =  93.422
0, 4  acc:  4488 /  5355 =  83.810
0, 5  acc:  2677 /  2980 =  89.832
0, 6  acc:  2462 /  3335 =  73.823
0, 7  acc:  4693 /  5723 =  82.002
1, 0  acc:  1560 /  2203 =  70.813
1, 1  acc:  1578 /  2270 =  69.515
1, 2  acc:   874 /  1216 =  71.875
1, 3  acc:   830 /  1260 =  65.873
1, 4  acc:  1119 /  1627 =  68.777
1, 5  acc:   349 /   520 =  67.115
1, 6  acc:  1156 /  1537 =  75.211
1, 7  acc:  1513 /  2246 =  67.364
------------------------------------
Average acc: 60894 / 71854 =  84.747
Robust  acc:   830 /  1260 =  65.873
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10882 / 12092 =  89.993
0, 1  acc: 12945 / 14179 =  91.297
0, 2  acc:  2463 /  3210 =  76.729
0, 3  acc: 11305 / 12101 =  93.422
0, 4  acc:  4488 /  5355 =  83.810
0, 5  acc:  2677 /  2980 =  89.832
0, 6  acc:  2462 /  3335 =  73.823
0, 7  acc:  4693 /  5723 =  82.002
1, 0  acc:  1560 /  2203 =  70.813
1, 1  acc:  1578 /  2270 =  69.515
1, 2  acc:   874 /  1216 =  71.875
1, 3  acc:   830 /  1260 =  65.873
1, 4  acc:  1119 /  1627 =  68.777
1, 5  acc:   349 /   520 =  67.115
1, 6  acc:  1156 /  1537 =  75.211
1, 7  acc:  1513 /  2246 =  67.364
------------------------------------
Average acc: 60894 / 71854 =  84.747
Robust  acc:   830 /  1260 =  65.873
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.386 | Val Loss: 0.000 | Val Acc: 95.855
Training:
Accuracies by groups:
0, 0  acc: 107643 / 110889 =  97.073
0, 1  acc:  9119 /  9440 =  96.600
0, 2  acc: 14180 / 14852 =  95.475
0, 3  acc:  7032 /  7391 =  95.143
0, 4  acc:  2614 /  3046 =  85.817
0, 5  acc:   286 /   351 =  81.481
0, 6  acc:   316 /   367 =  86.104
0, 7  acc:   340 /   390 =  87.179
0, 8  acc: 11087 / 11506 =  96.358
0, 9  acc:   733 /   776 =  94.459
0, 10  acc:   762 /   798 =  95.489
0, 11  acc:   514 /   538 =  95.539
0, 12  acc:   551 /   617 =  89.303
0, 13  acc:    57 /    67 =  85.075
0, 14  acc:    83 /    94 =  88.298
0, 15  acc:    37 /    48 =  77.083
0, 16  acc:  6054 /  6690 =  90.493
0, 17  acc:   207 /   226 =  91.593
0, 18  acc:   593 /   643 =  92.224
0, 19  acc:   171 /   185 =  92.432
0, 20  acc:   112 /   138 =  81.159
0, 21  acc:    14 /    15 =  93.333
0, 22  acc:    37 /    46 =  80.435
0, 23  acc:     5 /    13 =  38.462
0, 24  acc:   761 /   842 =  90.380
0, 25  acc:    40 /    42 =  95.238
0, 26  acc:    56 /    61 =  91.803
0, 27  acc:    22 /    24 =  91.667
0, 28  acc:    40 /    42 =  95.238
0, 29  acc:     1 /     5 =  20.000
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:    12 /    12 = 100.000
0, 32  acc:  2206 /  2306 =  95.663
0, 33  acc:    81 /    85 =  95.294
0, 34  acc:    96 /   100 =  96.000
0, 35  acc:    30 /    30 = 100.000
0, 36  acc:    38 /    41 =  92.683
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    14 /    16 =  87.500
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   645 /   673 =  95.840
0, 41  acc:    25 /    25 = 100.000
0, 42  acc:    30 /    31 =  96.774
0, 43  acc:    28 /    29 =  96.552
0, 44  acc:    31 /    32 =  96.875
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   362 /   407 =  88.943
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    30 /    31 =  96.774
0, 51  acc:    20 /    22 =  90.909
0, 52  acc:     3 /     5 =  60.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   387 /   412 =  93.932
0, 57  acc:    12 /    13 =  92.308
0, 58  acc:    17 /    19 =  89.474
0, 59  acc:    11 /    13 =  84.615
0, 60  acc:    19 /    23 =  82.609
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     4 /     4 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2525 /  2915 =  86.621
0, 65  acc:   351 /   421 =  83.373
0, 66  acc:   256 /   295 =  86.780
0, 67  acc:   102 /   120 =  85.000
0, 68  acc:    50 /    63 =  79.365
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    11 /    19 =  57.895
0, 71  acc:     9 /    10 =  90.000
0, 72  acc:    77 /    83 =  92.771
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     4 /     7 =  57.143
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    87 /   104 =  83.654
0, 81  acc:    20 /    21 =  95.238
0, 82  acc:    14 /    15 =  93.333
0, 83  acc:     9 /    11 =  81.818
0, 84  acc:     6 /    10 =  60.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     9 /    11 =  81.818
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:     6 /     7 =  85.714
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    71 /    77 =  92.208
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    17 =  88.235
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     2 /     4 =  50.000
0, 101  acc:     9 /    11 =  81.818
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    19 /    26 =  73.077
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     9 /    11 =  81.818
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6428 /  7011 =  91.684
0, 118  acc:  1411 /  1593 =  88.575
0, 119  acc:   359 /   403 =  89.082
0, 120  acc:   368 /   390 =  94.359
0, 121  acc:    64 /    80 =  80.000
0, 122  acc:    24 /    26 =  92.308
0, 123  acc:    10 /    11 =  90.909
0, 124  acc:    27 /    31 =  87.097
0, 125  acc:   404 /   447 =  90.380
0, 126  acc:   103 /   109 =  94.495
0, 127  acc:    29 /    34 =  85.294
0, 128  acc:    33 /    37 =  89.189
0, 129  acc:    12 /    12 = 100.000
0, 130  acc:     3 /     5 =  60.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   193 /   231 =  83.550
0, 134  acc:    37 /    57 =  64.912
0, 135  acc:    16 /    18 =  88.889
0, 136  acc:    22 /    25 =  88.000
0, 137  acc:     3 /     5 =  60.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    44 /    56 =  78.571
0, 142  acc:    13 /    16 =  81.250
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:     8 /    10 =  80.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   109 /   117 =  93.162
0, 149  acc:    19 /    22 =  86.364
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:     6 /    13 =  46.154
0, 152  acc:     0 /     1 =   0.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    33 /    42 =  78.571
0, 155  acc:     2 /     2 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    21 /    24 =  87.500
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    16 =  75.000
0, 165  acc:     5 /     5 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1632 /  1933 =  84.428
0, 170  acc:   369 /   431 =  85.615
0, 171  acc:   112 /   133 =  84.211
0, 172  acc:   175 /   200 =  87.500
0, 173  acc:    21 /    27 =  77.778
0, 174  acc:     1 /     1 = 100.000
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    14 /    17 =  82.353
0, 177  acc:    89 /    94 =  94.681
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:     5 /     9 =  55.556
0, 180  acc:     5 /     6 =  83.333
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     2 =  50.000
0, 184  acc:    37 /    46 =  80.435
0, 185  acc:     2 /     4 =  50.000
0, 186  acc:     4 /     4 = 100.000
0, 187  acc:     4 /     5 =  80.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    38 =  76.316
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    46 /    52 =  88.462
0, 197  acc:    13 /    16 =  81.250
0, 198  acc:     3 /     6 =  50.000
0, 199  acc:     6 /     7 =  85.714
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    19 /    22 =  86.364
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     6 =  83.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 29527 / 32577 =  90.638
