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_seed43.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: 43
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=43-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed43.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.021 | Train Acc: 85.049 | Val Loss: 0.000 | Val Acc: 92.023
Training:
Accuracies by groups:
0, 0  acc: 66426 / 73874 =  89.918
0, 1  acc:  6804 /  7639 =  89.069
0, 2  acc: 10229 / 11906 =  85.915
0, 3  acc:  4972 /  5749 =  86.485
0, 4  acc:  1313 /  2214 =  59.304
0, 5  acc:   141 /   255 =  55.294
0, 6  acc:   220 /   339 =  64.897
0, 7  acc:   194 /   310 =  62.581
0, 8  acc:  5990 /  6874 =  87.140
0, 9  acc:   394 /   469 =  84.009
0, 10  acc:   396 /   475 =  83.368
0, 11  acc:   291 /   348 =  83.621
0, 12  acc:   272 /   455 =  59.780
0, 13  acc:    26 /    46 =  56.522
0, 14  acc:    35 /    48 =  72.917
0, 15  acc:    14 /    23 =  60.870
0, 16  acc:  3869 /  5386 =  71.834
0, 17  acc:   155 /   213 =  72.770
0, 18  acc:   403 /   533 =  75.610
0, 19  acc:   127 /   175 =  72.571
0, 20  acc:    74 /   129 =  57.364
0, 21  acc:    12 /    20 =  60.000
0, 22  acc:    43 /    62 =  69.355
0, 23  acc:     4 /    22 =  18.182
0, 24  acc:   440 /   637 =  69.074
0, 25  acc:    40 /    45 =  88.889
0, 26  acc:    58 /    69 =  84.058
0, 27  acc:    16 /    19 =  84.211
0, 28  acc:    26 /    43 =  60.465
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     2 /    10 =  20.000
0, 31  acc:     9 /    12 =  75.000
0, 32  acc:  1405 /  1668 =  84.233
0, 33  acc:    73 /    83 =  87.952
0, 34  acc:    75 /    92 =  81.522
0, 35  acc:    17 /    21 =  80.952
0, 36  acc:    27 /    43 =  62.791
0, 37  acc:     2 /     5 =  40.000
0, 38  acc:    11 /    12 =  91.667
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   351 /   421 =  83.373
0, 41  acc:    16 /    20 =  80.000
0, 42  acc:    16 /    17 =  94.118
0, 43  acc:     7 /     9 =  77.778
0, 44  acc:    12 /    18 =  66.667
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     4 /     6 =  66.667
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   267 /   380 =  70.263
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    13 /    16 =  81.250
0, 51  acc:    11 /    13 =  84.615
0, 52  acc:     1 /     3 =  33.333
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     1 /     3 =  33.333
0, 55  acc:     1 /     2 =  50.000
0, 56  acc:   237 /   313 =  75.719
0, 57  acc:     5 /     6 =  83.333
0, 58  acc:     7 /    11 =  63.636
0, 59  acc:     8 /    10 =  80.000
0, 60  acc:     2 /    16 =  12.500
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     5 /     8 =  62.500
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1637 /  2564 =  63.846
0, 65  acc:   258 /   390 =  66.154
0, 66  acc:   152 /   241 =  63.071
0, 67  acc:   103 /   137 =  75.182
0, 68  acc:    37 /    56 =  66.071
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    17 /    30 =  56.667
0, 71  acc:     8 /    12 =  66.667
0, 72  acc:    52 /    63 =  82.540
0, 73  acc:     2 /     3 =  66.667
0, 74  acc:     5 /     6 =  83.333
0, 75  acc:     7 /     9 =  77.778
0, 76  acc:     3 /     9 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    59 /   108 =  54.630
0, 81  acc:     7 /    11 =  63.636
0, 82  acc:     6 /     8 =  75.000
0, 83  acc:     9 /    14 =  64.286
0, 84  acc:     2 /     7 =  28.571
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     8 /    13 =  61.538
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:    10 /    11 =  90.909
0, 89  acc:     1 /     3 =  33.333
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    42 /    68 =  61.765
0, 95  acc:     3 /     4 =  75.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    20 =  75.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:     9 /    15 =  60.000
0, 107  acc:     1 /     2 =  50.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /    11 =  72.727
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5498 /  7016 =  78.364
0, 118  acc:  1244 /  1644 =  75.669
0, 119  acc:   303 /   403 =  75.186
0, 120  acc:   285 /   353 =  80.737
0, 121  acc:    32 /    71 =  45.070
0, 122  acc:    28 /    33 =  84.848
0, 123  acc:     6 /    10 =  60.000
0, 124  acc:    21 /    28 =  75.000
0, 125  acc:   324 /   416 =  77.885
0, 126  acc:    98 /   128 =  76.562
0, 127  acc:    19 /    22 =  86.364
0, 128  acc:    43 /    58 =  74.138
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     1 /     2 =  50.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   161 /   253 =  63.636
0, 134  acc:    37 /    69 =  53.623
0, 135  acc:    23 /    29 =  79.310
0, 136  acc:    14 /    21 =  66.667
0, 137  acc:     3 /     7 =  42.857
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    35 /    70 =  50.000
0, 142  acc:     6 /    15 =  40.000
0, 143  acc:     1 /     3 =  33.333
0, 144  acc:     9 /    12 =  75.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   118 /   141 =  83.688
0, 149  acc:    16 /    19 =  84.211
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:    16 /    24 =  66.667
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    47 /    54 =  87.037
0, 155  acc:     4 /     6 =  66.667
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    18 /    23 =  78.261
0, 160  acc:     2 /     3 =  66.667
0, 161  acc:     6 /     6 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    11 =  81.818
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     3 /     6 =  50.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1021 /  1652 =  61.804
