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_seed16.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: 16
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=16-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed16.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7096, 0.1770],
        [0.0712, 0.0422]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.934 | Val Loss: 0.000 | Val Acc: 91.409
Training:
Accuracies by groups:
0, 0  acc: 104970 / 110400 =  95.082
0, 1  acc:  8776 /  9358 =  93.781
0, 2  acc: 13558 / 14721 =  92.100
0, 3  acc:  6789 /  7374 =  92.067
0, 4  acc:  2318 /  2970 =  78.047
0, 5  acc:   254 /   378 =  67.196
0, 6  acc:   304 /   383 =  79.373
0, 7  acc:   313 /   397 =  78.841
0, 8  acc: 10916 / 11471 =  95.162
0, 9  acc:   763 /   826 =  92.373
0, 10  acc:   752 /   810 =  92.840
0, 11  acc:   506 /   548 =  92.336
0, 12  acc:   409 /   539 =  75.881
0, 13  acc:    45 /    61 =  73.770
0, 14  acc:    72 /    89 =  80.899
0, 15  acc:    33 /    49 =  67.347
0, 16  acc:  5389 /  6394 =  84.282
0, 17  acc:   191 /   221 =  86.425
0, 18  acc:   595 /   672 =  88.542
0, 19  acc:   163 /   190 =  85.789
0, 20  acc:    87 /   135 =  64.444
0, 21  acc:    10 /    13 =  76.923
0, 22  acc:    45 /    55 =  81.818
0, 23  acc:     4 /    13 =  30.769
0, 24  acc:   729 /   874 =  83.410
0, 25  acc:    45 /    53 =  84.906
0, 26  acc:    76 /    81 =  93.827
0, 27  acc:    23 /    33 =  69.697
0, 28  acc:    28 /    38 =  73.684
0, 29  acc:     3 /     6 =  50.000
0, 30  acc:     8 /    12 =  66.667
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  2212 /  2363 =  93.610
0, 33  acc:    99 /   107 =  92.523
0, 34  acc:    83 /    88 =  94.318
0, 35  acc:    26 /    30 =  86.667
0, 36  acc:    20 /    31 =  64.516
0, 37  acc:     3 /     8 =  37.500
0, 38  acc:    10 /    15 =  66.667
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   646 /   688 =  93.895
0, 41  acc:    31 /    33 =  93.939
0, 42  acc:    27 /    30 =  90.000
0, 43  acc:    31 /    33 =  93.939
0, 44  acc:    18 /    25 =  72.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     5 /     6 =  83.333
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   389 /   462 =  84.199
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    17 /    17 = 100.000
0, 51  acc:    17 /    18 =  94.444
0, 52  acc:     3 /     6 =  50.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   370 /   405 =  91.358
0, 57  acc:    14 /    15 =  93.333
0, 58  acc:    13 /    15 =  86.667
0, 59  acc:    14 /    15 =  93.333
0, 60  acc:    15 /    23 =  65.217
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     9 =  77.778
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2206 /  2843 =  77.594
0, 65  acc:   360 /   474 =  75.949
0, 66  acc:   221 /   286 =  77.273
0, 67  acc:    90 /   108 =  83.333
0, 68  acc:    44 /    62 =  70.968
0, 69  acc:     8 /     9 =  88.889
0, 70  acc:    19 /    21 =  90.476
0, 71  acc:     7 /    12 =  58.333
0, 72  acc:    61 /    71 =  85.915
0, 73  acc:     4 /     6 =  66.667
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     2 /     5 =  40.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    72 /    91 =  79.121
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:     9 /    14 =  64.286
0, 84  acc:     7 /    11 =  63.636
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     4 /     7 =  57.143
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    65 /    74 =  87.838
0, 95  acc:     5 /     6 =  83.333
0, 96  acc:     0 /     1 =   0.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    15 /    22 =  68.182
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     6 /     6 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    11 /    16 =  68.750
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /    11 =  63.636
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     2 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6115 /  7069 =  86.504
0, 118  acc:  1342 /  1610 =  83.354
0, 119  acc:   388 /   444 =  87.387
0, 120  acc:   335 /   393 =  85.242
0, 121  acc:    64 /    86 =  74.419
0, 122  acc:    13 /    18 =  72.222
0, 123  acc:    11 /    15 =  73.333
0, 124  acc:    23 /    28 =  82.143
0, 125  acc:   396 /   457 =  86.652
0, 126  acc:   114 /   136 =  83.824
0, 127  acc:    24 /    27 =  88.889
0, 128  acc:    29 /    38 =  76.316
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     3 /     5 =  60.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   184 /   237 =  77.637
0, 134  acc:    27 /    52 =  51.923
0, 135  acc:    14 /    18 =  77.778
0, 136  acc:    19 /    26 =  73.077
0, 137  acc:     4 /    11 =  36.364
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    63 =  71.429
0, 142  acc:    11 /    15 =  73.333
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:     4 /     5 =  80.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   115 /   133 =  86.466
0, 149  acc:    16 /    20 =  80.000
0, 150  acc:     4 /     7 =  57.143
0, 151  acc:    16 /    16 = 100.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    33 /    39 =  84.615
0, 155  acc:     1 /     3 =  33.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    22 /    29 =  75.862
0, 160  acc:     2 /     3 =  66.667
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     4 /     5 =  80.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     7 /    12 =  58.333
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     4 /     7 =  57.143
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1390 /  1846 =  75.298
0, 170  acc:   263 /   403 =  65.261
0, 171  acc:    92 /   132 =  69.697
0, 172  acc:   139 /   185 =  75.135
0, 173  acc:    20 /    30 =  66.667
0, 174  acc:     2 /     5 =  40.000
0, 175  acc:     2 /     2 = 100.000
0, 176  acc:     6 /    10 =  60.000
0, 177  acc:    58 /    65 =  89.231
0, 178  acc:    14 /    17 =  82.353
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:    12 /    12 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    26 /    43 =  60.465
0, 185  acc:     3 /     4 =  75.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     7 /    12 =  58.333
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    34 =  70.588
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     4 =   0.000
0, 196  acc:    29 /    40 =  72.500
0, 197  acc:    17 /    20 =  85.000
0, 198  acc:     1 /     2 =  50.000
0, 199  acc:     9 /    11 =  81.818
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    23 /    25 =  92.000
0, 205  acc:     4 /     5 =  80.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     1 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     5 =  60.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 25347 / 32825 =  77.219
1, 1  acc:  2598 /  3464 =  75.000
1, 2  acc:  4223 /  5971 =  70.725
1, 3  acc:  1819 /  2666 =  68.230
1, 4  acc:  2249 /  2984 =  75.369
1, 5  acc:   392 /   494 =  79.352
1, 6  acc:   235 /   296 =  79.392
1, 7  acc:   278 /   366 =  75.956
1, 8  acc:  1944 /  2993 =  64.952
1, 9  acc:   162 /   206 =  78.641
1, 10  acc:   176 /   267 =  65.918
1, 11  acc:    80 /   132 =  60.606
1, 12  acc:   317 /   433 =  73.210
1, 13  acc:    52 /    71 =  73.239
1, 14  acc:    45 /    73 =  61.644
1, 15  acc:    43 /    77 =  55.844
1, 16  acc:  3267 /  4629 =  70.577
1, 17  acc:   141 /   184 =  76.630
1, 18  acc:   230 /   340 =  67.647
1, 19  acc:    91 /   132 =  68.939
1, 20  acc:   150 /   175 =  85.714
1, 21  acc:    28 /    31 =  90.323
1, 22  acc:    73 /    92 =  79.348
1, 23  acc:    21 /    22 =  95.455
1, 24  acc:   419 /   620 =  67.581
1, 25  acc:     1 /     8 =  12.500
1, 26  acc:    27 /    40 =  67.500
1, 27  acc:     2 /     6 =  33.333
1, 28  acc:    89 /   100 =  89.000
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:     9 /    10 =  90.000
1, 31  acc:     3 /     5 =  60.000
1, 32  acc:   629 /   924 =  68.074
1, 33  acc:    26 /    37 =  70.270
1, 34  acc:    30 /    36 =  83.333
1, 35  acc:     7 /    11 =  63.636
1, 36  acc:    30 /    37 =  81.081
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    23 /    28 =  82.143
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   129 /   199 =  64.824
1, 41  acc:    12 /    13 =  92.308
1, 42  acc:     1 /     6 =  16.667
1, 43  acc:     7 /    12 =  58.333
1, 44  acc:     4 /    11 =  36.364
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     6 /     9 =  66.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   209 /   302 =  69.205
1, 49  acc:    10 /    13 =  76.923
1, 50  acc:    12 /    20 =  60.000
1, 51  acc:    11 /    15 =  73.333
1, 52  acc:     3 /     4 =  75.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    22 =  63.636
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   130 /   239 =  54.393
1, 57  acc:     9 /    10 =  90.000
1, 58  acc:    12 /    13 =  92.308
1, 59  acc:     4 /    14 =  28.571
1, 60  acc:    19 /    21 =  90.476
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    13 =  92.308
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2447 /  3165 =  77.314
1, 65  acc:   327 /   434 =  75.346
1, 66  acc:   176 /   251 =  70.120
1, 67  acc:    85 /   118 =  72.034
1, 68  acc:   118 /   148 =  79.730
1, 69  acc:    19 /    22 =  86.364
1, 70  acc:    28 /    36 =  77.778
1, 71  acc:    11 /    15 =  73.333
1, 72  acc:    50 /    66 =  75.758
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     8 /    11 =  72.727