1, 1  acc:  3144 /  3512 =  89.522
1, 2  acc:  5217 /  5976 =  87.299
1, 3  acc:  2161 /  2516 =  85.890
1, 4  acc:  2591 /  2916 =  88.855
1, 5  acc:   459 /   518 =  88.610
1, 6  acc:   233 /   267 =  87.266
1, 7  acc:   283 /   339 =  83.481
1, 8  acc:  2436 /  2853 =  85.384
1, 9  acc:   190 /   221 =  85.973
1, 10  acc:   230 /   260 =  88.462
1, 11  acc:   112 /   144 =  77.778
1, 12  acc:   404 /   450 =  89.778
1, 13  acc:    48 /    57 =  84.211
1, 14  acc:    61 /    72 =  84.722
1, 15  acc:    50 /    72 =  69.444
1, 16  acc:  3916 /  4517 =  86.695
1, 17  acc:   149 /   171 =  87.135
1, 18  acc:   285 /   332 =  85.843
1, 19  acc:   108 /   132 =  81.818
1, 20  acc:   145 /   156 =  92.949
1, 21  acc:    20 /    20 = 100.000
1, 22  acc:    65 /    74 =  87.838
1, 23  acc:    21 /    24 =  87.500
1, 24  acc:   472 /   569 =  82.953
1, 25  acc:     8 /     9 =  88.889
1, 26  acc:    44 /    50 =  88.000
1, 27  acc:    13 /    14 =  92.857
1, 28  acc:    98 /   102 =  96.078
1, 29  acc:     9 /    10 =  90.000
1, 30  acc:    23 /    24 =  95.833
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   848 /   969 =  87.513
1, 33  acc:    50 /    58 =  86.207
1, 34  acc:    27 /    32 =  84.375
1, 35  acc:    15 /    16 =  93.750
1, 36  acc:    27 /    30 =  90.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    15 /    18 =  83.333
1, 39  acc:     6 /     7 =  85.714
1, 40  acc:   177 /   206 =  85.922
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:     4 /     5 =  80.000
1, 44  acc:    23 /    25 =  92.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   253 /   291 =  86.942
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    20 /    23 =  86.957
1, 51  acc:    12 /    12 = 100.000
1, 52  acc:    12 /    13 =  92.308
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    22 =  81.818
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   161 /   193 =  83.420
1, 57  acc:     6 /     7 =  85.714
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:    12 /    13 =  92.308
1, 60  acc:    16 /    17 =  94.118
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2670 /  3030 =  88.119
1, 65  acc:   369 /   411 =  89.781
1, 66  acc:   226 /   252 =  89.683
1, 67  acc:    93 /   109 =  85.321
1, 68  acc:   125 /   139 =  89.928
1, 69  acc:    19 /    19 = 100.000
1, 70  acc:    42 /    46 =  91.304
1, 71  acc:     9 /    10 =  90.000
1, 72  acc:    56 /    60 =  93.333
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    95 /   114 =  83.333
1, 81  acc:    10 /    11 =  90.909
1, 82  acc:    23 /    30 =  76.667
1, 83  acc:     2 /     5 =  40.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    14 =  92.857
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    13 =  92.308
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    73 /    83 =  87.952
1, 95  acc:     9 /    11 =  81.818
1, 96  acc:     3 /     4 =  75.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    13 =  92.308
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    17 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    13 /    13 = 100.000
1, 111  acc:     2 /     4 =  50.000
1, 112  acc:     8 /     9 =  88.889
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:  3997 /  4713 =  84.808
1, 118  acc:  1021 /  1168 =  87.414
1, 119  acc:   246 /   281 =  87.544
1, 120  acc:   279 /   316 =  88.291
1, 121  acc:    88 /    94 =  93.617
1, 122  acc:    36 /    39 =  92.308
1, 123  acc:    15 /    17 =  88.235
1, 124  acc:    18 /    21 =  85.714
1, 125  acc:   266 /   316 =  84.177
1, 126  acc:    64 /    76 =  84.211
1, 127  acc:    10 /    12 =  83.333
1, 128  acc:    16 /    25 =  64.000
1, 129  acc:     8 /     9 =  88.889
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     8 =  75.000
1, 133  acc:   225 /   260 =  86.538
1, 134  acc:    35 /    39 =  89.744
1, 135  acc:    24 /    27 =  88.889
1, 136  acc:    14 /    18 =  77.778
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    51 /    61 =  83.607
1, 142  acc:     5 /     8 =  62.500
1, 143  acc:     2 /     2 = 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:   100 /   120 =  83.333
1, 149  acc:     5 /     9 =  55.556
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     4 /    12 =  33.333
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    17 /    22 =  77.273
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     1 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    17 =  82.353
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:    14 /    18 =  77.778
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1722 /  2004 =  85.928
1, 170  acc:   295 /   347 =  85.014
1, 171  acc:   142 /   161 =  88.199
1, 172  acc:   123 /   139 =  88.489
1, 173  acc:    20 /    22 =  90.909
1, 174  acc:     3 /     3 = 100.000
1, 175  acc:     1 /     3 =  33.333
1, 176  acc:    33 /    42 =  78.571
1, 177  acc:    42 /    49 =  85.714
1, 178  acc:     2 /     6 =  33.333
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     5 /     9 =  55.556
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     3 /     5 =  60.000
1, 184  acc:    61 /    72 =  84.722
1, 185  acc:    14 /    19 =  73.684
1, 186  acc:    11 /    15 =  73.333
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:     3 /     3 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    46 /    59 =  77.966
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     5 /     5 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     9 =  55.556
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    11 =  90.909
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     4 /     6 =  66.667
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251243 / 269038 =  93.386
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24336 / 25373 =  95.913
0, 1  acc: 30026 / 31282 =  95.985
0, 2  acc:  5911 /  6155 =  96.036
0, 3  acc: 23299 / 24292 =  95.912
0, 4  acc: 10396 / 10829 =  96.001
0, 5  acc:  5274 /  5541 =  95.181
0, 6  acc:  6497 /  6785 =  95.755
0, 7  acc: 11481 / 12016 =  95.548
1, 0  acc:  4265 /  4437 =  96.124
1, 1  acc:  4772 /  4962 =  96.171
1, 2  acc:  2185 /  2265 =  96.468
1, 3  acc:  2338 /  2446 =  95.585
1, 4  acc:  2972 /  3125 =  95.104
1, 5  acc:   966 /  1003 =  96.311
1, 6  acc:  2995 /  3111 =  96.271
1, 7  acc:  4493 /  4682 =  95.963
--------------------------------------
Average acc: 142206 / 148304 =  95.888
Robust  acc:  2972 /  3125 =  95.104
--------------------------------------
New max robust acc: 95.104
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed26.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed26.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: 67.460 | Best Acc: 92.455
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10699 / 12092 =  88.480
0, 1  acc: 12633 / 14179 =  89.097
0, 2  acc:  2422 /  3210 =  75.452
0, 3  acc: 11188 / 12101 =  92.455
0, 4  acc:  4361 /  5355 =  81.438
0, 5  acc:  2640 /  2980 =  88.591
0, 6  acc:  2471 /  3335 =  74.093
0, 7  acc:  4458 /  5723 =  77.896
1, 0  acc:  1604 /  2203 =  72.810
1, 1  acc:  1632 /  2270 =  71.894
1, 2  acc:   868 /  1216 =  71.382
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1153 /  1627 =  70.867
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1135 /  1537 =  73.845