0, 170  acc:   218 /   412 =  52.913
0, 171  acc:    52 /   109 =  47.706
0, 172  acc:   113 /   182 =  62.088
0, 173  acc:    20 /    29 =  68.966
0, 174  acc:     2 /     6 =  33.333
0, 175  acc:     4 /     7 =  57.143
0, 176  acc:     6 /    14 =  42.857
0, 177  acc:    64 /    81 =  79.012
0, 178  acc:    19 /    20 =  95.000
0, 179  acc:     9 /    13 =  69.231
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     4 =  25.000
0, 184  acc:    47 /    72 =  65.278
0, 185  acc:     6 /     8 =  75.000
0, 186  acc:     7 /     9 =  77.778
0, 187  acc:     2 /     6 =  33.333
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    12 /    27 =  44.444
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     3 =   0.000
0, 196  acc:    32 /    50 =  64.000
0, 197  acc:    17 /    21 =  80.952
0, 198  acc:     1 /     8 =  12.500
0, 199  acc:     8 /     9 =  88.889
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    15 /    20 =  75.000
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     2 /     4 =  50.000
0, 209  acc:     4 /     7 =  57.143
0, 210  acc:     0 /     2 =   0.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     2 =   0.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     1 /     4 =  25.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     9 =  44.444
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     2 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 49353 / 56451 =  87.426
1, 1  acc:  4825 /  5723 =  84.309
1, 2  acc:  8355 / 10079 =  82.895
1, 3  acc:  3327 /  4113 =  80.890
1, 4  acc:  4626 /  5105 =  90.617
1, 5  acc:   812 /   886 =  91.648
1, 6  acc:   389 /   455 =  85.495
1, 7  acc:   534 /   602 =  88.704
1, 8  acc:  4068 /  5098 =  79.796
1, 9  acc:   305 /   362 =  84.254
1, 10  acc:   366 /   445 =  82.247
1, 11  acc:   198 /   247 =  80.162
1, 12  acc:   673 /   736 =  91.440
1, 13  acc:    99 /   105 =  94.286
1, 14  acc:   108 /   135 =  80.000
1, 15  acc:   113 /   141 =  80.142
1, 16  acc:  6459 /  7680 =  84.102
1, 17  acc:   215 /   250 =  86.000
1, 18  acc:   487 /   601 =  81.032
1, 19  acc:   155 /   206 =  75.243
1, 20  acc:   247 /   277 =  89.170
1, 21  acc:    31 /    32 =  96.875
1, 22  acc:   108 /   118 =  91.525
1, 23  acc:    29 /    32 =  90.625
1, 24  acc:   754 /   964 =  78.216
1, 25  acc:    18 /    23 =  78.261
1, 26  acc:    72 /    86 =  83.721
1, 27  acc:    11 /    12 =  91.667
1, 28  acc:   150 /   162 =  92.593
1, 29  acc:     3 /     4 =  75.000
1, 30  acc:    27 /    30 =  90.000
1, 31  acc:     4 /     7 =  57.143
1, 32  acc:  1264 /  1553 =  81.391
1, 33  acc:    63 /    78 =  80.769
1, 34  acc:    53 /    68 =  77.941
1, 35  acc:    16 /    20 =  80.000
1, 36  acc:    41 /    45 =  91.111
1, 37  acc:     0 /     0 =     nan
1, 38  acc:    24 /    29 =  82.759
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   312 /   389 =  80.206
1, 41  acc:    15 /    16 =  93.750
1, 42  acc:     8 /    16 =  50.000
1, 43  acc:    15 /    20 =  75.000
1, 44  acc:    17 /    23 =  73.913
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     5 /     8 =  62.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   399 /   495 =  80.606
1, 49  acc:     6 /    11 =  54.545
1, 50  acc:    27 /    35 =  77.143
1, 51  acc:    18 /    18 = 100.000
1, 52  acc:    13 /    14 =  92.857
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    30 /    34 =  88.235
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   318 /   391 =  81.330
1, 57  acc:    13 /    16 =  81.250
1, 58  acc:    18 /    19 =  94.737
1, 59  acc:    15 /    18 =  83.333
1, 60  acc:    23 /    29 =  79.310
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    17 =  94.118
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4513 /  5142 =  87.767
1, 65  acc:   615 /   737 =  83.446
1, 66  acc:   430 /   502 =  85.657
1, 67  acc:   139 /   176 =  78.977
1, 68  acc:   222 /   234 =  94.872
1, 69  acc:    41 /    42 =  97.619
1, 70  acc:    74 /    80 =  92.500
1, 71  acc:    18 /    18 = 100.000
1, 72  acc:    73 /    80 =  91.250
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    17 /    18 =  94.444
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   135 /   167 =  80.838
1, 81  acc:    20 /    29 =  68.966
1, 82  acc:    38 /    44 =  86.364
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     8 /     9 =  88.889
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    15 =  86.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     9 /    15 =  60.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:    82 /   121 =  67.769
1, 95  acc:    12 /    18 =  66.667
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    24 /    26 =  92.308
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    19 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    33 /    38 =  86.842
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    17 =  94.118
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     6 =  50.000
1, 112  acc:    26 /    26 = 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:  6004 /  7631 =  78.679
1, 118  acc:  1606 /  1953 =  82.232
1, 119  acc:   396 /   479 =  82.672
1, 120  acc:   396 /   494 =  80.162
1, 121  acc:   120 /   136 =  88.235
1, 122  acc:    58 /    64 =  90.625
1, 123  acc:    14 /    28 =  50.000
1, 124  acc:    41 /    43 =  95.349
1, 125  acc:   416 /   517 =  80.464
1, 126  acc:   124 /   145 =  85.517
1, 127  acc:    10 /    18 =  55.556
1, 128  acc:    30 /    45 =  66.667