1, 77  acc:     0 /     3 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:    80 /   115 =  69.565
1, 81  acc:    14 /    17 =  82.353
1, 82  acc:    21 /    24 =  87.500
1, 83  acc:     0 /     0 =     nan
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    19 =  89.474
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    14 =  78.571
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    45 /    75 =  60.000
1, 95  acc:     5 /    11 =  45.455
1, 96  acc:     4 /     5 =  80.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     5 /     7 =  71.429
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /     9 = 100.000
1, 101  acc:     5 /     5 = 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:    11 /    15 =  73.333
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    12 =  91.667
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     4 /     4 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3063 /  4693 =  65.267
1, 118  acc:   796 /  1159 =  68.680
1, 119  acc:   210 /   297 =  70.707
1, 120  acc:   192 /   294 =  65.306
1, 121  acc:    71 /    89 =  79.775
1, 122  acc:    22 /    31 =  70.968
1, 123  acc:     8 /    20 =  40.000
1, 124  acc:    18 /    22 =  81.818
1, 125  acc:   203 /   322 =  63.043
1, 126  acc:    47 /    72 =  65.278
1, 127  acc:     9 /    14 =  64.286
1, 128  acc:     9 /    25 =  36.000
1, 129  acc:    10 /    14 =  71.429
1, 130  acc:     3 /     4 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     2 /     5 =  40.000
1, 133  acc:   183 /   251 =  72.908
1, 134  acc:    25 /    36 =  69.444
1, 135  acc:    21 /    25 =  84.000
1, 136  acc:     9 /    15 =  60.000
1, 137  acc:     3 /     4 =  75.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     2 =  50.000
1, 141  acc:    36 /    61 =  59.016
1, 142  acc:     8 /    10 =  80.000
1, 143  acc:     1 /     2 =  50.000
1, 144  acc:     1 /     3 =  33.333
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:    67 /   120 =  55.833
1, 149  acc:     3 /     9 =  33.333
1, 150  acc:     3 /     5 =  60.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    16 /    23 =  69.565
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     8 =  62.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     8 /    14 =  57.143
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     2 =   0.000
1, 164  acc:     8 /    14 =  57.143
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1480 /  2029 =  72.942
1, 170  acc:   284 /   377 =  75.332
1, 171  acc:   117 /   167 =  70.060
1, 172  acc:    78 /   114 =  68.421
1, 173  acc:    30 /    41 =  73.171
1, 174  acc:     5 /     8 =  62.500
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    13 /    24 =  54.167
1, 177  acc:    27 /    42 =  64.286
1, 178  acc:     5 /    10 =  50.000
1, 179  acc:     4 /     6 =  66.667
1, 180  acc:     6 /     9 =  66.667
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     1 /     5 =  20.000
1, 183  acc:     9 /    15 =  60.000
1, 184  acc:    52 /    65 =  80.000
1, 185  acc:     8 /    12 =  66.667
1, 186  acc:     5 /    10 =  50.000
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     5 /     6 =  83.333
1, 189  acc:     0 /     2 =   0.000
1, 190  acc:     8 /     9 =  88.889
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     2 /     2 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    47 /    73 =  64.384
1, 197  acc:     3 /     7 =  42.857
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     3 /     7 =  42.857
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:    13 /    14 =  92.857
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     2 /     2 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     3 /     6 =  50.000
1, 219  acc:    13 /    13 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233885 / 269038 =  86.934
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23234 / 25373 =  91.570
0, 1  acc: 28657 / 31282 =  91.609
0, 2  acc:  5626 /  6155 =  91.405
0, 3  acc: 22234 / 24292 =  91.528
0, 4  acc:  9884 / 10829 =  91.273
0, 5  acc:  5091 /  5541 =  91.879
0, 6  acc:  6184 /  6785 =  91.142
0, 7  acc: 10989 / 12016 =  91.453
1, 0  acc:  4025 /  4437 =  90.714
1, 1  acc:  4506 /  4962 =  90.810
1, 2  acc:  2061 /  2265 =  90.993
1, 3  acc:  2226 /  2446 =  91.006
1, 4  acc:  2856 /  3125 =  91.392
1, 5  acc:   918 /  1003 =  91.525
1, 6  acc:  2839 /  3111 =  91.257
1, 7  acc:  4300 /  4682 =  91.841
--------------------------------------
Average acc: 135630 / 148304 =  91.454
Robust  acc:  4025 /  4437 =  90.714
--------------------------------------
New max robust acc: 90.71444669821952
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed16.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed16.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: 68.666 | Best Acc: 90.546
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10623 / 12092 =  87.851
0, 1  acc: 12630 / 14179 =  89.075
0, 2  acc:  2304 /  3210 =  71.776
0, 3  acc: 10957 / 12101 =  90.546
0, 4  acc:  4213 /  5355 =  78.674
0, 5  acc:  2516 /  2980 =  84.430
0, 6  acc:  2290 /  3335 =  68.666
0, 7  acc:  4172 /  5723 =  72.899
1, 0  acc:  1645 /  2203 =  74.671
1, 1  acc:  1669 /  2270 =  73.524
1, 2  acc:   938 /  1216 =  77.138
1, 3  acc:   919 /  1260 =  72.937
1, 4  acc:  1217 /  1627 =  74.800
1, 5  acc:   396 /   520 =  76.154
1, 6  acc:  1256 /  1537 =  81.718
1, 7  acc:  1751 /  2246 =  77.961
------------------------------------
Average acc: 59496 / 71854 =  82.801
Robust  acc:  2290 /  3335 =  68.666
------------------------------------
Accuracies by groups:
0, 0  acc: 10623 / 12092 =  87.851
0, 1  acc: 12630 / 14179 =  89.075
0, 2  acc:  2304 /  3210 =  71.776
0, 3  acc: 10957 / 12101 =  90.546
0, 4  acc:  4213 /  5355 =  78.674
0, 5  acc:  2516 /  2980 =  84.430
0, 6  acc:  2290 /  3335 =  68.666
0, 7  acc:  4172 /  5723 =  72.899
1, 0  acc:  1645 /  2203 =  74.671
1, 1  acc:  1669 /  2270 =  73.524
1, 2  acc:   938 /  1216 =  77.138
1, 3  acc:   919 /  1260 =  72.937
1, 4  acc:  1217 /  1627 =  74.800
1, 5  acc:   396 /   520 =  76.154
1, 6  acc:  1256 /  1537 =  81.718
1, 7  acc:  1751 /  2246 =  77.961
------------------------------------
Average acc: 59496 / 71854 =  82.801
Robust  acc:  2290 /  3335 =  68.666
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10623 / 12092 =  87.851
0, 1  acc: 12630 / 14179 =  89.075
0, 2  acc:  2304 /  3210 =  71.776
0, 3  acc: 10957 / 12101 =  90.546
0, 4  acc:  4213 /  5355 =  78.674
0, 5  acc:  2516 /  2980 =  84.430
0, 6  acc:  2290 /  3335 =  68.666
0, 7  acc:  4172 /  5723 =  72.899
1, 0  acc:  1645 /  2203 =  74.671
1, 1  acc:  1669 /  2270 =  73.524
1, 2  acc:   938 /  1216 =  77.138
1, 3  acc:   919 /  1260 =  72.937
1, 4  acc:  1217 /  1627 =  74.800
1, 5  acc:   396 /   520 =  76.154
1, 6  acc:  1256 /  1537 =  81.718
1, 7  acc:  1751 /  2246 =  77.961
------------------------------------
Average acc: 59496 / 71854 =  82.801
Robust  acc:  2290 /  3335 =  68.666
------------------------------------

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: 93.423 | Val Loss: 0.000 | Val Acc: 96.442
Training:
Accuracies by groups:
0, 0  acc: 107287 / 110481 =  97.109
0, 1  acc:  9021 /  9377 =  96.203
0, 2  acc: 14041 / 14701 =  95.511
0, 3  acc:  7137 /  7452 =  95.773
0, 4  acc:  2593 /  2979 =  87.043
0, 5  acc:   275 /   349 =  78.797
0, 6  acc:   323 /   367 =  88.011
0, 7  acc:   369 /   418 =  88.278
0, 8  acc: 11011 / 11401 =  96.579
0, 9  acc:   699 /   730 =  95.753
0, 10  acc:   734 /   772 =  95.078
0, 11  acc:   526 /   547 =  96.161
0, 12  acc:   481 /   548 =  87.774
0, 13  acc:    58 /    70 =  82.857
0, 14  acc:    97 /   105 =  92.381
0, 15  acc:    46 /    57 =  80.702
0, 16  acc:  5946 /  6542 =  90.890
0, 17  acc:   202 /   220 =  91.818
0, 18  acc:   578 /   614 =  94.137
0, 19  acc:   176 /   190 =  92.632
0, 20  acc:   100 /   121 =  82.645
0, 21  acc:    11 /    13 =  84.615
0, 22  acc:    50 /    57 =  87.719
0, 23  acc:     3 /     5 =  60.000
0, 24  acc:   846 /   920 =  91.957
0, 25  acc:    46 /    49 =  93.878
0, 26  acc:    77 /    83 =  92.771
0, 27  acc:    28 /    30 =  93.333
0, 28  acc:    33 /    42 =  78.571
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     5 /     8 =  62.500
0, 31  acc:     4 /     6 =  66.667
0, 32  acc:  2143 /  2241 =  95.627
0, 33  acc:   100 /   103 =  97.087
0, 34  acc:    82 /    86 =  95.349
0, 35  acc:    30 /    31 =  96.774
0, 36  acc:    44 /    47 =  93.617
0, 37  acc:     8 /     9 =  88.889
0, 38  acc:    18 /    19 =  94.737
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   651 /   684 =  95.175
0, 41  acc:    28 /    28 = 100.000
0, 42  acc:    31 /    32 =  96.875
0, 43  acc:    21 /    21 = 100.000
0, 44  acc:    12 /    15 =  80.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     8 =  87.500
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   387 /   437 =  88.558
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    24 /    28 =  85.714
0, 51  acc:    17 /    18 =  94.444
0, 52  acc:     8 /    10 =  80.000
0, 53  acc:     1 /     2 =  50.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   392 /   425 =  92.235
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    12 /    18 =  66.667
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    11 /    14 =  78.571
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     6 /     8 =  75.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2497 /  2876 =  86.822