1, 7  acc:  1586 /  2246 =  70.614
------------------------------------
Average acc: 60065 / 71854 =  83.593
Robust  acc:   850 /  1260 =  67.460
------------------------------------
Accuracies by groups:
0, 0  acc: 10699 / 12092 =  88.480
0, 1  acc: 12633 / 14179 =  89.097
0, 2  acc:  2422 /  3210 =  75.452
0, 3  acc: 11188 / 12101 =  92.455
0, 4  acc:  4361 /  5355 =  81.438
0, 5  acc:  2640 /  2980 =  88.591
0, 6  acc:  2471 /  3335 =  74.093
0, 7  acc:  4458 /  5723 =  77.896
1, 0  acc:  1604 /  2203 =  72.810
1, 1  acc:  1632 /  2270 =  71.894
1, 2  acc:   868 /  1216 =  71.382
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1153 /  1627 =  70.867
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1135 /  1537 =  73.845
1, 7  acc:  1586 /  2246 =  70.614
------------------------------------
Average acc: 60065 / 71854 =  83.593
Robust  acc:   850 /  1260 =  67.460
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10699 / 12092 =  88.480
0, 1  acc: 12633 / 14179 =  89.097
0, 2  acc:  2422 /  3210 =  75.452
0, 3  acc: 11188 / 12101 =  92.455
0, 4  acc:  4361 /  5355 =  81.438
0, 5  acc:  2640 /  2980 =  88.591
0, 6  acc:  2471 /  3335 =  74.093
0, 7  acc:  4458 /  5723 =  77.896
1, 0  acc:  1604 /  2203 =  72.810
1, 1  acc:  1632 /  2270 =  71.894
1, 2  acc:   868 /  1216 =  71.382
1, 3  acc:   850 /  1260 =  67.460
1, 4  acc:  1153 /  1627 =  70.867
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1135 /  1537 =  73.845
1, 7  acc:  1586 /  2246 =  70.614
------------------------------------
Average acc: 60065 / 71854 =  83.593
Robust  acc:   850 /  1260 =  67.460
------------------------------------

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: 96.425 | Val Loss: 0.000 | Val Acc: 97.551
Training:
Accuracies by groups:
0, 0  acc: 109244 / 111108 =  98.322
0, 1  acc:  8936 /  9137 =  97.800
0, 2  acc: 14458 / 14844 =  97.400
0, 3  acc:  7236 /  7442 =  97.232
0, 4  acc:  2823 /  3044 =  92.740
0, 5  acc:   294 /   337 =  87.240
0, 6  acc:   384 /   409 =  93.888
0, 7  acc:   350 /   379 =  92.348
0, 8  acc: 11330 / 11568 =  97.943
0, 9  acc:   728 /   741 =  98.246
0, 10  acc:   807 /   831 =  97.112
0, 11  acc:   557 /   572 =  97.378
0, 12  acc:   537 /   581 =  92.427
0, 13  acc:    55 /    58 =  94.828
0, 14  acc:    79 /    83 =  95.181
0, 15  acc:    54 /    58 =  93.103
0, 16  acc:  6192 /  6522 =  94.940
0, 17  acc:   201 /   209 =  96.172
0, 18  acc:   643 /   679 =  94.698
0, 19  acc:   220 /   232 =  94.828
0, 20  acc:   113 /   132 =  85.606
0, 21  acc:    18 /    19 =  94.737
0, 22  acc:    55 /    60 =  91.667
0, 23  acc:    14 /    17 =  82.353
0, 24  acc:   825 /   880 =  93.750
0, 25  acc:    55 /    56 =  98.214
0, 26  acc:    77 /    81 =  95.062
0, 27  acc:    26 /    28 =  92.857
0, 28  acc:    36 /    42 =  85.714
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     8 /    12 =  66.667
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  2258 /  2317 =  97.454
0, 33  acc:   103 /   112 =  91.964
0, 34  acc:    86 /    88 =  97.727
0, 35  acc:    24 /    27 =  88.889
0, 36  acc:    42 /    46 =  91.304
0, 37  acc:     2 /     2 = 100.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   696 /   711 =  97.890
0, 41  acc:    33 /    36 =  91.667
0, 42  acc:    19 /    21 =  90.476
0, 43  acc:    37 /    37 = 100.000
0, 44  acc:    17 /    19 =  89.474
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   420 /   448 =  93.750
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    26 /    27 =  96.296
0, 51  acc:    29 /    29 = 100.000
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   379 /   394 =  96.193
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    18 /    23 =  78.261
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    12 /    12 = 100.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     8 /     9 =  88.889
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2857 /  3065 =  93.214
0, 65  acc:   369 /   392 =  94.133
0, 66  acc:   275 /   290 =  94.828
0, 67  acc:   107 /   113 =  94.690
0, 68  acc:    72 /    77 =  93.506
0, 69  acc:     3 /     5 =  60.000
0, 70  acc:    24 /    26 =  92.308
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    81 /    88 =  92.045
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /   101 =  90.099
0, 81  acc:     8 /    10 =  80.000
0, 82  acc:    10 /    11 =  90.909
0, 83  acc:     5 /     6 =  83.333
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    14 /    14 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     3 /     5 =  60.000
0, 94  acc:    70 /    75 =  93.333
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     8 /     8 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    18 =  94.444
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     4 =  25.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     6 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6747 /  7129 =  94.642
0, 118  acc:  1500 /  1583 =  94.757
0, 119  acc:   385 /   408 =  94.363
0, 120  acc:   356 /   374 =  95.187
0, 121  acc:    56 /    71 =  78.873
0, 122  acc:    35 /    36 =  97.222
0, 123  acc:    14 /    14 = 100.000
0, 124  acc:    22 /    23 =  95.652
0, 125  acc:   441 /   461 =  95.662
0, 126  acc:   125 /   133 =  93.985
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    28 /    29 =  96.552
0, 129  acc:     9 /    10 =  90.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   196 /   212 =  92.453
0, 134  acc:    59 /    66 =  89.394
0, 135  acc:    24 /    25 =  96.000
0, 136  acc:    31 /    32 =  96.875
0, 137  acc:     4 /     5 =  80.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    64 =  93.750
0, 142  acc:    15 /    15 = 100.000
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:    10 /    11 =  90.909
0, 145  acc:     2 /     3 =  66.667
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   116 /   119 =  97.479
0, 149  acc:    24 /    24 = 100.000
0, 150  acc:     5 /     5 = 100.000
0, 151  acc:     7 /    12 =  58.333
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    38 /    41 =  92.683
0, 155  acc:     5 /     8 =  62.500
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     3 /     3 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    34 /    36 =  94.444
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    19 = 100.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1655 /  1803 =  91.791
0, 170  acc:   356 /   388 =  91.753
0, 171  acc:   112 /   120 =  93.333
0, 172  acc:   167 /   182 =  91.758
0, 173  acc:    25 /    28 =  89.286
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    11 /    16 =  68.750
0, 177  acc:    64 /    67 =  95.522
0, 178  acc:     7 /     9 =  77.778
0, 179  acc:    14 /    14 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    45 /    47 =  95.745
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:     5 /     5 = 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:    29 /    34 =  85.294
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    49 /    55 =  89.091
0, 197  acc:    13 /    15 =  86.667
0, 198  acc:     6 /     9 =  66.667
0, 199  acc:     6 /     8 =  75.000
0, 200  acc:     1 /     2 =  50.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    28 /    29 =  96.552