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     8 /    11 =  72.727
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   317 /   393 =  80.662
1, 134  acc:    66 /    88 =  75.000
1, 135  acc:    22 /    28 =  78.571
1, 136  acc:    13 /    22 =  59.091
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     4 =  50.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    60 /    86 =  69.767
1, 142  acc:     9 /    14 =  64.286
1, 143  acc:     6 /     8 =  75.000
1, 144  acc:     2 /     4 =  50.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     2 =   0.000
1, 148  acc:   110 /   163 =  67.485
1, 149  acc:    12 /    20 =  60.000
1, 150  acc:    15 /    16 =  93.750
1, 151  acc:     2 /    18 =  11.111
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     5 /     8 =  62.500
1, 154  acc:    27 /    39 =  69.231
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:    24 /    27 =  88.889
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:    15 /    21 =  71.429
1, 165  acc:     3 /     4 =  75.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2780 /  3227 =  86.148
1, 170  acc:   547 /   638 =  85.737
1, 171  acc:   246 /   286 =  86.014
1, 172  acc:   159 /   189 =  84.127
1, 173  acc:    52 /    58 =  89.655
1, 174  acc:     6 /    10 =  60.000
1, 175  acc:    12 /    12 = 100.000
1, 176  acc:    29 /    41 =  70.732
1, 177  acc:    85 /    94 =  90.426
1, 178  acc:     7 /    10 =  70.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     6 /     8 =  75.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:    10 /    14 =  71.429
1, 184  acc:   116 /   130 =  89.231
1, 185  acc:    45 /    48 =  93.750
1, 186  acc:    18 /    29 =  62.069
1, 187  acc:    16 /    17 =  94.118
1, 188  acc:     1 /     3 =  33.333
1, 189  acc:     0 /     2 =   0.000
1, 190  acc:     6 /     7 =  85.714
1, 191  acc:     1 /     2 =  50.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    78 /    93 =  83.871
1, 197  acc:     7 /     9 =  77.778
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    18 =  83.333
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    12 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228814 / 269038 =  85.049
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23413 / 25373 =  92.275
0, 1  acc: 28760 / 31282 =  91.938
0, 2  acc:  5696 /  6155 =  92.543
0, 3  acc: 22331 / 24292 =  91.927
0, 4  acc:  9948 / 10829 =  91.864
0, 5  acc:  5099 /  5541 =  92.023
0, 6  acc:  6231 /  6785 =  91.835
0, 7  acc: 11102 / 12016 =  92.393
1, 0  acc:  4082 /  4437 =  91.999
1, 1  acc:  4521 /  4962 =  91.112
1, 2  acc:  2108 /  2265 =  93.068
1, 3  acc:  2227 /  2446 =  91.047
1, 4  acc:  2870 /  3125 =  91.840
1, 5  acc:   937 /  1003 =  93.420
1, 6  acc:  2874 /  3111 =  92.382
1, 7  acc:  4296 /  4682 =  91.756
--------------------------------------
Average acc: 136495 / 148304 =  92.037
Robust  acc:  2227 /  2446 =  91.047
--------------------------------------
New max robust acc: 91.0466067048242
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed43.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: 59.190 | Best Acc: 87.662
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10287 / 12092 =  85.073
0, 1  acc: 12212 / 14179 =  86.127
0, 2  acc:  1900 /  3210 =  59.190
0, 3  acc: 10608 / 12101 =  87.662
0, 4  acc:  3857 /  5355 =  72.026
0, 5  acc:  2414 /  2980 =  81.007
0, 6  acc:  2178 /  3335 =  65.307
0, 7  acc:  4061 /  5723 =  70.959
1, 0  acc:  1627 /  2203 =  73.854
1, 1  acc:  1671 /  2270 =  73.612
1, 2  acc:   986 /  1216 =  81.086
1, 3  acc:   938 /  1260 =  74.444
1, 4  acc:  1255 /  1627 =  77.136
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1203 /  1537 =  78.269
1, 7  acc:  1647 /  2246 =  73.330
------------------------------------
Average acc: 57236 / 71854 =  79.656
Robust  acc:  1900 /  3210 =  59.190
------------------------------------
Accuracies by groups:
0, 0  acc: 10287 / 12092 =  85.073
0, 1  acc: 12212 / 14179 =  86.127
0, 2  acc:  1900 /  3210 =  59.190
0, 3  acc: 10608 / 12101 =  87.662
0, 4  acc:  3857 /  5355 =  72.026
0, 5  acc:  2414 /  2980 =  81.007
0, 6  acc:  2178 /  3335 =  65.307
0, 7  acc:  4061 /  5723 =  70.959
1, 0  acc:  1627 /  2203 =  73.854
1, 1  acc:  1671 /  2270 =  73.612
1, 2  acc:   986 /  1216 =  81.086
1, 3  acc:   938 /  1260 =  74.444
1, 4  acc:  1255 /  1627 =  77.136
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1203 /  1537 =  78.269
1, 7  acc:  1647 /  2246 =  73.330
------------------------------------
Average acc: 57236 / 71854 =  79.656
Robust  acc:  1900 /  3210 =  59.190
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10287 / 12092 =  85.073
0, 1  acc: 12212 / 14179 =  86.127
0, 2  acc:  1900 /  3210 =  59.190
0, 3  acc: 10608 / 12101 =  87.662
0, 4  acc:  3857 /  5355 =  72.026
0, 5  acc:  2414 /  2980 =  81.007
0, 6  acc:  2178 /  3335 =  65.307
0, 7  acc:  4061 /  5723 =  70.959
1, 0  acc:  1627 /  2203 =  73.854
1, 1  acc:  1671 /  2270 =  73.612
1, 2  acc:   986 /  1216 =  81.086
1, 3  acc:   938 /  1260 =  74.444
1, 4  acc:  1255 /  1627 =  77.136
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1203 /  1537 =  78.269
1, 7  acc:  1647 /  2246 =  73.330
------------------------------------
Average acc: 57236 / 71854 =  79.656
Robust  acc:  1900 /  3210 =  59.190
------------------------------------

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: 93.898 | Val Loss: 0.000 | Val Acc: 97.095
Training:
Accuracies by groups:
0, 0  acc: 69933 / 73432 =  95.235
0, 1  acc:  7357 /  7731 =  95.162
0, 2  acc: 11162 / 11914 =  93.688