0, 65  acc:   345 /   396 =  87.121
0, 66  acc:   268 /   309 =  86.731
0, 67  acc:   110 /   122 =  90.164
0, 68  acc:    58 /    68 =  85.294
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    19 /    25 =  76.000
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    83 /    89 =  93.258
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    10 /    11 =  90.909
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    73 /    91 =  80.220
0, 81  acc:     5 /    12 =  41.667
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:    13 /    15 =  86.667
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     4 /     8 =  50.000
0, 87  acc:     3 /     5 =  60.000
0, 88  acc:     1 /     1 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    59 /    73 =  80.822
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    15 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    10 /    14 =  71.429
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /    11 =  72.727
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     3 /     3 = 100.000
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6534 /  7183 =  90.965
0, 118  acc:  1462 /  1629 =  89.748
0, 119  acc:   423 /   459 =  92.157
0, 120  acc:   322 /   367 =  87.738
0, 121  acc:    64 /    78 =  82.051
0, 122  acc:    27 /    30 =  90.000
0, 123  acc:    14 /    17 =  82.353
0, 124  acc:    21 /    26 =  80.769
0, 125  acc:   432 /   456 =  94.737
0, 126  acc:   104 /   122 =  85.246
0, 127  acc:    21 /    25 =  84.000
0, 128  acc:    33 /    41 =  80.488
0, 129  acc:     3 /     5 =  60.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   179 /   212 =  84.434
0, 134  acc:    38 /    59 =  64.407
0, 135  acc:    21 /    23 =  91.304
0, 136  acc:    24 /    26 =  92.308
0, 137  acc:     7 /    11 =  63.636
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    60 =  83.333
0, 142  acc:     4 /     5 =  80.000
0, 143  acc:     6 /     7 =  85.714
0, 144  acc:    10 /    13 =  76.923
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   112 /   124 =  90.323
0, 149  acc:    12 /    13 =  92.308
0, 150  acc:     0 /     1 =   0.000
0, 151  acc:    12 /    14 =  85.714
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    32 /    34 =  94.118
0, 155  acc:     3 /     5 =  60.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    23 /    28 =  82.143
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     4 =  75.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    15 =  80.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1523 /  1788 =  85.179
0, 170  acc:   317 /   384 =  82.552
0, 171  acc:   103 /   115 =  89.565
0, 172  acc:   145 /   174 =  83.333
0, 173  acc:    13 /    18 =  72.222
0, 174  acc:     3 /     6 =  50.000
0, 175  acc:     6 /     8 =  75.000
0, 176  acc:    14 /    21 =  66.667
0, 177  acc:    61 /    70 =  87.143
0, 178  acc:    16 /    18 =  88.889
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    43 /    47 =  91.489
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     2 /     3 =  66.667
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    15 /    21 =  71.429
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     5 /     5 = 100.000
0, 195  acc:     1 /     4 =  25.000
0, 196  acc:    41 /    45 =  91.111
0, 197  acc:    12 /    13 =  92.308
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:     9 /    10 =  90.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    17 /    23 =  73.913
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     6 /    10 =  60.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     4 =  50.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     8 =  62.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 29900 / 32964 =  90.705
1, 1  acc:  3132 /  3496 =  89.588
1, 2  acc:  5254 /  5999 =  87.581
1, 3  acc:  2108 /  2459 =  85.726
1, 4  acc:  2624 /  2967 =  88.440
1, 5  acc:   426 /   478 =  89.121
1, 6  acc:   279 /   317 =  88.013
1, 7  acc:   323 /   365 =  88.493
1, 8  acc:  2587 /  3022 =  85.606
1, 9  acc:   171 /   203 =  84.236
1, 10  acc:   225 /   263 =  85.551
1, 11  acc:   118 /   142 =  83.099
1, 12  acc:   396 /   448 =  88.393
1, 13  acc:    44 /    57 =  77.193
1, 14  acc:    69 /    84 =  82.143
1, 15  acc:    69 /    84 =  82.143
1, 16  acc:  4037 /  4647 =  86.873
1, 17  acc:   145 /   154 =  94.156
1, 18  acc:   280 /   333 =  84.084
1, 19  acc:   106 /   124 =  85.484
1, 20  acc:   149 /   166 =  89.759
1, 21  acc:    19 /    20 =  95.000
1, 22  acc:    67 /    76 =  88.158
1, 23  acc:    23 /    24 =  95.833
1, 24  acc:   500 /   580 =  86.207
1, 25  acc:    10 /    14 =  71.429
1, 26  acc:    51 /    57 =  89.474
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    82 /    88 =  93.182
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:     8 /     8 = 100.000
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   782 /   927 =  84.358
1, 33  acc:    46 /    55 =  83.636
1, 34  acc:    32 /    40 =  80.000
1, 35  acc:     4 /     7 =  57.143
1, 36  acc:    24 /    26 =  92.308
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    19 /    20 =  95.000
1, 39  acc:     5 /     6 =  83.333
1, 40  acc:   186 /   217 =  85.714
1, 41  acc:    10 /    12 =  83.333
1, 42  acc:     2 /     7 =  28.571
1, 43  acc:    10 /    15 =  66.667
1, 44  acc:    10 /    13 =  76.923
1, 45  acc:     2 /     5 =  40.000
1, 46  acc:     6 /     7 =  85.714
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   227 /   274 =  82.847
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    10 /    14 =  71.429
1, 51  acc:    13 /    14 =  92.857
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    16 =  87.500
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   187 /   215 =  86.977
1, 57  acc:     6 /     7 =  85.714
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:     4 /     6 =  66.667
1, 60  acc:    19 /    20 =  95.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    13 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2905 /  3206 =  90.611
1, 65  acc:   365 /   424 =  86.085
1, 66  acc:   215 /   255 =  84.314
1, 67  acc:    99 /   118 =  83.898
1, 68  acc:   123 /   139 =  88.489
1, 69  acc:    23 /    24 =  95.833
1, 70  acc:    47 /    51 =  92.157
1, 71  acc:    22 /    23 =  95.652
1, 72  acc:    60 /    67 =  89.552
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     1 /     3 =  33.333
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    15 /    17 =  88.235
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   115 /   128 =  89.844
1, 81  acc:     8 /    11 =  72.727
1, 82  acc:    23 /    27 =  85.185
1, 83  acc:     1 /     3 =  33.333
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /    11 =  72.727
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:    70 /    86 =  81.395
1, 95  acc:     9 /    12 =  75.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     7 =  85.714
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    12 =  91.667
1, 101  acc:     1 /     1 = 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:    24 /    26 =  92.308
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     9 =  77.778
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    15 /    15 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3970 /  4734 =  83.861
1, 118  acc:  1011 /  1175 =  86.043
1, 119  acc:   243 /   291 =  83.505
1, 120  acc:   281 /   332 =  84.639
1, 121  acc:    62 /    70 =  88.571
1, 122  acc:    35 /    47 =  74.468
1, 123  acc:     8 /     8 = 100.000
1, 124  acc:    33 /    35 =  94.286
1, 125  acc:   254 /   291 =  87.285
1, 126  acc:    48 /    66 =  72.727
1, 127  acc:    16 /    24 =  66.667
1, 128  acc:    27 /    30 =  90.000
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     2 /     3 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     5 =  80.000
1, 133  acc:   225 /   263 =  85.551
1, 134  acc:    52 /    64 =  81.250
1, 135  acc:    21 /    25 =  84.000
1, 136  acc:    14 /    21 =  66.667
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    51 /    63 =  80.952
1, 142  acc:     6 /     7 =  85.714
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:     0 /     1 =   0.000
1, 148  acc:    77 /   103 =  74.757
1, 149  acc:     6 /     6 = 100.000
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     0 /     6 =   0.000
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    27 /    32 =  84.375
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:    11 /    11 = 100.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    21 /    25 =  84.000
1, 165  acc:     3 /     5 =  60.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1730 /  1995 =  86.717
1, 170  acc:   305 /   351 =  86.895
1, 171  acc:   146 /   169 =  86.391
1, 172  acc:   108 /   124 =  87.097
1, 173  acc:    31 /    32 =  96.875
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:     2 /     3 =  66.667
1, 176  acc:    20 /    27 =  74.074
1, 177  acc:    43 /    50 =  86.000
1, 178  acc:     5 /     5 = 100.000
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     4 /     5 =  80.000
1, 183  acc:     5 /     5 = 100.000
1, 184  acc:    61 /    69 =  88.406
1, 185  acc:    14 /    19 =  73.684
1, 186  acc:    14 /    16 =  87.500
1, 187  acc:     2 /     3 =  66.667
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:     5 /     7 =  71.429