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     4 /     5 =  80.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 31236 / 32808 =  95.208
1, 1  acc:  3316 /  3476 =  95.397
1, 2  acc:  5502 /  5861 =  93.875
1, 3  acc:  2274 /  2453 =  92.703
1, 4  acc:  2643 /  2814 =  93.923
1, 5  acc:   496 /   515 =  96.311
1, 6  acc:   289 /   308 =  93.831
1, 7  acc:   325 /   343 =  94.752
1, 8  acc:  2688 /  2925 =  91.897
1, 9  acc:   202 /   216 =  93.519
1, 10  acc:   267 /   280 =  95.357
1, 11  acc:   102 /   113 =  90.265
1, 12  acc:   392 /   423 =  92.671
1, 13  acc:    52 /    57 =  91.228
1, 14  acc:    46 /    53 =  86.792
1, 15  acc:    70 /    74 =  94.595
1, 16  acc:  4183 /  4498 =  92.997
1, 17  acc:   138 /   146 =  94.521
1, 18  acc:   353 /   379 =  93.140
1, 19  acc:   115 /   128 =  89.844
1, 20  acc:   158 /   162 =  97.531
1, 21  acc:    21 /    23 =  91.304
1, 22  acc:    93 /    97 =  95.876
1, 23  acc:    19 /    19 = 100.000
1, 24  acc:   523 /   567 =  92.240
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    66 /    68 =  97.059
1, 27  acc:     6 /     6 = 100.000
1, 28  acc:    68 /    70 =  97.143
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     4 /     6 =  66.667
1, 32  acc:   814 /   887 =  91.770
1, 33  acc:    58 /    61 =  95.082
1, 34  acc:    41 /    43 =  95.349
1, 35  acc:    10 /    10 = 100.000
1, 36  acc:    21 /    23 =  91.304
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    13 /    13 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   198 /   218 =  90.826
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     8 /     9 =  88.889
1, 43  acc:     9 /    10 =  90.000
1, 44  acc:    14 /    14 = 100.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:    10 /    11 =  90.909
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   277 /   297 =  93.266
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    22 /    23 =  95.652
1, 51  acc:     7 /    10 =  70.000
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    17 /    18 =  94.444
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   234 /   258 =  90.698
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:     6 /     6 = 100.000
1, 59  acc:     8 /     8 = 100.000
1, 60  acc:    10 /    12 =  83.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2732 /  2928 =  93.306
1, 65  acc:   377 /   408 =  92.402
1, 66  acc:   265 /   284 =  93.310
1, 67  acc:   111 /   122 =  90.984
1, 68  acc:   120 /   134 =  89.552
1, 69  acc:    19 /    19 = 100.000
1, 70  acc:    53 /    54 =  98.148
1, 71  acc:    15 /    16 =  93.750
1, 72  acc:    50 /    51 =  98.039
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     9 /    11 =  81.818
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   118 /   125 =  94.400
1, 81  acc:     5 /     9 =  55.556
1, 82  acc:    37 /    40 =  92.500
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    12 =  91.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /     8 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    62 /    65 =  95.385
1, 95  acc:     8 /     8 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    17 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     8 /     8 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4392 /  4768 =  92.114
1, 118  acc:  1057 /  1128 =  93.706
1, 119  acc:   248 /   268 =  92.537
1, 120  acc:   283 /   300 =  94.333
1, 121  acc:    95 /    99 =  95.960
1, 122  acc:    35 /    39 =  89.744
1, 123  acc:    17 /    17 = 100.000
1, 124  acc:    26 /    26 = 100.000
1, 125  acc:   291 /   307 =  94.788
1, 126  acc:    74 /    82 =  90.244
1, 127  acc:    10 /    11 =  90.909
1, 128  acc:    21 /    25 =  84.000
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:     8 /     8 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   244 /   258 =  94.574
1, 134  acc:    46 /    49 =  93.878
1, 135  acc:    14 /    15 =  93.333
1, 136  acc:    14 /    20 =  70.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    69 /    75 =  92.000
1, 142  acc:    11 /    12 =  91.667
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   116 /   127 =  91.339
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:     2 /     2 = 100.000
1, 151  acc:     3 /     7 =  42.857
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    15 /    17 =  88.235
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     3 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    20 /    21 =  95.238
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    20 /    21 =  95.238
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1806 /  1969 =  91.722
1, 170  acc:   338 /   370 =  91.351
1, 171  acc:   166 /   171 =  97.076
1, 172  acc:   106 /   117 =  90.598
1, 173  acc:    24 /    28 =  85.714
1, 174  acc:     3 /     7 =  42.857
1, 175  acc:     6 /     7 =  85.714
1, 176  acc:    34 /    38 =  89.474
1, 177  acc:    48 /    51 =  94.118
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     4 /     5 =  80.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     3 /     3 = 100.000
1, 184  acc:    70 /    81 =  86.420
1, 185  acc:    18 /    20 =  90.000
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    64 /    65 =  98.462
1, 197  acc:     4 /     6 =  66.667
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     8 =  87.500
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /     9 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259420 / 269038 =  96.425
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24752 / 25373 =  97.553
0, 1  acc: 30505 / 31282 =  97.516
0, 2  acc:  5994 /  6155 =  97.384
0, 3  acc: 23706 / 24292 =  97.588
0, 4  acc: 10560 / 10829 =  97.516
0, 5  acc:  5417 /  5541 =  97.762
0, 6  acc:  6612 /  6785 =  97.450
0, 7  acc: 11718 / 12016 =  97.520
1, 0  acc:  4337 /  4437 =  97.746
1, 1  acc:  4851 /  4962 =  97.763
1, 2  acc:  2205 /  2265 =  97.351
1, 3  acc:  2391 /  2446 =  97.751
1, 4  acc:  3050 /  3125 =  97.600
1, 5  acc:   976 /  1003 =  97.308
1, 6  acc:  3044 /  3111 =  97.846
1, 7  acc:  4587 /  4682 =  97.971
--------------------------------------
Average acc: 144705 / 148304 =  97.573
Robust  acc:   976 /  1003 =  97.308
--------------------------------------
New max robust acc: 97.30807577268196
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed26.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed26.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: 65.476 | Best Acc: 92.761
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10752 / 12092 =  88.918
0, 1  acc: 12786 / 14179 =  90.176
0, 2  acc:  2481 /  3210 =  77.290
0, 3  acc: 11225 / 12101 =  92.761
0, 4  acc:  4328 /  5355 =  80.822
0, 5  acc:  2556 /  2980 =  85.772
0, 6  acc:  2324 /  3335 =  69.685
0, 7  acc:  4288 /  5723 =  74.926
1, 0  acc:  1564 /  2203 =  70.994
1, 1  acc:  1580 /  2270 =  69.604
1, 2  acc:   854 /  1216 =  70.230
1, 3  acc:   825 /  1260 =  65.476
1, 4  acc:  1167 /  1627 =  71.727
1, 5  acc:   374 /   520 =  71.923
1, 6  acc:  1200 /  1537 =  78.074
1, 7  acc:  1626 /  2246 =  72.395
------------------------------------
Average acc: 59930 / 71854 =  83.405
Robust  acc:   825 /  1260 =  65.476
------------------------------------
Accuracies by groups:
0, 0  acc: 10752 / 12092 =  88.918
0, 1  acc: 12786 / 14179 =  90.176
0, 2  acc:  2481 /  3210 =  77.290
0, 3  acc: 11225 / 12101 =  92.761
0, 4  acc:  4328 /  5355 =  80.822