0, 3  acc:  5531 /  5904 =  93.682
0, 4  acc:  1810 /  2273 =  79.630
0, 5  acc:   193 /   269 =  71.747
0, 6  acc:   304 /   347 =  87.608
0, 7  acc:   274 /   324 =  84.568
0, 8  acc:  6361 /  6813 =  93.366
0, 9  acc:   473 /   517 =  91.489
0, 10  acc:   464 /   503 =  92.247
0, 11  acc:   300 /   332 =  90.361
0, 12  acc:   322 /   406 =  79.310
0, 13  acc:    40 /    52 =  76.923
0, 14  acc:    32 /    44 =  72.727
0, 15  acc:    23 /    34 =  67.647
0, 16  acc:  4831 /  5537 =  87.249
0, 17  acc:   176 /   197 =  89.340
0, 18  acc:   486 /   537 =  90.503
0, 19  acc:   131 /   152 =  86.184
0, 20  acc:    99 /   127 =  77.953
0, 21  acc:    13 /    15 =  86.667
0, 22  acc:    48 /    60 =  80.000
0, 23  acc:    12 /    18 =  66.667
0, 24  acc:   614 /   731 =  83.995
0, 25  acc:    46 /    48 =  95.833
0, 26  acc:    68 /    75 =  90.667
0, 27  acc:    22 /    25 =  88.000
0, 28  acc:    53 /    58 =  91.379
0, 29  acc:     0 /     3 =   0.000
0, 30  acc:     8 /    10 =  80.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  1623 /  1734 =  93.599
0, 33  acc:    79 /    86 =  91.860
0, 34  acc:    67 /    75 =  89.333
0, 35  acc:    15 /    16 =  93.750
0, 36  acc:    24 /    24 = 100.000
0, 37  acc:     6 /    10 =  60.000
0, 38  acc:    14 /    19 =  73.684
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   403 /   432 =  93.287
0, 41  acc:    19 /    19 = 100.000
0, 42  acc:     9 /    10 =  90.000
0, 43  acc:    12 /    13 =  92.308
0, 44  acc:    16 /    16 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     5 /     7 =  71.429
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   343 /   381 =  90.026
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    13 /    15 =  86.667
0, 51  acc:    21 /    22 =  95.455
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     3 /     6 =  50.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   294 /   334 =  88.024
0, 57  acc:     4 /     5 =  80.000
0, 58  acc:    11 /    12 =  91.667
0, 59  acc:     7 /     8 =  87.500
0, 60  acc:    12 /    20 =  60.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     5 /     6 =  83.333
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2092 /  2466 =  84.834
0, 65  acc:   304 /   376 =  80.851
0, 66  acc:   236 /   273 =  86.447
0, 67  acc:    94 /   104 =  90.385
0, 68  acc:    26 /    41 =  63.415
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:    17 /    25 =  68.000
0, 71  acc:     6 /     7 =  85.714
0, 72  acc:    64 /    69 =  92.754
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:    10 /    11 =  90.909
0, 75  acc:     7 /     8 =  87.500
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:    72 /    97 =  74.227
0, 81  acc:    10 /    13 =  76.923
0, 82  acc:     8 /    10 =  80.000
0, 83  acc:     8 /    10 =  80.000
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     6 /     8 =  75.000
0, 89  acc:     3 /     3 = 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 /     0 =     nan
0, 94  acc:    62 /    66 =  93.939
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     0 /     1 =   0.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    19 /    20 =  95.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     7 /    10 =  70.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     1 /     3 =  33.333
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6400 /  7108 =  90.039
0, 118  acc:  1509 /  1680 =  89.821
0, 119  acc:   341 /   382 =  89.267
0, 120  acc:   316 /   357 =  88.515
0, 121  acc:    47 /    67 =  70.149
0, 122  acc:    35 /    39 =  89.744
0, 123  acc:     1 /     1 = 100.000
0, 124  acc:    19 /    21 =  90.476
0, 125  acc:   335 /   370 =  90.541
0, 126  acc:   109 /   129 =  84.496
0, 127  acc:    25 /    27 =  92.593
0, 128  acc:    47 /    49 =  95.918
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   223 /   251 =  88.845
0, 134  acc:    58 /    67 =  86.567
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    28 /    30 =  93.333
0, 137  acc:     5 /     6 =  83.333
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    59 =  83.051
0, 142  acc:     3 /     8 =  37.500
0, 143  acc:     1 /     5 =  20.000
0, 144  acc:    20 /    24 =  83.333
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   138 /   146 =  94.521
0, 149  acc:    20 /    22 =  90.909
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    19 /    25 =  76.000
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    44 /    45 =  97.778
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    26 /    33 =  78.788
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /    11 =  72.727
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    14 /    14 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1419 /  1729 =  82.071
0, 170  acc:   349 /   428 =  81.542
0, 171  acc:    80 /    94 =  85.106
0, 172  acc:   164 /   187 =  87.701
0, 173  acc:    15 /    21 =  71.429
0, 174  acc:     2 /     5 =  40.000
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:     6 /    15 =  40.000
0, 177  acc:    63 /    70 =  90.000
0, 178  acc:    12 /    14 =  85.714
0, 179  acc:     9 /    11 =  81.818
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    52 /    62 =  83.871
0, 185  acc:     3 /     4 =  75.000
0, 186  acc:     5 /     7 =  71.429
0, 187  acc:     6 /     8 =  75.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    31 =  83.871
0, 192  acc:     2 /     4 =  50.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    38 /    46 =  82.609
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     8 /    10 =  80.000