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    54 /    63 =  85.714
1, 197  acc:     8 /     9 =  88.889
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /    10 =  60.000
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:    11 /    12 =  91.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     5 /     5 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 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: 251343 / 269038 =  93.423
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24474 / 25373 =  96.457
0, 1  acc: 30161 / 31282 =  96.416
0, 2  acc:  5918 /  6155 =  96.149
0, 3  acc: 23425 / 24292 =  96.431
0, 4  acc: 10442 / 10829 =  96.426
0, 5  acc:  5329 /  5541 =  96.174
0, 6  acc:  6552 /  6785 =  96.566
0, 7  acc: 11562 / 12016 =  96.222
1, 0  acc:  4262 /  4437 =  96.056
1, 1  acc:  4782 /  4962 =  96.372
1, 2  acc:  2172 /  2265 =  95.894
1, 3  acc:  2348 /  2446 =  95.993
1, 4  acc:  3005 /  3125 =  96.160
1, 5  acc:   965 /  1003 =  96.211
1, 6  acc:  2997 /  3111 =  96.336
1, 7  acc:  4500 /  4682 =  96.113
--------------------------------------
Average acc: 142894 / 148304 =  96.352
Robust  acc:  2172 /  2265 =  95.894
--------------------------------------
New max robust acc: 95.89403973509934
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed16.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed16.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.816 | Best Acc: 93.439
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11024 / 12092 =  91.168
0, 1  acc: 13109 / 14179 =  92.454
0, 2  acc:  2611 /  3210 =  81.340
0, 3  acc: 11307 / 12101 =  93.439
0, 4  acc:  4450 /  5355 =  83.100
0, 5  acc:  2613 /  2980 =  87.685
0, 6  acc:  2657 /  3335 =  79.670
0, 7  acc:  4733 /  5723 =  82.701
1, 0  acc:  1476 /  2203 =  67.000
1, 1  acc:  1483 /  2270 =  65.330
1, 2  acc:   776 /  1216 =  63.816
1, 3  acc:   821 /  1260 =  65.159
1, 4  acc:  1103 /  1627 =  67.793
1, 5  acc:   353 /   520 =  67.885
1, 6  acc:  1067 /  1537 =  69.421
1, 7  acc:  1476 /  2246 =  65.717
------------------------------------
Average acc: 61059 / 71854 =  84.976
Robust  acc:   776 /  1216 =  63.816
------------------------------------
Accuracies by groups:
0, 0  acc: 11024 / 12092 =  91.168
0, 1  acc: 13109 / 14179 =  92.454
0, 2  acc:  2611 /  3210 =  81.340
0, 3  acc: 11307 / 12101 =  93.439
0, 4  acc:  4450 /  5355 =  83.100
0, 5  acc:  2613 /  2980 =  87.685
0, 6  acc:  2657 /  3335 =  79.670
0, 7  acc:  4733 /  5723 =  82.701
1, 0  acc:  1476 /  2203 =  67.000
1, 1  acc:  1483 /  2270 =  65.330
1, 2  acc:   776 /  1216 =  63.816
1, 3  acc:   821 /  1260 =  65.159
1, 4  acc:  1103 /  1627 =  67.793
1, 5  acc:   353 /   520 =  67.885
1, 6  acc:  1067 /  1537 =  69.421
1, 7  acc:  1476 /  2246 =  65.717
------------------------------------
Average acc: 61059 / 71854 =  84.976
Robust  acc:   776 /  1216 =  63.816
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11024 / 12092 =  91.168
0, 1  acc: 13109 / 14179 =  92.454
0, 2  acc:  2611 /  3210 =  81.340
0, 3  acc: 11307 / 12101 =  93.439
0, 4  acc:  4450 /  5355 =  83.100
0, 5  acc:  2613 /  2980 =  87.685
0, 6  acc:  2657 /  3335 =  79.670
0, 7  acc:  4733 /  5723 =  82.701
1, 0  acc:  1476 /  2203 =  67.000
1, 1  acc:  1483 /  2270 =  65.330
1, 2  acc:   776 /  1216 =  63.816
1, 3  acc:   821 /  1260 =  65.159
1, 4  acc:  1103 /  1627 =  67.793
1, 5  acc:   353 /   520 =  67.885
1, 6  acc:  1067 /  1537 =  69.421
1, 7  acc:  1476 /  2246 =  65.717
------------------------------------
Average acc: 61059 / 71854 =  84.976
Robust  acc:   776 /  1216 =  63.816
------------------------------------

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: 96.399 | Val Loss: 0.000 | Val Acc: 97.436
Training:
Accuracies by groups:
0, 0  acc: 108184 / 110122 =  98.240
0, 1  acc:  9078 /  9302 =  97.592
0, 2  acc: 14166 / 14591 =  97.087
0, 3  acc:  7275 /  7499 =  97.013
0, 4  acc:  2864 /  3070 =  93.290
0, 5  acc:   351 /   381 =  92.126
0, 6  acc:   323 /   338 =  95.562
0, 7  acc:   386 /   418 =  92.344
0, 8  acc: 11228 / 11489 =  97.728
0, 9  acc:   765 /   781 =  97.951
0, 10  acc:   774 /   795 =  97.358
0, 11  acc:   544 /   561 =  96.970
0, 12  acc:   524 /   569 =  92.091
0, 13  acc:    60 /    66 =  90.909
0, 14  acc:    85 /    87 =  97.701
0, 15  acc:    44 /    48 =  91.667
0, 16  acc:  6197 /  6513 =  95.148
0, 17  acc:   219 /   236 =  92.797
0, 18  acc:   610 /   640 =  95.312
0, 19  acc:   194 /   205 =  94.634
0, 20  acc:   102 /   126 =  80.952
0, 21  acc:    22 /    25 =  88.000
0, 22  acc:    59 /    68 =  86.765
0, 23  acc:     6 /     9 =  66.667
0, 24  acc:   843 /   911 =  92.536
0, 25  acc:    37 /    38 =  97.368
0, 26  acc:    85 /    88 =  96.591
0, 27  acc:    22 /    24 =  91.667
0, 28  acc:    43 /    47 =  91.489
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     2 /     5 =  40.000
0, 31  acc:    11 /    12 =  91.667
0, 32  acc:  2255 /  2318 =  97.282
0, 33  acc:   129 /   133 =  96.992
0, 34  acc:    94 /    98 =  95.918
0, 35  acc:    17 /    18 =  94.444
0, 36  acc:    37 /    40 =  92.500
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:    14 /    14 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   645 /   658 =  98.024
0, 41  acc:    25 /    25 = 100.000
0, 42  acc:    19 /    20 =  95.000
0, 43  acc:    25 /    25 = 100.000
0, 44  acc:    26 /    26 = 100.000
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:     2 /     3 =  66.667
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   369 /   389 =  94.859
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    26 /    28 =  92.857
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   424 /   448 =  94.643
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    12 /    15 =  80.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    16 /    17 =  94.118
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     3 /     4 =  75.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2613 /  2848 =  91.749
0, 65  acc:   399 /   431 =  92.575
0, 66  acc:   263 /   285 =  92.281
0, 67  acc:   106 /   115 =  92.174
0, 68  acc:    71 /    80 =  88.750
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    20 /    27 =  74.074
0, 71  acc:    17 /    17 = 100.000
0, 72  acc:    90 /    93 =  96.774
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     6 /    10 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    83 /    92 =  90.217
0, 81  acc:     7 /     9 =  77.778
0, 82  acc:     8 /     9 =  88.889
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     4 /     5 =  80.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     3 /     3 = 100.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     5 /     9 =  55.556
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    70 /    79 =  88.608
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     1 /     2 =  50.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    10 /    11 =  90.909
0, 102  acc:     4 /     4 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     6 /     7 =  85.714
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     3 /     4 =  75.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     6 /     6 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6641 /  7012 =  94.709
0, 118  acc:  1641 /  1730 =  94.855
0, 119  acc:   358 /   388 =  92.268
0, 120  acc:   378 /   414 =  91.304
0, 121  acc:    69 /    82 =  84.146
0, 122  acc:    23 /    25 =  92.000
0, 123  acc:    15 /    15 = 100.000
0, 124  acc:    20 /    23 =  86.957
0, 125  acc:   408 /   425 =  96.000
0, 126  acc:   108 /   117 =  92.308
0, 127  acc:    35 /    36 =  97.222
0, 128  acc:    54 /    57 =  94.737
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   215 /   234 =  91.880
0, 134  acc:    55 /    61 =  90.164
0, 135  acc:    17 /    17 = 100.000
0, 136  acc:    21 /    27 =  77.778
0, 137  acc:    12 /    12 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    51 =  96.078
0, 142  acc:    13 /    13 = 100.000
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   143 /   147 =  97.279
0, 149  acc:    11 /    13 =  84.615
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:     9 /    13 =  69.231
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    35 /    36 =  97.222
0, 155  acc:     1 /     2 =  50.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    25 /    28 =  89.286
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    12 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1707 /  1890 =  90.317
0, 170  acc:   393 /   428 =  91.822
0, 171  acc:   119 /   133 =  89.474
0, 172  acc:   156 /   167 =  93.413
0, 173  acc:    22 /    25 =  88.000
0, 174  acc:     9 /    13 =  69.231
0, 175  acc:     1 /     1 = 100.000
0, 176  acc:     9 /    13 =  69.231
0, 177  acc:    79 /    80 =  98.750
0, 178  acc:    12 /    13 =  92.308
0, 179  acc:     5 /     6 =  83.333
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    57 /    59 =  96.610
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:    10 /    10 = 100.000
0, 187  acc:    14 /    16 =  87.500
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    29 =  82.759
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    32 /    34 =  94.118
0, 197  acc:    16 /    16 = 100.000
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    22 /    22 = 100.000