0, 5  acc:  2556 /  2980 =  85.772
0, 6  acc:  2324 /  3335 =  69.685
0, 7  acc:  4288 /  5723 =  74.926
1, 0  acc:  1564 /  2203 =  70.994
1, 1  acc:  1580 /  2270 =  69.604
1, 2  acc:   854 /  1216 =  70.230
1, 3  acc:   825 /  1260 =  65.476
1, 4  acc:  1167 /  1627 =  71.727
1, 5  acc:   374 /   520 =  71.923
1, 6  acc:  1200 /  1537 =  78.074
1, 7  acc:  1626 /  2246 =  72.395
------------------------------------
Average acc: 59930 / 71854 =  83.405
Robust  acc:   825 /  1260 =  65.476
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10752 / 12092 =  88.918
0, 1  acc: 12786 / 14179 =  90.176
0, 2  acc:  2481 /  3210 =  77.290
0, 3  acc: 11225 / 12101 =  92.761
0, 4  acc:  4328 /  5355 =  80.822
0, 5  acc:  2556 /  2980 =  85.772
0, 6  acc:  2324 /  3335 =  69.685
0, 7  acc:  4288 /  5723 =  74.926
1, 0  acc:  1564 /  2203 =  70.994
1, 1  acc:  1580 /  2270 =  69.604
1, 2  acc:   854 /  1216 =  70.230
1, 3  acc:   825 /  1260 =  65.476
1, 4  acc:  1167 /  1627 =  71.727
1, 5  acc:   374 /   520 =  71.923
1, 6  acc:  1200 /  1537 =  78.074
1, 7  acc:  1626 /  2246 =  72.395
------------------------------------
Average acc: 59930 / 71854 =  83.405
Robust  acc:   825 /  1260 =  65.476
------------------------------------

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: 97.827 | Val Loss: 0.000 | Val Acc: 98.725
Training:
Accuracies by groups:
0, 0  acc: 109903 / 111112 =  98.912
0, 1  acc:  9200 /  9339 =  98.512
0, 2  acc: 14455 / 14711 =  98.260
0, 3  acc:  7049 /  7167 =  98.354
0, 4  acc:  2845 /  2969 =  95.824
0, 5  acc:   339 /   360 =  94.167
0, 6  acc:   371 /   384 =  96.615
0, 7  acc:   388 /   413 =  93.947
0, 8  acc: 11217 / 11360 =  98.741
0, 9  acc:   733 /   743 =  98.654
0, 10  acc:   830 /   842 =  98.575
0, 11  acc:   502 /   512 =  98.047
0, 12  acc:   548 /   575 =  95.304
0, 13  acc:    58 /    63 =  92.063
0, 14  acc:    90 /    93 =  96.774
0, 15  acc:    48 /    52 =  92.308
0, 16  acc:  6522 /  6711 =  97.184
0, 17  acc:   209 /   213 =  98.122
0, 18  acc:   658 /   681 =  96.623
0, 19  acc:   176 /   181 =  97.238
0, 20  acc:   111 /   122 =  90.984
0, 21  acc:    17 /    18 =  94.444
0, 22  acc:    58 /    64 =  90.625
0, 23  acc:    13 /    16 =  81.250
0, 24  acc:   874 /   906 =  96.468
0, 25  acc:    41 /    42 =  97.619
0, 26  acc:    76 /    78 =  97.436
0, 27  acc:    30 /    32 =  93.750
0, 28  acc:    45 /    47 =  95.745
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:    13 /    14 =  92.857
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2315 /  2348 =  98.595
0, 33  acc:    83 /    86 =  96.512
0, 34  acc:   112 /   114 =  98.246
0, 35  acc:    34 /    34 = 100.000
0, 36  acc:    33 /    33 = 100.000
0, 37  acc:     9 /    10 =  90.000
0, 38  acc:    25 /    25 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   664 /   680 =  97.647
0, 41  acc:    32 /    32 = 100.000
0, 42  acc:    29 /    29 = 100.000
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    21 /    21 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   418 /   428 =  97.664
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   420 /   433 =  96.998
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    29 /    30 =  96.667
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    15 /    15 = 100.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     8 /     9 =  88.889
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2807 /  2936 =  95.606
0, 65  acc:   406 /   424 =  95.755
0, 66  acc:   282 /   301 =  93.688
0, 67  acc:   135 /   139 =  97.122
0, 68  acc:    58 /    62 =  93.548
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    25 /    27 =  92.593
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    63 /    65 =  96.923
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    97 /   103 =  94.175
0, 81  acc:     9 /    12 =  75.000
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:     8 /    10 =  80.000
0, 84  acc:    10 /    10 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    76 /    79 =  96.203
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    14 /    15 =  93.333
0, 99  acc:     7 /     7 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    22 /    24 =  91.667
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     3 /     5 =  60.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6936 /  7149 =  97.021
0, 118  acc:  1532 /  1584 =  96.717
0, 119  acc:   403 /   416 =  96.875
0, 120  acc:   390 /   419 =  93.079
0, 121  acc:    81 /    87 =  93.103
0, 122  acc:    34 /    36 =  94.444
0, 123  acc:    14 /    14 = 100.000
0, 124  acc:    19 /    19 = 100.000
0, 125  acc:   415 /   428 =  96.963
0, 126  acc:   115 /   120 =  95.833
0, 127  acc:    32 /    32 = 100.000
0, 128  acc:    26 /    27 =  96.296
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   216 /   223 =  96.861
0, 134  acc:    45 /    49 =  91.837
0, 135  acc:    30 /    31 =  96.774
0, 136  acc:    35 /    36 =  97.222
0, 137  acc:     6 /     8 =  75.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    67 /    68 =  98.529
0, 142  acc:     9 /     9 = 100.000
0, 143  acc:    10 /    11 =  90.909
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   125 /   127 =  98.425
0, 149  acc:    18 /    18 = 100.000
0, 150  acc:     6 /     9 =  66.667
0, 151  acc:    11 /    13 =  84.615
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    49 /    50 =  98.000
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    27 /    29 =  93.103
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     2 /     2 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1758 /  1847 =  95.181
0, 170  acc:   348 /   365 =  95.342
0, 171  acc:   127 /   131 =  96.947
0, 172  acc:   187 /   190 =  98.421
0, 173  acc:    26 /    26 = 100.000
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:    10 /    12 =  83.333
0, 177  acc:    79 /    81 =  97.531
0, 178  acc:    18 /    20 =  90.000
0, 179  acc:    13 /    14 =  92.857
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     3 /     4 =  75.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    55 /    58 =  94.828
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:    14 /    15 =  93.333
0, 187  acc:     5 /     6 =  83.333
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    27 = 100.000
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    52 /    52 = 100.000
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    21 /    22 =  95.455
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     1 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 31654 / 32626 =  97.021
1, 1  acc:  3463 /  3554 =  97.440
1, 2  acc:  5756 /  5963 =  96.529
1, 3  acc:  2488 /  2599 =  95.729
1, 4  acc:  2729 /  2838 =  96.159
1, 5  acc:   524 /   539 =  97.217
1, 6  acc:   249 /   254 =  98.031
1, 7  acc:   305 /   319 =  95.611
1, 8  acc:  2804 /  2922 =  95.962
1, 9  acc:   195 /   197 =  98.985
1, 10  acc:   262 /   274 =  95.620
1, 11  acc:   139 /   144 =  96.528
1, 12  acc:   411 /   429 =  95.804
1, 13  acc:    55 /    59 =  93.220
1, 14  acc:    65 /    68 =  95.588
1, 15  acc:    77 /    82 =  93.902
1, 16  acc:  4424 /  4595 =  96.279
1, 17  acc:   149 /   156 =  95.513
1, 18  acc:   317 /   331 =  95.770
1, 19  acc:   109 /   115 =  94.783
1, 20  acc:   146 /   153 =  95.425