0, 199  acc:    13 /    14 =  92.857
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    26 /    26 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     3 /     5 =  60.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     4 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 54203 / 56412 =  96.084
1, 1  acc:  5595 /  5869 =  95.331
1, 2  acc:  9454 / 10036 =  94.201
1, 3  acc:  3874 /  4139 =  93.597
1, 4  acc:  4741 /  4950 =  95.778
1, 5  acc:   872 /   908 =  96.035
1, 6  acc:   480 /   510 =  94.118
1, 7  acc:   562 /   588 =  95.578
1, 8  acc:  4768 /  5063 =  94.173
1, 9  acc:   331 /   356 =  92.978
1, 10  acc:   451 /   497 =  90.744
1, 11  acc:   218 /   235 =  92.766
1, 12  acc:   726 /   764 =  95.026
1, 13  acc:    95 /   100 =  95.000
1, 14  acc:   118 /   125 =  94.400
1, 15  acc:   122 /   132 =  92.424
1, 16  acc:  7119 /  7572 =  94.017
1, 17  acc:   259 /   275 =  94.182
1, 18  acc:   549 /   579 =  94.819
1, 19  acc:   197 /   212 =  92.925
1, 20  acc:   241 /   253 =  95.257
1, 21  acc:    34 /    36 =  94.444
1, 22  acc:   115 /   125 =  92.000
1, 23  acc:    29 /    34 =  85.294
1, 24  acc:   876 /   951 =  92.114
1, 25  acc:    17 /    18 =  94.444
1, 26  acc:   104 /   111 =  93.694
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   125 /   131 =  95.420
1, 29  acc:     3 /     4 =  75.000
1, 30  acc:    34 /    35 =  97.143
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:  1495 /  1576 =  94.860
1, 33  acc:    64 /    67 =  95.522
1, 34  acc:    48 /    51 =  94.118
1, 35  acc:    18 /    21 =  85.714
1, 36  acc:    44 /    45 =  97.778
1, 37  acc:     4 /     6 =  66.667
1, 38  acc:    30 /    34 =  88.235
1, 39  acc:     2 /     4 =  50.000
1, 40  acc:   382 /   411 =  92.944
1, 41  acc:    13 /    13 = 100.000
1, 42  acc:     4 /     6 =  66.667
1, 43  acc:    25 /    28 =  89.286
1, 44  acc:    36 /    38 =  94.737
1, 45  acc:     2 /     4 =  50.000
1, 46  acc:    11 /    12 =  91.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   534 /   564 =  94.681
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    40 /    41 =  97.561
1, 51  acc:    28 /    29 =  96.552
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    35 =  91.429
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   364 /   398 =  91.457
1, 57  acc:    12 /    13 =  92.308
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:     7 /    10 =  70.000
1, 60  acc:    23 /    25 =  92.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    17 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4927 /  5184 =  95.042
1, 65  acc:   660 /   715 =  92.308
1, 66  acc:   417 /   437 =  95.423
1, 67  acc:   170 /   180 =  94.444
1, 68  acc:   225 /   233 =  96.567
1, 69  acc:    34 /    35 =  97.143
1, 70  acc:    72 /    75 =  96.000
1, 71  acc:    18 /    18 = 100.000
1, 72  acc:    74 /    80 =  92.500
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    18 /    19 =  94.737
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   164 /   174 =  94.253
1, 81  acc:    22 /    29 =  75.862
1, 82  acc:    43 /    48 =  89.583
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    22 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:   129 /   138 =  93.478
1, 95  acc:     9 /    11 =  81.818
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    23 /    24 =  95.833
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    20 =  95.000
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:    30 /    30 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    19 /    19 = 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:  6991 /  7609 =  91.878
1, 118  acc:  1703 /  1834 =  92.857
1, 119  acc:   426 /   456 =  93.421
1, 120  acc:   489 /   523 =  93.499
1, 121  acc:   146 /   152 =  96.053
1, 122  acc:    66 /    72 =  91.667
1, 123  acc:    22 /    24 =  91.667
1, 124  acc:    40 /    41 =  97.561
1, 125  acc:   445 /   479 =  92.902
1, 126  acc:   110 /   120 =  91.667
1, 127  acc:    25 /    28 =  89.286
1, 128  acc:    31 /    35 =  88.571
1, 129  acc:    12 /    13 =  92.308
1, 130  acc:     8 /     9 =  88.889
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:   400 /   422 =  94.787
1, 134  acc:    80 /    85 =  94.118
1, 135  acc:    27 /    28 =  96.429
1, 136  acc:    10 /    16 =  62.500
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     5 /     6 =  83.333
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     1 /     2 =  50.000
1, 141  acc:    70 /    89 =  78.652
1, 142  acc:    10 /    11 =  90.909
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   179 /   196 =  91.327
1, 149  acc:    11 /    14 =  78.571
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:     3 /    11 =  27.273
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    31 /    36 =  86.111
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    10 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    23 /    24 =  95.833
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    25 /    26 =  96.154
1, 165  acc:     4 /     5 =  80.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3089 /  3309 =  93.351
1, 170  acc:   640 /   682 =  93.842
1, 171  acc:   255 /   264 =  96.591
1, 172  acc:   188 /   201 =  93.532
1, 173  acc:    38 /    40 =  95.000
1, 174  acc:     8 /    10 =  80.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    62 /    66 =  93.939
1, 177  acc:    73 /    75 =  97.333
1, 178  acc:    15 /    16 =  93.750
1, 179  acc:     2 /     6 =  33.333