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     4 /     5 =  80.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     5 /     5 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 31298 / 32826 =  95.345
1, 1  acc:  3448 /  3608 =  95.565
1, 2  acc:  5806 /  6142 =  94.529
1, 3  acc:  2358 /  2517 =  93.683
1, 4  acc:  2662 /  2813 =  94.632
1, 5  acc:   487 /   526 =  92.586
1, 6  acc:   256 /   269 =  95.167
1, 7  acc:   317 /   342 =  92.690
1, 8  acc:  2733 /  2948 =  92.707
1, 9  acc:   185 /   200 =  92.500
1, 10  acc:   264 /   289 =  91.349
1, 11  acc:   121 /   138 =  87.681
1, 12  acc:   390 /   426 =  91.549
1, 13  acc:    43 /    48 =  89.583
1, 14  acc:    79 /    85 =  92.941
1, 15  acc:    72 /    78 =  92.308
1, 16  acc:  4330 /  4612 =  93.886
1, 17  acc:   167 /   181 =  92.265
1, 18  acc:   349 /   366 =  95.355
1, 19  acc:   128 /   139 =  92.086
1, 20  acc:   155 /   165 =  93.939
1, 21  acc:    30 /    32 =  93.750
1, 22  acc:    80 /    84 =  95.238
1, 23  acc:    21 /    21 = 100.000
1, 24  acc:   527 /   581 =  90.706
1, 25  acc:    12 /    14 =  85.714
1, 26  acc:    48 /    53 =  90.566
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:    74 /    80 =  92.500
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:     4 /     6 =  66.667
1, 32  acc:   889 /   956 =  92.992
1, 33  acc:    44 /    48 =  91.667
1, 34  acc:    31 /    37 =  83.784
1, 35  acc:    14 /    17 =  82.353
1, 36  acc:    28 /    29 =  96.552
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    12 /    13 =  92.308
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   219 /   228 =  96.053
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     4 /     8 =  50.000
1, 43  acc:    13 /    13 = 100.000
1, 44  acc:    16 /    16 = 100.000
1, 45  acc:     0 /     0 =     nan
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   292 /   320 =  91.250
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    23 /    26 =  88.462
1, 51  acc:    13 /    14 =  92.857
1, 52  acc:    12 /    12 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    21 =  95.238
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   237 /   257 =  92.218
1, 57  acc:     7 /     7 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:     6 /     7 =  85.714
1, 60  acc:    22 /    23 =  95.652
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     7 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2969 /  3124 =  95.038
1, 65  acc:   403 /   436 =  92.431
1, 66  acc:   245 /   258 =  94.961
1, 67  acc:   106 /   114 =  92.982
1, 68  acc:   118 /   134 =  88.060
1, 69  acc:    19 /    21 =  90.476
1, 70  acc:    39 /    40 =  97.500
1, 71  acc:    13 /    13 = 100.000
1, 72  acc:    60 /    64 =  93.750
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:     9 /    10 =  90.000
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    99 /   106 =  93.396
1, 81  acc:    10 /    10 = 100.000
1, 82  acc:    34 /    39 =  87.179
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    10 /    10 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    12 =  91.667
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:     2 /     2 = 100.000
1, 94  acc:    75 /    82 =  91.463
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    12 /    13 =  92.308
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     5 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 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:  4502 /  4845 =  92.921
1, 118  acc:  1143 /  1209 =  94.541
1, 119  acc:   265 /   279 =  94.982
1, 120  acc:   283 /   308 =  91.883
1, 121  acc:    91 /   101 =  90.099
1, 122  acc:    43 /    47 =  91.489
1, 123  acc:    17 /    20 =  85.000
1, 124  acc:    12 /    13 =  92.308
1, 125  acc:   246 /   270 =  91.111
1, 126  acc:    55 /    62 =  88.710
1, 127  acc:    13 /    15 =  86.667
1, 128  acc:    28 /    29 =  96.552
1, 129  acc:     6 /     6 = 100.000
1, 130  acc:     5 /     8 =  62.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     6 =  83.333
1, 133  acc:   233 /   248 =  93.952
1, 134  acc:    49 /    51 =  96.078
1, 135  acc:    25 /    25 = 100.000
1, 136  acc:    17 /    19 =  89.474
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     4 =  50.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:    66 /    70 =  94.286
1, 142  acc:    14 /    16 =  87.500
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   106 /   115 =  92.174
1, 149  acc:     8 /     9 =  88.889
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:    12 /    16 =  75.000
1, 152  acc:     0 /     2 =   0.000
1, 153  acc:     6 /     7 =  85.714
1, 154  acc:    26 /    28 =  92.857
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    16 /    18 =  88.889
1, 160  acc:     2 /     4 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    14 /    14 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1885 /  2017 =  93.456
1, 170  acc:   334 /   360 =  92.778
1, 171  acc:   158 /   164 =  96.341
1, 172  acc:   112 /   122 =  91.803
1, 173  acc:    32 /    33 =  96.970
1, 174  acc:     5 /     7 =  71.429
1, 175  acc:     2 /     4 =  50.000
1, 176  acc:    31 /    36 =  86.111
1, 177  acc:    39 /    43 =  90.698
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     3 /     4 =  75.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:     9 /    11 =  81.818
1, 184  acc:    51 /    64 =  79.688
1, 185  acc:    29 /    31 =  93.548
1, 186  acc:    11 /    12 =  91.667
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    59 /    66 =  89.394
1, 197  acc:     4 /     4 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /     7 =  85.714
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:     3 /     5 =  60.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 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:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259350 / 269038 =  96.399
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24717 / 25373 =  97.415
0, 1  acc: 30535 / 31282 =  97.612
0, 2  acc:  6006 /  6155 =  97.579
0, 3  acc: 23654 / 24292 =  97.374
0, 4  acc: 10563 / 10829 =  97.544
0, 5  acc:  5389 /  5541 =  97.257
0, 6  acc:  6591 /  6785 =  97.141
0, 7  acc: 11702 / 12016 =  97.387
1, 0  acc:  4334 /  4437 =  97.679
1, 1  acc:  4841 /  4962 =  97.561
1, 2  acc:  2212 /  2265 =  97.660
1, 3  acc:  2379 /  2446 =  97.261
1, 4  acc:  3044 /  3125 =  97.408
1, 5  acc:   974 /  1003 =  97.109
1, 6  acc:  3035 /  3111 =  97.557
1, 7  acc:  4565 /  4682 =  97.501
--------------------------------------
Average acc: 144541 / 148304 =  97.463
Robust  acc:   974 /  1003 =  97.109
--------------------------------------
New max robust acc: 97.10867397806581
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed16.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed16.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.905 | Best Acc: 92.596
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10767 / 12092 =  89.042
0, 1  acc: 12815 / 14179 =  90.380
0, 2  acc:  2516 /  3210 =  78.380
0, 3  acc: 11205 / 12101 =  92.596
0, 4  acc:  4366 /  5355 =  81.531
0, 5  acc:  2574 /  2980 =  86.376
0, 6  acc:  2456 /  3335 =  73.643
0, 7  acc:  4529 /  5723 =  79.137
1, 0  acc:  1550 /  2203 =  70.359
1, 1  acc:  1553 /  2270 =  68.414
1, 2  acc:   834 /  1216 =  68.586
1, 3  acc:   843 /  1260 =  66.905
1, 4  acc:  1140 /  1627 =  70.068
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1169 /  1537 =  76.057
1, 7  acc:  1571 /  2246 =  69.947
------------------------------------
Average acc: 60253 / 71854 =  83.855
Robust  acc:   843 /  1260 =  66.905
------------------------------------
Accuracies by groups:
0, 0  acc: 10767 / 12092 =  89.042
0, 1  acc: 12815 / 14179 =  90.380
0, 2  acc:  2516 /  3210 =  78.380
0, 3  acc: 11205 / 12101 =  92.596
0, 4  acc:  4366 /  5355 =  81.531
0, 5  acc:  2574 /  2980 =  86.376
0, 6  acc:  2456 /  3335 =  73.643
0, 7  acc:  4529 /  5723 =  79.137
1, 0  acc:  1550 /  2203 =  70.359
1, 1  acc:  1553 /  2270 =  68.414
1, 2  acc:   834 /  1216 =  68.586
1, 3  acc:   843 /  1260 =  66.905
1, 4  acc:  1140 /  1627 =  70.068
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1169 /  1537 =  76.057
1, 7  acc:  1571 /  2246 =  69.947
------------------------------------
Average acc: 60253 / 71854 =  83.855
Robust  acc:   843 /  1260 =  66.905
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10767 / 12092 =  89.042
0, 1  acc: 12815 / 14179 =  90.380
0, 2  acc:  2516 /  3210 =  78.380
0, 3  acc: 11205 / 12101 =  92.596
0, 4  acc:  4366 /  5355 =  81.531
0, 5  acc:  2574 /  2980 =  86.376
0, 6  acc:  2456 /  3335 =  73.643
0, 7  acc:  4529 /  5723 =  79.137
1, 0  acc:  1550 /  2203 =  70.359
1, 1  acc:  1553 /  2270 =  68.414
1, 2  acc:   834 /  1216 =  68.586
1, 3  acc:   843 /  1260 =  66.905
1, 4  acc:  1140 /  1627 =  70.068
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1169 /  1537 =  76.057
1, 7  acc:  1571 /  2246 =  69.947
------------------------------------
Average acc: 60253 / 71854 =  83.855
Robust  acc:   843 /  1260 =  66.905
------------------------------------

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: 97.824 | Val Loss: 0.000 | Val Acc: 98.727
Training:
Accuracies by groups:
0, 0  acc: 109249 / 110550 =  98.823
0, 1  acc:  9216 /  9340 =  98.672
0, 2  acc: 14548 / 14799 =  98.304
0, 3  acc:  7307 /  7422 =  98.451
0, 4  acc:  2800 /  2917 =  95.989
0, 5  acc:   329 /   353 =  93.201
0, 6  acc:   387 /   402 =  96.269