1, 21  acc:    34 /    34 = 100.000
1, 22  acc:    79 /    81 =  97.531
1, 23  acc:    21 /    22 =  95.455
1, 24  acc:   571 /   607 =  94.069
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    57 /    58 =  98.276
1, 27  acc:     7 /     8 =  87.500
1, 28  acc:    72 /    75 =  96.000
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   862 /   897 =  96.098
1, 33  acc:    45 /    47 =  95.745
1, 34  acc:    26 /    27 =  96.296
1, 35  acc:    15 /    15 = 100.000
1, 36  acc:    14 /    15 =  93.333
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    25 /    25 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   186 /   202 =  92.079
1, 41  acc:    10 /    11 =  90.909
1, 42  acc:     2 /     3 =  66.667
1, 43  acc:    21 /    22 =  95.455
1, 44  acc:    16 /    16 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   274 /   283 =  96.820
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    21 /    22 =  95.455
1, 51  acc:    12 /    12 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    25 =  88.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   227 /   239 =  94.979
1, 57  acc:     7 /     8 =  87.500
1, 58  acc:     8 /     9 =  88.889
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    13 /    14 =  92.857
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2896 /  3001 =  96.501
1, 65  acc:   434 /   451 =  96.231
1, 66  acc:   248 /   261 =  95.019
1, 67  acc:   101 /   106 =  95.283
1, 68  acc:   118 /   121 =  97.521
1, 69  acc:    19 /    21 =  90.476
1, 70  acc:    38 /    40 =  95.000
1, 71  acc:    11 /    11 = 100.000
1, 72  acc:    78 /    79 =  98.734
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:     7 /     7 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    96 /    99 =  96.970
1, 81  acc:    11 /    13 =  84.615
1, 82  acc:    32 /    32 = 100.000
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    17 = 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:    72 /    77 =  93.506
1, 95  acc:     6 /     8 =  75.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     7 /     7 = 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:    18 /    19 =  94.737
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    12 =  91.667
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:     7 /     7 = 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:  4622 /  4834 =  95.614
1, 118  acc:  1138 /  1182 =  96.277
1, 119  acc:   248 /   263 =  94.297
1, 120  acc:   254 /   274 =  92.701
1, 121  acc:    84 /    87 =  96.552
1, 122  acc:    38 /    41 =  92.683
1, 123  acc:    11 /    13 =  84.615
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   303 /   316 =  95.886
1, 126  acc:    78 /    80 =  97.500
1, 127  acc:    20 /    20 = 100.000
1, 128  acc:    20 /    21 =  95.238
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     7 =  85.714
1, 133  acc:   235 /   246 =  95.528
1, 134  acc:    45 /    47 =  95.745
1, 135  acc:    14 /    14 = 100.000
1, 136  acc:    14 /    15 =  93.333
1, 137  acc:     3 /     4 =  75.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    44 /    48 =  91.667
1, 142  acc:     7 /     7 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     5 =  80.000
1, 148  acc:   106 /   112 =  94.643
1, 149  acc:    10 /    10 = 100.000
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     1 /     6 =  16.667
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    18 /    20 =  90.000
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:    16 /    17 =  94.118
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    13 /    14 =  92.857
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1911 /  1990 =  96.030
1, 170  acc:   347 /   364 =  95.330
1, 171  acc:   135 /   138 =  97.826
1, 172  acc:   120 /   122 =  98.361
1, 173  acc:    24 /    26 =  92.308
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    21 /    23 =  91.304
1, 177  acc:    38 /    39 =  97.436
1, 178  acc:     7 /     7 = 100.000
1, 179  acc:     1 /     3 =  33.333
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     9 /     9 = 100.000
1, 184  acc:    75 /    77 =  97.403
1, 185  acc:    24 /    24 = 100.000
1, 186  acc:    10 /    11 =  90.909
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    48 /    55 =  87.273
1, 197  acc:     6 /     7 =  85.714
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:     9 /     9 = 100.000
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:     6 /     8 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:     3 /     3 = 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:     5 /     5 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263191 / 269038 =  97.827
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25048 / 25373 =  98.719
0, 1  acc: 30886 / 31282 =  98.734
0, 2  acc:  6087 /  6155 =  98.895
0, 3  acc: 23987 / 24292 =  98.744
0, 4  acc: 10689 / 10829 =  98.707
0, 5  acc:  5477 /  5541 =  98.845
0, 6  acc:  6697 /  6785 =  98.703
0, 7  acc: 11864 / 12016 =  98.735
1, 0  acc:  4377 /  4437 =  98.648
1, 1  acc:  4891 /  4962 =  98.569
1, 2  acc:  2240 /  2265 =  98.896
1, 3  acc:  2413 /  2446 =  98.651
1, 4  acc:  3095 /  3125 =  99.040
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3069 /  3111 =  98.650
1, 7  acc:  4622 /  4682 =  98.718
--------------------------------------
Average acc: 146435 / 148304 =  98.740
Robust  acc:  4891 /  4962 =  98.569
--------------------------------------
New max robust acc: 98.56912535268037
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed26.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed26.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.952 | Best Acc: 93.943
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10925 / 12092 =  90.349
0, 1  acc: 12935 / 14179 =  91.226
0, 2  acc:  2637 /  3210 =  82.150
0, 3  acc: 11368 / 12101 =  93.943
0, 4  acc:  4586 /  5355 =  85.640
0, 5  acc:  2698 /  2980 =  90.537
0, 6  acc:  2648 /  3335 =  79.400
0, 7  acc:  4702 /  5723 =  82.160
1, 0  acc:  1502 /  2203 =  68.180
1, 1  acc:  1507 /  2270 =  66.388
1, 2  acc:   783 /  1216 =  64.391
1, 3  acc:   768 /  1260 =  60.952
1, 4  acc:  1043 /  1627 =  64.106
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1077 /  1537 =  70.072
1, 7  acc:  1489 /  2246 =  66.296
------------------------------------
Average acc: 60999 / 71854 =  84.893
Robust  acc:   768 /  1260 =  60.952
------------------------------------
Accuracies by groups:
0, 0  acc: 10925 / 12092 =  90.349
0, 1  acc: 12935 / 14179 =  91.226
0, 2  acc:  2637 /  3210 =  82.150
0, 3  acc: 11368 / 12101 =  93.943
0, 4  acc:  4586 /  5355 =  85.640
0, 5  acc:  2698 /  2980 =  90.537
0, 6  acc:  2648 /  3335 =  79.400
0, 7  acc:  4702 /  5723 =  82.160
1, 0  acc:  1502 /  2203 =  68.180
1, 1  acc:  1507 /  2270 =  66.388
1, 2  acc:   783 /  1216 =  64.391
1, 3  acc:   768 /  1260 =  60.952
1, 4  acc:  1043 /  1627 =  64.106
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1077 /  1537 =  70.072
1, 7  acc:  1489 /  2246 =  66.296
------------------------------------
Average acc: 60999 / 71854 =  84.893
Robust  acc:   768 /  1260 =  60.952
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10925 / 12092 =  90.349
0, 1  acc: 12935 / 14179 =  91.226
0, 2  acc:  2637 /  3210 =  82.150
0, 3  acc: 11368 / 12101 =  93.943
0, 4  acc:  4586 /  5355 =  85.640