1, 180  acc:     7 /     8 =  87.500
1, 181  acc:    11 /    11 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    13 /    14 =  92.857
1, 184  acc:   108 /   112 =  96.429
1, 185  acc:    41 /    43 =  95.349
1, 186  acc:    16 /    17 =  94.118
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     1 /     3 =  33.333
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     5 /     6 =  83.333
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    92 /   104 =  88.462
1, 197  acc:    14 /    15 =  93.333
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    11 =  90.909
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    14 =  78.571
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     5 /     5 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252621 / 269038 =  93.898
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24621 / 25373 =  97.036
0, 1  acc: 30375 / 31282 =  97.101
0, 2  acc:  5953 /  6155 =  96.718
0, 3  acc: 23585 / 24292 =  97.090
0, 4  acc: 10500 / 10829 =  96.962
0, 5  acc:  5376 /  5541 =  97.022
0, 6  acc:  6592 /  6785 =  97.155
0, 7  acc: 11677 / 12016 =  97.179
1, 0  acc:  4308 /  4437 =  97.093
1, 1  acc:  4820 /  4962 =  97.138
1, 2  acc:  2206 /  2265 =  97.395
1, 3  acc:  2373 /  2446 =  97.016
1, 4  acc:  3040 /  3125 =  97.280
1, 5  acc:   962 /  1003 =  95.912
1, 6  acc:  3028 /  3111 =  97.332
1, 7  acc:  4554 /  4682 =  97.266
--------------------------------------
Average acc: 143970 / 148304 =  97.078
Robust  acc:   962 /  1003 =  95.912
--------------------------------------
New max robust acc: 95.91226321036889
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed43.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed43.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: 51.936 | Best Acc: 94.843
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11148 / 12092 =  92.193
0, 1  acc: 13231 / 14179 =  93.314
0, 2  acc:  2574 /  3210 =  80.187
0, 3  acc: 11477 / 12101 =  94.843
0, 4  acc:  4828 /  5355 =  90.159
0, 5  acc:  2750 /  2980 =  92.282
0, 6  acc:  2773 /  3335 =  83.148
0, 7  acc:  4943 /  5723 =  86.371
1, 0  acc:  1341 /  2203 =  60.872
1, 1  acc:  1388 /  2270 =  61.145
1, 2  acc:   732 /  1216 =  60.197
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   845 /  1627 =  51.936
1, 5  acc:   282 /   520 =  54.231
1, 6  acc:   929 /  1537 =  60.442
1, 7  acc:  1280 /  2246 =  56.990
------------------------------------
Average acc: 61202 / 71854 =  85.175
Robust  acc:   845 /  1627 =  51.936
------------------------------------
Accuracies by groups:
0, 0  acc: 11148 / 12092 =  92.193
0, 1  acc: 13231 / 14179 =  93.314
0, 2  acc:  2574 /  3210 =  80.187
0, 3  acc: 11477 / 12101 =  94.843
0, 4  acc:  4828 /  5355 =  90.159
0, 5  acc:  2750 /  2980 =  92.282
0, 6  acc:  2773 /  3335 =  83.148
0, 7  acc:  4943 /  5723 =  86.371
1, 0  acc:  1341 /  2203 =  60.872
1, 1  acc:  1388 /  2270 =  61.145
1, 2  acc:   732 /  1216 =  60.197
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   845 /  1627 =  51.936
1, 5  acc:   282 /   520 =  54.231
1, 6  acc:   929 /  1537 =  60.442
1, 7  acc:  1280 /  2246 =  56.990
------------------------------------
Average acc: 61202 / 71854 =  85.175
Robust  acc:   845 /  1627 =  51.936
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11148 / 12092 =  92.193
0, 1  acc: 13231 / 14179 =  93.314
0, 2  acc:  2574 /  3210 =  80.187
0, 3  acc: 11477 / 12101 =  94.843
0, 4  acc:  4828 /  5355 =  90.159
0, 5  acc:  2750 /  2980 =  92.282
0, 6  acc:  2773 /  3335 =  83.148
0, 7  acc:  4943 /  5723 =  86.371
1, 0  acc:  1341 /  2203 =  60.872
1, 1  acc:  1388 /  2270 =  61.145
1, 2  acc:   732 /  1216 =  60.197
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   845 /  1627 =  51.936
1, 5  acc:   282 /   520 =  54.231
1, 6  acc:   929 /  1537 =  60.442
1, 7  acc:  1280 /  2246 =  56.990
------------------------------------
Average acc: 61202 / 71854 =  85.175
Robust  acc:   845 /  1627 =  51.936
------------------------------------

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: 96.764 | Val Loss: 0.000 | Val Acc: 98.201
Training:
Accuracies by groups:
0, 0  acc: 71330 / 73353 =  97.242
0, 1  acc:  7508 /  7744 =  96.952
0, 2  acc: 11363 / 11767 =  96.567
0, 3  acc:  5629 /  5850 =  96.222
0, 4  acc:  2024 /  2232 =  90.681
0, 5  acc:   237 /   281 =  84.342
0, 6  acc:   292 /   330 =  88.485
0, 7  acc:   252 /   278 =  90.647
0, 8  acc:  6527 /  6796 =  96.042
0, 9  acc:   487 /   511 =  95.303
0, 10  acc:   458 /   481 =  95.218
0, 11  acc:   304 /   322 =  94.410
0, 12  acc:   374 /   417 =  89.688
0, 13  acc:    36 /    45 =  80.000
0, 14  acc:    42 /    44 =  95.455
0, 15  acc:    25 /    29 =  86.207
0, 16  acc:  5133 /  5494 =  93.429
0, 17  acc:   177 /   189 =  93.651
0, 18  acc:   464 /   496 =  93.548
0, 19  acc:   144 /   158 =  91.139
0, 20  acc:   117 /   136 =  86.029
0, 21  acc:    11 /    13 =  84.615
0, 22  acc:    49 /    56 =  87.500
0, 23  acc:    12 /    14 =  85.714
0, 24  acc:   625 /   677 =  92.319
0, 25  acc:    33 /    34 =  97.059
0, 26  acc:    66 /    74 =  89.189
0, 27  acc:    23 /    24 =  95.833
0, 28  acc:    32 /    36 =  88.889
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  1634 /  1718 =  95.111
0, 33  acc:    81 /    83 =  97.590
0, 34  acc:    89 /    92 =  96.739
0, 35  acc:    27 /    28 =  96.429
0, 36  acc:    35 /    37 =  94.595
0, 37  acc:     7 /     8 =  87.500
0, 38  acc:    12 /    12 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   433 /   455 =  95.165
0, 41  acc:    15 /    15 = 100.000