0, 7  acc:   409 /   421 =  97.150
0, 8  acc: 11355 / 11523 =  98.542
0, 9  acc:   741 /   757 =  97.886
0, 10  acc:   793 /   806 =  98.387
0, 11  acc:   558 /   570 =  97.895
0, 12  acc:   545 /   568 =  95.951
0, 13  acc:    61 /    61 = 100.000
0, 14  acc:    82 /    84 =  97.619
0, 15  acc:    38 /    42 =  90.476
0, 16  acc:  6196 /  6399 =  96.828
0, 17  acc:   185 /   192 =  96.354
0, 18  acc:   644 /   662 =  97.281
0, 19  acc:   173 /   181 =  95.580
0, 20  acc:   112 /   117 =  95.726
0, 21  acc:    22 /    22 = 100.000
0, 22  acc:    45 /    47 =  95.745
0, 23  acc:     6 /     9 =  66.667
0, 24  acc:   839 /   866 =  96.882
0, 25  acc:    47 /    47 = 100.000
0, 26  acc:    74 /    78 =  94.872
0, 27  acc:    40 /    40 = 100.000
0, 28  acc:    40 /    45 =  88.889
0, 29  acc:     5 /     6 =  83.333
0, 30  acc:     6 /     7 =  85.714
0, 31  acc:     5 /     6 =  83.333
0, 32  acc:  2227 /  2270 =  98.106
0, 33  acc:   103 /   103 = 100.000
0, 34  acc:    98 /    99 =  98.990
0, 35  acc:    35 /    37 =  94.595
0, 36  acc:    39 /    40 =  97.500
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    16 /    18 =  88.889
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   657 /   668 =  98.353
0, 41  acc:    42 /    42 = 100.000
0, 42  acc:    29 /    31 =  93.548
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    22 /    22 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /     9 =  88.889
0, 47  acc:     5 /     6 =  83.333
0, 48  acc:   411 /   427 =  96.253
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    20 /    21 =  95.238
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   385 /   399 =  96.491
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    20 /    22 =  90.909
0, 59  acc:    17 /    18 =  94.444
0, 60  acc:    16 /    17 =  94.118
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2775 /  2889 =  96.054
0, 65  acc:   385 /   401 =  96.010
0, 66  acc:   269 /   277 =  97.112
0, 67  acc:   125 /   132 =  94.697
0, 68  acc:    73 /    79 =  92.405
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    23 /    25 =  92.000
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    98 /    98 = 100.000
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     5 /     6 =  83.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    86 /    92 =  93.478
0, 81  acc:     7 /     9 =  77.778
0, 82  acc:    18 /    18 = 100.000
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    75 /    78 =  96.154
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    13 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     9 /    10 =  90.000
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:    18 /    19 =  94.737
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     1 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     2 /     2 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6735 /  6978 =  96.518
0, 118  acc:  1635 /  1693 =  96.574
0, 119  acc:   430 /   446 =  96.413
0, 120  acc:   350 /   370 =  94.595
0, 121  acc:    66 /    71 =  92.958
0, 122  acc:    27 /    28 =  96.429
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    18 /    19 =  94.737
0, 125  acc:   380 /   392 =  96.939
0, 126  acc:   119 /   122 =  97.541
0, 127  acc:    25 /    25 = 100.000
0, 128  acc:    53 /    55 =  96.364
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   187 /   197 =  94.924
0, 134  acc:    45 /    50 =  90.000
0, 135  acc:    22 /    22 = 100.000
0, 136  acc:    18 /    20 =  90.000
0, 137  acc:    14 /    14 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    51 /    54 =  94.444
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     9 /     9 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   136 /   138 =  98.551
0, 149  acc:    12 /    14 =  85.714
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    15 /    16 =  93.750
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    29 /    32 =  90.625
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    36 /    39 =  92.308
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    20 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1738 /  1830 =  94.973
0, 170  acc:   393 /   419 =  93.795
0, 171  acc:   114 /   116 =  98.276
0, 172  acc:   182 /   195 =  93.333
0, 173  acc:    19 /    22 =  86.364
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     6 /     8 =  75.000
0, 176  acc:    12 /    18 =  66.667
0, 177  acc:    75 /    77 =  97.403
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:    13 /    13 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     5 /     5 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    46 /    49 =  93.878
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    28 =  89.286
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     5 /     5 = 100.000
0, 196  acc:    38 /    40 =  95.000
0, 197  acc:    11 /    11 = 100.000
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:     2 /     2 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    24 /    25 =  96.000
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     8 /    10 =  80.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 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:     4 /     4 = 100.000
1, 0  acc: 32094 / 33059 =  97.081
1, 1  acc:  3335 /  3445 =  96.807
1, 2  acc:  5777 /  5977 =  96.654
1, 3  acc:  2445 /  2540 =  96.260
1, 4  acc:  2831 /  2932 =  96.555
1, 5  acc:   510 /   518 =  98.456
1, 6  acc:   311 /   321 =  96.885
1, 7  acc:   361 /   376 =  96.011
1, 8  acc:  2804 /  2915 =  96.192
1, 9  acc:   209 /   214 =  97.664
1, 10  acc:   267 /   279 =  95.699
1, 11  acc:   141 /   145 =  97.241
1, 12  acc:   422 /   436 =  96.789
1, 13  acc:    68 /    70 =  97.143
1, 14  acc:    58 /    61 =  95.082
1, 15  acc:    59 /    63 =  93.651
1, 16  acc:  4573 /  4718 =  96.927
1, 17  acc:   170 /   172 =  98.837
1, 18  acc:   348 /   358 =  97.207
1, 19  acc:   125 /   136 =  91.912
1, 20  acc:   153 /   157 =  97.452
1, 21  acc:    28 /    28 = 100.000
1, 22  acc:    99 /   102 =  97.059
1, 23  acc:    23 /    26 =  88.462
1, 24  acc:   550 /   577 =  95.321
1, 25  acc:    11 /    11 = 100.000
1, 26  acc:    50 /    54 =  92.593
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    76 /    79 =  96.203
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    20 /    21 =  95.238
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:   867 /   903 =  96.013
1, 33  acc:    40 /    41 =  97.561
1, 34  acc:    39 /    42 =  92.857
1, 35  acc:    10 /    10 = 100.000
1, 36  acc:    24 /    24 = 100.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    19 /    19 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   220 /   230 =  95.652
1, 41  acc:     8 /     8 = 100.000
1, 42  acc:    12 /    14 =  85.714
1, 43  acc:    13 /    13 = 100.000
1, 44  acc:    13 /    14 =  92.857
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   288 /   297 =  96.970
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    11 /    13 =  84.615
1, 51  acc:    11 /    12 =  91.667
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    15 /    15 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   211 /   227 =  92.952
1, 57  acc:    14 /    16 =  87.500
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:    13 /    13 = 100.000
1, 60  acc:    10 /    11 =  90.909
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /     9 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2983 /  3076 =  96.977
1, 65  acc:   368 /   384 =  95.833
1, 66  acc:   294 /   304 =  96.711
1, 67  acc:   108 /   115 =  93.913
1, 68  acc:   133 /   136 =  97.794
1, 69  acc:    27 /    27 = 100.000
1, 70  acc:    44 /    46 =  95.652
1, 71  acc:    13 /    13 = 100.000
1, 72  acc:    64 /    64 = 100.000
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    10 /    10 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    95 /    98 =  96.939
1, 81  acc:    15 /    18 =  83.333
1, 82  acc:    32 /    34 =  94.118
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    19 /    19 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    14 /    14 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    75 /    78 =  96.154
1, 95  acc:    12 /    12 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     4 /     4 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     6 /     6 = 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:    20 /    20 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     1 = 100.000
1, 111  acc:     2 /     2 = 100.000
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:  4590 /  4799 =  95.645
1, 118  acc:  1167 /  1215 =  96.049
1, 119  acc:   293 /   305 =  96.066
1, 120  acc:   278 /   293 =  94.881
1, 121  acc:    70 /    74 =  94.595
1, 122  acc:    42 /    42 = 100.000
1, 123  acc:     8 /     8 = 100.000
1, 124  acc:    24 /    24 = 100.000
1, 125  acc:   286 /   301 =  95.017
1, 126  acc:    83 /    85 =  97.647
1, 127  acc:     9 /     9 = 100.000
1, 128  acc:    30 /    31 =  96.774
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   247 /   253 =  97.628
1, 134  acc:    52 /    53 =  98.113
1, 135  acc:    17 /    17 = 100.000
1, 136  acc:    16 /    18 =  88.889
1, 137  acc:     2 /     3 =  66.667
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    70 /    72 =  97.222
1, 142  acc:     3 /     3 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   117 /   126 =  92.857