0, 5  acc:  2698 /  2980 =  90.537
0, 6  acc:  2648 /  3335 =  79.400
0, 7  acc:  4702 /  5723 =  82.160
1, 0  acc:  1502 /  2203 =  68.180
1, 1  acc:  1507 /  2270 =  66.388
1, 2  acc:   783 /  1216 =  64.391
1, 3  acc:   768 /  1260 =  60.952
1, 4  acc:  1043 /  1627 =  64.106
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1077 /  1537 =  70.072
1, 7  acc:  1489 /  2246 =  66.296
------------------------------------
Average acc: 60999 / 71854 =  84.893
Robust  acc:   768 /  1260 =  60.952
------------------------------------

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: 98.502 | Val Loss: 0.000 | Val Acc: 99.182
Training:
Accuracies by groups:
0, 0  acc: 109543 / 110423 =  99.203
0, 1  acc:  9283 /  9370 =  99.072
0, 2  acc: 14687 / 14870 =  98.769
0, 3  acc:  7151 /  7233 =  98.866
0, 4  acc:  2891 /  2974 =  97.209
0, 5  acc:   318 /   332 =  95.783
0, 6  acc:   376 /   386 =  97.409
0, 7  acc:   365 /   378 =  96.561
0, 8  acc: 11394 / 11508 =  99.009
0, 9  acc:   730 /   735 =  99.320
0, 10  acc:   837 /   845 =  99.053
0, 11  acc:   584 /   591 =  98.816
0, 12  acc:   563 /   574 =  98.084
0, 13  acc:    48 /    51 =  94.118
0, 14  acc:    93 /    94 =  98.936
0, 15  acc:    55 /    57 =  96.491
0, 16  acc:  6485 /  6609 =  98.124
0, 17  acc:   205 /   209 =  98.086
0, 18  acc:   622 /   635 =  97.953
0, 19  acc:   162 /   167 =  97.006
0, 20  acc:   122 /   128 =  95.312
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    54 /    54 = 100.000
0, 23  acc:    10 /    12 =  83.333
0, 24  acc:   854 /   875 =  97.600
0, 25  acc:    50 /    50 = 100.000
0, 26  acc:    77 /    79 =  97.468
0, 27  acc:    31 /    32 =  96.875
0, 28  acc:    44 /    45 =  97.778
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     4 /     4 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2352 /  2381 =  98.782
0, 33  acc:   122 /   125 =  97.600
0, 34  acc:    94 /    94 = 100.000
0, 35  acc:    24 /    25 =  96.000
0, 36  acc:    38 /    38 = 100.000
0, 37  acc:    11 /    11 = 100.000
0, 38  acc:    23 /    23 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   703 /   719 =  97.775
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    29 /    30 =  96.667
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    30 /    30 = 100.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     7 /     7 = 100.000
0, 48  acc:   431 /   442 =  97.511
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    31 /    31 = 100.000
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:    12 /    12 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   365 /   375 =  97.333
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    28 /    28 = 100.000
0, 59  acc:    26 /    26 = 100.000
0, 60  acc:    14 /    16 =  87.500
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2792 /  2864 =  97.486
0, 65  acc:   392 /   404 =  97.030
0, 66  acc:   305 /   316 =  96.519
0, 67  acc:   151 /   152 =  99.342
0, 68  acc:    62 /    66 =  93.939
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    87 /    87 = 100.000
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    16 /    16 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    96 /    99 =  96.970
0, 81  acc:     6 /     7 =  85.714
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:    15 /    16 =  93.750
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    96 /    98 =  97.959
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    18 /    18 = 100.000
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    12 =  91.667
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    16 /    16 = 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 /     1 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6953 /  7091 =  98.054
0, 118  acc:  1646 /  1683 =  97.802
0, 119  acc:   359 /   368 =  97.554
0, 120  acc:   359 /   379 =  94.723
0, 121  acc:    64 /    67 =  95.522
0, 122  acc:    25 /    26 =  96.154
0, 123  acc:    11 /    12 =  91.667
0, 124  acc:    20 /    20 = 100.000
0, 125  acc:   424 /   432 =  98.148
0, 126  acc:   114 /   119 =  95.798
0, 127  acc:    32 /    33 =  96.970
0, 128  acc:    47 /    50 =  94.000
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     8 /     8 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   212 /   219 =  96.804
0, 134  acc:    49 /    51 =  96.078
0, 135  acc:    17 /    18 =  94.444
0, 136  acc:    24 /    24 = 100.000
0, 137  acc:    10 /    11 =  90.909
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    62 /    64 =  96.875
0, 142  acc:     5 /     6 =  83.333
0, 143  acc:     8 /     9 =  88.889
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   143 /   146 =  97.945
0, 149  acc:    16 /    16 = 100.000
0, 150  acc:     9 /     9 = 100.000
0, 151  acc:    16 /    18 =  88.889
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     6 /     6 = 100.000
0, 154  acc:    38 /    38 = 100.000
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    26 /    27 =  96.296
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    18 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1775 /  1833 =  96.836
0, 170  acc:   391 /   402 =  97.264
0, 171  acc:   111 /   114 =  97.368
0, 172  acc:   191 /   199 =  95.980
0, 173  acc:    22 /    24 =  91.667
0, 174  acc:     7 /     8 =  87.500
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    12 /    14 =  85.714
0, 177  acc:    87 /    89 =  97.753
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    65 /    65 = 100.000
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     9 /     9 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    29 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    44 /    45 =  97.778
0, 197  acc:    11 /    11 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    26 /    26 = 100.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     5 /     8 =  62.500
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    10 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 31971 / 32641 =  97.947
1, 1  acc:  3487 /  3561 =  97.922
1, 2  acc:  5879 /  6004 =  97.918
1, 3  acc:  2560 /  2630 =  97.338
1, 4  acc:  2828 /  2896 =  97.652
1, 5  acc:   505 /   521 =  96.929
1, 6  acc:   301 /   309 =  97.411
1, 7  acc:   353 /   361 =  97.784
1, 8  acc:  2949 /  3038 =  97.070
1, 9  acc:   194 /   200 =  97.000
1, 10  acc:   240 /   245 =  97.959
1, 11  acc:   119 /   124 =  95.968
1, 12  acc:   387 /   401 =  96.509
1, 13  acc:    58 /    59 =  98.305
1, 14  acc:    77 /    81 =  95.062
1, 15  acc:    72 /    72 = 100.000
1, 16  acc:  4380 /  4509 =  97.139
1, 17  acc:   179 /   181 =  98.895
1, 18  acc:   361 /   369 =  97.832
1, 19  acc:   138 /   141 =  97.872
1, 20  acc:   131 /   133 =  98.496
1, 21  acc:    23 /    23 = 100.000
1, 22  acc:    72 /    73 =  98.630
1, 23  acc:    16 /    18 =  88.889
1, 24  acc:   519 /   541 =  95.933
1, 25  acc:    12 /    12 = 100.000
1, 26  acc:    43 /    45 =  95.556
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:    83 /    86 =  96.512
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:    10 /    11 =  90.909
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:   958 /   983 =  97.457
1, 33  acc:    34 /    35 =  97.143
1, 34  acc:    36 /    38 =  94.737
1, 35  acc:     9 /    10 =  90.000