0, 42  acc:    17 /    19 =  89.474
0, 43  acc:    16 /    16 = 100.000
0, 44  acc:    15 /    17 =  88.235
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     3 /     4 =  75.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   313 /   337 =  92.878
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    15 /    16 =  93.750
0, 51  acc:     8 /     8 = 100.000
0, 52  acc:     6 /     9 =  66.667
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     2 /     3 =  66.667
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   305 /   321 =  95.016
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:     9 /    11 =  81.818
0, 59  acc:    11 /    12 =  91.667
0, 60  acc:    12 /    15 =  80.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2374 /  2591 =  91.625
0, 65  acc:   368 /   400 =  92.000
0, 66  acc:   218 /   241 =  90.456
0, 67  acc:    91 /   101 =  90.099
0, 68  acc:    34 /    43 =  79.070
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    19 /    24 =  79.167
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    58 /    60 =  96.667
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     0 /     2 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    79 /    83 =  95.181
0, 81  acc:    11 /    11 = 100.000
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     0 /     3 =   0.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    11 /    12 =  91.667
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    11 /    13 =  84.615
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     3 =  66.667
0, 94  acc:    61 /    69 =  88.406
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    17 /    17 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    14 /    16 =  87.500
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     5 /     7 =  71.429
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     1 =   0.000
0, 117  acc:  6740 /  7132 =  94.504
0, 118  acc:  1617 /  1689 =  95.737
0, 119  acc:   409 /   432 =  94.676
0, 120  acc:   320 /   341 =  93.842
0, 121  acc:    50 /    63 =  79.365
0, 122  acc:    31 /    34 =  91.176
0, 123  acc:     7 /     8 =  87.500
0, 124  acc:    27 /    30 =  90.000
0, 125  acc:   380 /   396 =  95.960
0, 126  acc:    97 /   103 =  94.175
0, 127  acc:    29 /    32 =  90.625
0, 128  acc:    47 /    48 =  97.917
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   222 /   236 =  94.068
0, 134  acc:    87 /    96 =  90.625
0, 135  acc:    27 /    29 =  93.103
0, 136  acc:    16 /    18 =  88.889
0, 137  acc:    10 /    12 =  83.333
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    63 =  90.476
0, 142  acc:    14 /    15 =  93.333
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:    12 /    13 =  92.308
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     3 /     4 =  75.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   118 /   125 =  94.400
0, 149  acc:    11 /    11 = 100.000
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    19 /    26 =  73.077
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    59 /    61 =  96.721
0, 155  acc:     9 /    10 =  90.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    23 =  95.652
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    18 =  94.444
0, 165  acc:     1 /     2 =  50.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1553 /  1729 =  89.821
0, 170  acc:   384 /   412 =  93.204
0, 171  acc:   100 /   113 =  88.496
0, 172  acc:   171 /   189 =  90.476
0, 173  acc:    17 /    17 = 100.000
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     6 /     7 =  85.714
0, 176  acc:     3 /     9 =  33.333
0, 177  acc:    68 /    74 =  91.892
0, 178  acc:     7 /     7 = 100.000
0, 179  acc:    11 /    11 = 100.000
0, 180  acc:     1 /     3 =  33.333
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    54 /    58 =  93.103
0, 185  acc:     7 /     8 =  87.500
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:     5 /     5 = 100.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    38 =  84.211
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    49 /    54 =  90.741
0, 197  acc:    18 /    19 =  94.737
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:    17 /    17 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    18 /    22 =  81.818
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     8 /     9 =  88.889
0, 209  acc:     8 /    11 =  72.727
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     3 /     4 =  75.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 55636 / 56762 =  98.016
1, 1  acc:  5671 /  5811 =  97.591
1, 2  acc:  9746 / 10018 =  97.285
1, 3  acc:  4101 /  4223 =  97.111
1, 4  acc:  4924 /  5035 =  97.795
1, 5  acc:   851 /   866 =  98.268
1, 6  acc:   505 /   518 =  97.490
1, 7  acc:   642 /   657 =  97.717
1, 8  acc:  4887 /  5036 =  97.041
1, 9  acc:   360 /   368 =  97.826
1, 10  acc:   441 /   451 =  97.783
1, 11  acc:   211 /   217 =  97.235
1, 12  acc:   748 /   768 =  97.396
1, 13  acc:    92 /   101 =  91.089
1, 14  acc:   135 /   139 =  97.122
1, 15  acc:   155 /   158 =  98.101
1, 16  acc:  7405 /  7616 =  97.230
1, 17  acc:   254 /   260 =  97.692
1, 18  acc:   546 /   567 =  96.296
1, 19  acc:   210 /   213 =  98.592
1, 20  acc:   275 /   284 =  96.831
1, 21  acc:    41 /    42 =  97.619
1, 22  acc:   114 /   120 =  95.000
1, 23  acc:    43 /    43 = 100.000
1, 24  acc:   961 /  1002 =  95.908
1, 25  acc:    17 /    20 =  85.000
1, 26  acc:   107 /   108 =  99.074
1, 27  acc:    21 /    21 = 100.000