1, 149  acc:    12 /    12 = 100.000
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     7 /    10 =  70.000
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    24 /    25 =  96.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    23 /    23 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    17 /    17 = 100.000
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1930 /  1997 =  96.645
1, 170  acc:   346 /   359 =  96.379
1, 171  acc:   152 /   161 =  94.410
1, 172  acc:   110 /   117 =  94.017
1, 173  acc:    30 /    31 =  96.774
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    27 /    28 =  96.429
1, 177  acc:    46 /    48 =  95.833
1, 178  acc:     5 /     5 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    11 /    13 =  84.615
1, 184  acc:    66 /    68 =  97.059
1, 185  acc:    21 /    22 =  95.455
1, 186  acc:    10 /    10 = 100.000
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     8 /     9 =  88.889
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    53 /    57 =  92.982
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     4 /     5 =  80.000
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:     6 /     6 = 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:    11 /    11 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263185 / 269038 =  97.824
Robust  acc:     2 /     4 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25073 / 25373 =  98.818
0, 1  acc: 30881 / 31282 =  98.718
0, 2  acc:  6062 /  6155 =  98.489
0, 3  acc: 23998 / 24292 =  98.790
0, 4  acc: 10683 / 10829 =  98.652
0, 5  acc:  5476 /  5541 =  98.827
0, 6  acc:  6698 /  6785 =  98.718
0, 7  acc: 11862 / 12016 =  98.718
1, 0  acc:  4378 /  4437 =  98.670
1, 1  acc:  4892 /  4962 =  98.589
1, 2  acc:  2230 /  2265 =  98.455
1, 3  acc:  2416 /  2446 =  98.774
1, 4  acc:  3090 /  3125 =  98.880
1, 5  acc:   991 /  1003 =  98.804
1, 6  acc:  3072 /  3111 =  98.746
1, 7  acc:  4631 /  4682 =  98.911
--------------------------------------
Average acc: 146433 / 148304 =  98.738
Robust  acc:  2230 /  2265 =  98.455
--------------------------------------
New max robust acc: 98.45474613686534
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed16.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed16.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: 64.290 | Best Acc: 92.728
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11005 / 12092 =  91.011
0, 1  acc: 13040 / 14179 =  91.967
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11221 / 12101 =  92.728
0, 4  acc:  4544 /  5355 =  84.855
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2671 /  3335 =  80.090
0, 7  acc:  4635 /  5723 =  80.989
1, 0  acc:  1466 /  2203 =  66.546
1, 1  acc:  1505 /  2270 =  66.300
1, 2  acc:   860 /  1216 =  70.724
1, 3  acc:   830 /  1260 =  65.873
1, 4  acc:  1046 /  1627 =  64.290
1, 5  acc:   347 /   520 =  66.731
1, 6  acc:  1051 /  1537 =  68.380
1, 7  acc:  1516 /  2246 =  67.498
------------------------------------
Average acc: 60795 / 71854 =  84.609
Robust  acc:  1046 /  1627 =  64.290
------------------------------------
Accuracies by groups:
0, 0  acc: 11005 / 12092 =  91.011
0, 1  acc: 13040 / 14179 =  91.967
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11221 / 12101 =  92.728
0, 4  acc:  4544 /  5355 =  84.855
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2671 /  3335 =  80.090
0, 7  acc:  4635 /  5723 =  80.989
1, 0  acc:  1466 /  2203 =  66.546
1, 1  acc:  1505 /  2270 =  66.300
1, 2  acc:   860 /  1216 =  70.724
1, 3  acc:   830 /  1260 =  65.873
1, 4  acc:  1046 /  1627 =  64.290
1, 5  acc:   347 /   520 =  66.731
1, 6  acc:  1051 /  1537 =  68.380
1, 7  acc:  1516 /  2246 =  67.498
------------------------------------
Average acc: 60795 / 71854 =  84.609
Robust  acc:  1046 /  1627 =  64.290
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11005 / 12092 =  91.011
0, 1  acc: 13040 / 14179 =  91.967
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11221 / 12101 =  92.728
0, 4  acc:  4544 /  5355 =  84.855
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2671 /  3335 =  80.090
0, 7  acc:  4635 /  5723 =  80.989
1, 0  acc:  1466 /  2203 =  66.546
1, 1  acc:  1505 /  2270 =  66.300
1, 2  acc:   860 /  1216 =  70.724
1, 3  acc:   830 /  1260 =  65.873
1, 4  acc:  1046 /  1627 =  64.290
1, 5  acc:   347 /   520 =  66.731
1, 6  acc:  1051 /  1537 =  68.380
1, 7  acc:  1516 /  2246 =  67.498
------------------------------------
Average acc: 60795 / 71854 =  84.609
Robust  acc:  1046 /  1627 =  64.290
------------------------------------

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: 98.577 | Val Loss: 0.000 | Val Acc: 99.181
Training:
Accuracies by groups:
0, 0  acc: 109532 / 110347 =  99.261
0, 1  acc:  9189 /  9275 =  99.073
0, 2  acc: 14686 / 14857 =  98.849
0, 3  acc:  7296 /  7396 =  98.648
0, 4  acc:  2861 /  2942 =  97.247
0, 5  acc:   358 /   371 =  96.496
0, 6  acc:   382 /   385 =  99.221
0, 7  acc:   389 /   395 =  98.481
0, 8  acc: 11345 / 11444 =  99.135
0, 9  acc:   764 /   771 =  99.092
0, 10  acc:   776 /   782 =  99.233
0, 11  acc:   579 /   586 =  98.805
0, 12  acc:   576 /   592 =  97.297
0, 13  acc:    83 /    83 = 100.000
0, 14  acc:    78 /    81 =  96.296
0, 15  acc:    52 /    52 = 100.000
0, 16  acc:  6489 /  6635 =  97.800
0, 17  acc:   218 /   224 =  97.321
0, 18  acc:   567 /   582 =  97.423
0, 19  acc:   193 /   196 =  98.469
0, 20  acc:   147 /   154 =  95.455
0, 21  acc:    15 /    16 =  93.750
0, 22  acc:    44 /    44 = 100.000
0, 23  acc:     9 /    12 =  75.000
0, 24  acc:   790 /   807 =  97.893
0, 25  acc:    45 /    45 = 100.000
0, 26  acc:    70 /    72 =  97.222
0, 27  acc:    25 /    25 = 100.000
0, 28  acc:    48 /    48 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     3 /     4 =  75.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2287 /  2315 =  98.790
0, 33  acc:    96 /    98 =  97.959
0, 34  acc:   107 /   109 =  98.165
0, 35  acc:    31 /    32 =  96.875
0, 36  acc:    49 /    49 = 100.000
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    14 /    14 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   645 /   649 =  99.384
0, 41  acc:    29 /    30 =  96.667
0, 42  acc:    26 /    27 =  96.296
0, 43  acc:    29 /    29 = 100.000
0, 44  acc:    23 /    23 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   437 /   444 =  98.423
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    30 /    30 = 100.000
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:    13 /    13 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   397 /   409 =  97.066
0, 57  acc:    16 /    16 = 100.000
0, 58  acc:    21 /    21 = 100.000
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    22 /    23 =  95.652
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2900 /  2979 =  97.348
0, 65  acc:   415 /   429 =  96.737
0, 66  acc:   297 /   307 =  96.743
0, 67  acc:   126 /   127 =  99.213
0, 68  acc:    75 /    79 =  94.937
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    19 /    19 = 100.000
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    94 /    95 =  98.947
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     9 /    10 =  90.000
0, 75  acc:    10 /    11 =  90.909
0, 76  acc:     7 /     7 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    78 /    86 =  90.698
0, 81  acc:     7 /     8 =  87.500
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:    11 /    11 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     8 /     9 =  88.889
0, 89  acc:     3 /     5 =  60.000
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:    87 /    88 =  98.864
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     7 /     7 = 100.000
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     5 /     5 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    19 =  89.474
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     5 /     7 =  71.429
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     3 /     3 = 100.000
0, 117  acc:  6827 /  6978 =  97.836
0, 118  acc:  1607 /  1647 =  97.571
0, 119  acc:   420 /   427 =  98.361
0, 120  acc:   413 /   419 =  98.568
0, 121  acc:    95 /   105 =  90.476
0, 122  acc:    28 /    28 = 100.000
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    16 /    17 =  94.118
0, 125  acc:   412 /   422 =  97.630
0, 126  acc:   108 /   112 =  96.429
0, 127  acc:    30 /    30 = 100.000
0, 128  acc:    26 /    26 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   221 /   228 =  96.930
0, 134  acc:    60 /    62 =  96.774
0, 135  acc:    19 /    21 =  90.476
0, 136  acc:    21 /    22 =  95.455
0, 137  acc:     7 /     7 = 100.000
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    64 /    65 =  98.462
0, 142  acc:     4 /     4 = 100.000
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:    10 /    11 =  90.909
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   112 /   115 =  97.391
0, 149  acc:    17 /    17 = 100.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     8 /    13 =  61.538
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    35 /    36 =  97.222
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    32 /    32 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    17 =  94.118
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1760 /  1812 =  97.130
0, 170  acc:   420 /   433 =  96.998
0, 171  acc:   127 /   128 =  99.219