1, 36  acc:    30 /    30 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    23 /    23 = 100.000
1, 39  acc:     0 /     0 =     nan
1, 40  acc:   206 /   209 =  98.565
1, 41  acc:     6 /     6 = 100.000
1, 42  acc:    10 /    12 =  83.333
1, 43  acc:    21 /    21 = 100.000
1, 44  acc:    19 /    20 =  95.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   327 /   334 =  97.904
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    27 /    27 = 100.000
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    20 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   230 /   242 =  95.041
1, 57  acc:     6 /     6 = 100.000
1, 58  acc:    12 /    13 =  92.308
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    16 /    17 =  94.118
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2920 /  2991 =  97.626
1, 65  acc:   426 /   432 =  98.611
1, 66  acc:   275 /   284 =  96.831
1, 67  acc:   111 /   116 =  95.690
1, 68  acc:   119 /   123 =  96.748
1, 69  acc:    15 /    15 = 100.000
1, 70  acc:    57 /    57 = 100.000
1, 71  acc:    11 /    11 = 100.000
1, 72  acc:    69 /    69 = 100.000
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   112 /   114 =  98.246
1, 81  acc:     7 /     7 = 100.000
1, 82  acc:    27 /    28 =  96.429
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     5 /     6 =  83.333
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /     9 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    10 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    87 /    89 =  97.753
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    10 = 100.000
1, 101  acc:     1 /     1 = 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:    20 /    20 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     7 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     6 /     6 = 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:  4721 /  4880 =  96.742
1, 118  acc:  1137 /  1162 =  97.849
1, 119  acc:   283 /   293 =  96.587
1, 120  acc:   301 /   309 =  97.411
1, 121  acc:    75 /    77 =  97.403
1, 122  acc:    42 /    43 =  97.674
1, 123  acc:    19 /    19 = 100.000
1, 124  acc:    21 /    21 = 100.000
1, 125  acc:   285 /   292 =  97.603
1, 126  acc:    70 /    72 =  97.222
1, 127  acc:    10 /    10 = 100.000
1, 128  acc:    26 /    27 =  96.296
1, 129  acc:     6 /     6 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     3 = 100.000
1, 133  acc:   293 /   299 =  97.993
1, 134  acc:    50 /    50 = 100.000
1, 135  acc:    22 /    22 = 100.000
1, 136  acc:    18 /    18 = 100.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    61 /    61 = 100.000
1, 142  acc:     7 /     9 =  77.778
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   115 /   120 =  95.833
1, 149  acc:    12 /    12 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     8 /    13 =  61.538
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    30 /    31 =  96.774
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    16 /    16 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    16 /    16 = 100.000
1, 165  acc:     0 /     0 =     nan
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1928 /  1985 =  97.128
1, 170  acc:   333 /   344 =  96.802
1, 171  acc:   132 /   135 =  97.778
1, 172  acc:   119 /   124 =  95.968
1, 173  acc:    36 /    37 =  97.297
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    28 /    33 =  84.848
1, 177  acc:    45 /    45 = 100.000
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:     9 /     9 = 100.000
1, 184  acc:    73 /    73 = 100.000
1, 185  acc:    30 /    30 = 100.000
1, 186  acc:     8 /     8 = 100.000
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     6 /     6 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    61 /    66 =  92.424
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:     6 /     7 =  85.714
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    12 =  91.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     9 =  88.889
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265007 / 269038 =  98.502
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25193 / 25373 =  99.291
0, 1  acc: 31037 / 31282 =  99.217
0, 2  acc:  6095 /  6155 =  99.025
0, 3  acc: 24110 / 24292 =  99.251
0, 4  acc: 10751 / 10829 =  99.280
0, 5  acc:  5498 /  5541 =  99.224
0, 6  acc:  6725 /  6785 =  99.116
0, 7  acc: 11924 / 12016 =  99.234
1, 0  acc:  4407 /  4437 =  99.324
1, 1  acc:  4921 /  4962 =  99.174
1, 2  acc:  2248 /  2265 =  99.249
1, 3  acc:  2425 /  2446 =  99.141
1, 4  acc:  3101 /  3125 =  99.232
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:  3081 /  3111 =  99.036
1, 7  acc:  4636 /  4682 =  99.018
--------------------------------------
Average acc: 147144 / 148304 =  99.218
Robust  acc:   992 /  1003 =  98.903
--------------------------------------
New max robust acc: 98.90329012961116
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed26.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed26.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 58.205 | Best Acc: 95.025
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11134 / 12092 =  92.077
0, 1  acc: 13226 / 14179 =  93.279
0, 2  acc:  2656 /  3210 =  82.741
0, 3  acc: 11499 / 12101 =  95.025
0, 4  acc:  4745 /  5355 =  88.609
0, 5  acc:  2748 /  2980 =  92.215
0, 6  acc:  2724 /  3335 =  81.679
0, 7  acc:  4743 /  5723 =  82.876
1, 0  acc:  1442 /  2203 =  65.456
1, 1  acc:  1436 /  2270 =  63.260
1, 2  acc:   763 /  1216 =  62.747
1, 3  acc:   735 /  1260 =  58.333
1, 4  acc:   947 /  1627 =  58.205
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1018 /  1537 =  66.233
1, 7  acc:  1466 /  2246 =  65.272
------------------------------------
Average acc: 61605 / 71854 =  85.736
Robust  acc:   947 /  1627 =  58.205
------------------------------------
Accuracies by groups:
0, 0  acc: 11134 / 12092 =  92.077
0, 1  acc: 13226 / 14179 =  93.279
0, 2  acc:  2656 /  3210 =  82.741
0, 3  acc: 11499 / 12101 =  95.025
0, 4  acc:  4745 /  5355 =  88.609
0, 5  acc:  2748 /  2980 =  92.215
0, 6  acc:  2724 /  3335 =  81.679
0, 7  acc:  4743 /  5723 =  82.876
1, 0  acc:  1442 /  2203 =  65.456
1, 1  acc:  1436 /  2270 =  63.260
1, 2  acc:   763 /  1216 =  62.747
1, 3  acc:   735 /  1260 =  58.333
1, 4  acc:   947 /  1627 =  58.205
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1018 /  1537 =  66.233
1, 7  acc:  1466 /  2246 =  65.272
------------------------------------
Average acc: 61605 / 71854 =  85.736
Robust  acc:   947 /  1627 =  58.205
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11134 / 12092 =  92.077
0, 1  acc: 13226 / 14179 =  93.279
0, 2  acc:  2656 /  3210 =  82.741
0, 3  acc: 11499 / 12101 =  95.025
0, 4  acc:  4745 /  5355 =  88.609
0, 5  acc:  2748 /  2980 =  92.215
0, 6  acc:  2724 /  3335 =  81.679
0, 7  acc:  4743 /  5723 =  82.876
1, 0  acc:  1442 /  2203 =  65.456
1, 1  acc:  1436 /  2270 =  63.260
1, 2  acc:   763 /  1216 =  62.747
1, 3  acc:   735 /  1260 =  58.333
1, 4  acc:   947 /  1627 =  58.205
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1018 /  1537 =  66.233
1, 7  acc:  1466 /  2246 =  65.272
------------------------------------
Average acc: 61605 / 71854 =  85.736
Robust  acc:   947 /  1627 =  58.205
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed26.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed26.pt