0, 172  acc:   172 /   176 =  97.727
0, 173  acc:    23 /    23 = 100.000
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    15 /    16 =  93.750
0, 177  acc:    70 /    70 = 100.000
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:    17 /    19 =  89.474
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     6 /     7 =  85.714
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    60 /    60 = 100.000
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     6 /     7 =  85.714
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    33 /    34 =  97.059
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    36 /    37 =  97.297
0, 197  acc:    12 /    12 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    27 /    27 = 100.000
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     5 /     5 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     5 /     5 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     6 /     6 = 100.000
1, 0  acc: 32110 / 32704 =  98.184
1, 1  acc:  3456 /  3524 =  98.070
1, 2  acc:  6031 /  6166 =  97.811
1, 3  acc:  2391 /  2470 =  96.802
1, 4  acc:  2817 /  2866 =  98.290
1, 5  acc:   497 /   514 =  96.693
1, 6  acc:   292 /   301 =  97.010
1, 7  acc:   331 /   340 =  97.353
1, 8  acc:  2843 /  2923 =  97.263
1, 9  acc:   186 /   190 =  97.895
1, 10  acc:   279 /   286 =  97.552
1, 11  acc:   124 /   130 =  95.385
1, 12  acc:   392 /   406 =  96.552
1, 13  acc:    63 /    65 =  96.923
1, 14  acc:    77 /    78 =  98.718
1, 15  acc:    85 /    87 =  97.701
1, 16  acc:  4556 /  4680 =  97.350
1, 17  acc:   152 /   153 =  99.346
1, 18  acc:   345 /   355 =  97.183
1, 19  acc:   135 /   138 =  97.826
1, 20  acc:   198 /   202 =  98.020
1, 21  acc:    19 /    19 = 100.000
1, 22  acc:    74 /    74 = 100.000
1, 23  acc:    29 /    30 =  96.667
1, 24  acc:   599 /   613 =  97.716
1, 25  acc:    18 /    18 = 100.000
1, 26  acc:    49 /    50 =  98.000
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    81 /    84 =  96.429
1, 29  acc:     0 /     0 =     nan
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     6 /     7 =  85.714
1, 32  acc:   913 /   935 =  97.647
1, 33  acc:    39 /    40 =  97.500
1, 34  acc:    34 /    35 =  97.143
1, 35  acc:     8 /     8 = 100.000
1, 36  acc:    26 /    27 =  96.296
1, 37  acc:     6 /     7 =  85.714
1, 38  acc:    22 /    23 =  95.652
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   257 /   260 =  98.846
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:     7 /     7 = 100.000
1, 43  acc:    18 /    19 =  94.737
1, 44  acc:    11 /    12 =  91.667
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   302 /   308 =  98.052
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    25 /    25 = 100.000
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    27 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   249 /   258 =  96.512
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:     8 /     8 = 100.000
1, 60  acc:    18 /    18 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3004 /  3074 =  97.723
1, 65  acc:   443 /   454 =  97.577
1, 66  acc:   251 /   256 =  98.047
1, 67  acc:   107 /   112 =  95.536
1, 68  acc:   146 /   152 =  96.053
1, 69  acc:    23 /    23 = 100.000
1, 70  acc:    45 /    46 =  97.826
1, 71  acc:    17 /    17 = 100.000
1, 72  acc:    61 /    63 =  96.825
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     9 /     9 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   104 /   109 =  95.413
1, 81  acc:    19 /    20 =  95.000
1, 82  acc:    26 /    26 = 100.000
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /     8 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    15 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    89 /    90 =  98.889
1, 95  acc:     9 /     9 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     5 /     5 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     2 /     2 = 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:    12 /    12 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     2 /     2 = 100.000
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:  4598 /  4738 =  97.045
1, 118  acc:  1181 /  1199 =  98.499
1, 119  acc:   281 /   289 =  97.232
1, 120  acc:   306 /   314 =  97.452
1, 121  acc:    69 /    73 =  94.521
1, 122  acc:    42 /    42 = 100.000
1, 123  acc:    16 /    17 =  94.118
1, 124  acc:    26 /    26 = 100.000
1, 125  acc:   286 /   292 =  97.945
1, 126  acc:    83 /    85 =  97.647
1, 127  acc:    12 /    12 = 100.000
1, 128  acc:    24 /    24 = 100.000
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     4 =  75.000
1, 133  acc:   253 /   257 =  98.444
1, 134  acc:    58 /    59 =  98.305
1, 135  acc:    25 /    26 =  96.154
1, 136  acc:    23 /    24 =  95.833
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    73 /    75 =  97.333
1, 142  acc:    11 /    11 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   101 /   104 =  97.115
1, 149  acc:     9 /    10 =  90.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     4 /     7 =  57.143
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    28 /    29 =  96.552
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    15 =  93.333
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:    11 /    12 =  91.667
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1978 /  2035 =  97.199
1, 170  acc:   374 /   392 =  95.408
1, 171  acc:   150 /   152 =  98.684
1, 172  acc:   105 /   105 = 100.000
1, 173  acc:    43 /    43 = 100.000
1, 174  acc:     9 /     9 = 100.000
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    35 /    36 =  97.222
1, 177  acc:    41 /    42 =  97.619
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     1 /     1 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     9 /     9 = 100.000
1, 184  acc:    52 /    56 =  92.857
1, 185  acc:    23 /    24 =  95.833
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    54 /    55 =  98.182
1, 197  acc:    11 /    11 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /     9 =  88.889
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:    11 /    12 =  91.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265209 / 269038 =  98.577
Robust  acc:     1 /     2 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25163 / 25373 =  99.172
0, 1  acc: 31023 / 31282 =  99.172
0, 2  acc:  6115 /  6155 =  99.350
0, 3  acc: 24094 / 24292 =  99.185
0, 4  acc: 10745 / 10829 =  99.224
0, 5  acc:  5498 /  5541 =  99.224
0, 6  acc:  6729 /  6785 =  99.175
0, 7  acc: 11922 / 12016 =  99.218
1, 0  acc:  4398 /  4437 =  99.121
1, 1  acc:  4919 /  4962 =  99.133
1, 2  acc:  2245 /  2265 =  99.117
1, 3  acc:  2428 /  2446 =  99.264
1, 4  acc:  3096 /  3125 =  99.072
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3079 /  3111 =  98.971
1, 7  acc:  4642 /  4682 =  99.146
--------------------------------------
Average acc: 147092 / 148304 =  99.183
Robust  acc:  3079 /  3111 =  98.971
--------------------------------------
New max robust acc: 98.9713918354227
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed16.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed16.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: 57.778 | Best Acc: 94.703
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11057 / 12092 =  91.441
0, 1  acc: 13057 / 14179 =  92.087
0, 2  acc:  2734 /  3210 =  85.171
0, 3  acc: 11460 / 12101 =  94.703
0, 4  acc:  4708 /  5355 =  87.918
0, 5  acc:  2675 /  2980 =  89.765
0, 6  acc:  2748 /  3335 =  82.399
0, 7  acc:  4805 /  5723 =  83.959
1, 0  acc:  1426 /  2203 =  64.730
1, 1  acc:  1482 /  2270 =  65.286
1, 2  acc:   712 /  1216 =  58.553
1, 3  acc:   728 /  1260 =  57.778
1, 4  acc:   966 /  1627 =  59.373
1, 5  acc:   321 /   520 =  61.731
1, 6  acc:  1031 /  1537 =  67.079
1, 7  acc:  1429 /  2246 =  63.624
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   728 /  1260 =  57.778
------------------------------------
Accuracies by groups:
0, 0  acc: 11057 / 12092 =  91.441
0, 1  acc: 13057 / 14179 =  92.087
0, 2  acc:  2734 /  3210 =  85.171
0, 3  acc: 11460 / 12101 =  94.703
0, 4  acc:  4708 /  5355 =  87.918
0, 5  acc:  2675 /  2980 =  89.765
0, 6  acc:  2748 /  3335 =  82.399
0, 7  acc:  4805 /  5723 =  83.959
1, 0  acc:  1426 /  2203 =  64.730
1, 1  acc:  1482 /  2270 =  65.286
1, 2  acc:   712 /  1216 =  58.553
1, 3  acc:   728 /  1260 =  57.778
1, 4  acc:   966 /  1627 =  59.373
1, 5  acc:   321 /   520 =  61.731
1, 6  acc:  1031 /  1537 =  67.079
1, 7  acc:  1429 /  2246 =  63.624
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   728 /  1260 =  57.778
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11057 / 12092 =  91.441
0, 1  acc: 13057 / 14179 =  92.087
0, 2  acc:  2734 /  3210 =  85.171
0, 3  acc: 11460 / 12101 =  94.703
0, 4  acc:  4708 /  5355 =  87.918
0, 5  acc:  2675 /  2980 =  89.765
0, 6  acc:  2748 /  3335 =  82.399
0, 7  acc:  4805 /  5723 =  83.959
1, 0  acc:  1426 /  2203 =  64.730
1, 1  acc:  1482 /  2270 =  65.286
1, 2  acc:   712 /  1216 =  58.553
1, 3  acc:   728 /  1260 =  57.778
1, 4  acc:   966 /  1627 =  59.373
1, 5  acc:   321 /   520 =  61.731
1, 6  acc:  1031 /  1537 =  67.079
1, 7  acc:  1429 /  2246 =  63.624
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   728 /  1260 =  57.778
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed16.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed16.pt