1, 28  acc:   128 /   132 =  96.970
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    27 /    27 = 100.000
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1514 /  1567 =  96.618
1, 33  acc:    81 /    86 =  94.186
1, 34  acc:    51 /    54 =  94.444
1, 35  acc:    22 /    22 = 100.000
1, 36  acc:    54 /    54 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    29 /    30 =  96.667
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   359 /   366 =  98.087
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:    13 /    14 =  92.857
1, 43  acc:    30 /    31 =  96.774
1, 44  acc:    23 /    23 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    10 /    11 =  90.909
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   485 /   500 =  97.000
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    47 /    48 =  97.917
1, 51  acc:    27 /    27 = 100.000
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    32 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   360 /   369 =  97.561
1, 57  acc:    16 /    17 =  94.118
1, 58  acc:    17 /    17 = 100.000
1, 59  acc:    14 /    14 = 100.000
1, 60  acc:    28 /    29 =  96.552
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    21 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5001 /  5139 =  97.315
1, 65  acc:   678 /   696 =  97.414
1, 66  acc:   454 /   470 =  96.596
1, 67  acc:   188 /   193 =  97.409
1, 68  acc:   227 /   232 =  97.845
1, 69  acc:    51 /    51 = 100.000
1, 70  acc:    67 /    67 = 100.000
1, 71  acc:    19 /    19 = 100.000
1, 72  acc:   107 /   111 =  96.396
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    25 /    25 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   165 /   171 =  96.491
1, 81  acc:     5 /     8 =  62.500
1, 82  acc:    41 /    42 =  97.619
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:    12 /    13 =  92.308
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    26 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    25 /    25 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   138 /   141 =  97.872
1, 95  acc:    21 /    21 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    18 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    17 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    35 /    35 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    17 =  94.118
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:    15 /    16 =  93.750
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:  7340 /  7608 =  96.477
1, 118  acc:  1840 /  1900 =  96.842
1, 119  acc:   450 /   467 =  96.360
1, 120  acc:   463 /   477 =  97.065
1, 121  acc:   138 /   141 =  97.872
1, 122  acc:    76 /    78 =  97.436
1, 123  acc:    24 /    24 = 100.000
1, 124  acc:    37 /    41 =  90.244
1, 125  acc:   500 /   519 =  96.339
1, 126  acc:   114 /   119 =  95.798
1, 127  acc:    22 /    22 = 100.000
1, 128  acc:    33 /    36 =  91.667
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   379 /   389 =  97.429
1, 134  acc:    76 /    78 =  97.436
1, 135  acc:    30 /    31 =  96.774
1, 136  acc:    26 /    27 =  96.296
1, 137  acc:     9 /     9 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    98 /   103 =  95.146
1, 142  acc:    16 /    18 =  88.889
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   176 /   182 =  96.703
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:    19 /    19 = 100.000
1, 151  acc:     6 /    13 =  46.154
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    33 /    34 =  97.059
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     7 =  85.714
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    28 =  96.429
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    28 /    29 =  96.552
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3218 /  3308 =  97.279
1, 170  acc:   597 /   612 =  97.549
1, 171  acc:   229 /   230 =  99.565
1, 172  acc:   214 /   220 =  97.273
1, 173  acc:    46 /    47 =  97.872
1, 174  acc:    12 /    13 =  92.308
1, 175  acc:    13 /    13 = 100.000
1, 176  acc:    44 /    45 =  97.778
1, 177  acc:    66 /    68 =  97.059
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     7 /     8 =  87.500
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    24 /    24 = 100.000
1, 184  acc:   114 /   120 =  95.000
1, 185  acc:    45 /    45 = 100.000
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:     8 /     9 =  88.889
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    97 /   101 =  96.040
1, 197  acc:     9 /    10 =  90.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    12 =  83.333
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    21 /    22 =  95.455
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     7 /     8 =  87.500
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260333 / 269038 =  96.764
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24901 / 25373 =  98.140
0, 1  acc: 30705 / 31282 =  98.155
0, 2  acc:  6038 /  6155 =  98.099
0, 3  acc: 23835 / 24292 =  98.119
0, 4  acc: 10641 / 10829 =  98.264
0, 5  acc:  5444 /  5541 =  98.249
0, 6  acc:  6670 /  6785 =  98.305
0, 7  acc: 11823 / 12016 =  98.394
1, 0  acc:  4355 /  4437 =  98.152
1, 1  acc:  4873 /  4962 =  98.206
1, 2  acc:  2222 /  2265 =  98.102
1, 3  acc:  2396 /  2446 =  97.956
1, 4  acc:  3065 /  3125 =  98.080
1, 5  acc:   983 /  1003 =  98.006
1, 6  acc:  3061 /  3111 =  98.393
1, 7  acc:  4595 /  4682 =  98.142
--------------------------------------
Average acc: 145607 / 148304 =  98.181
Robust  acc:  2396 /  2446 =  97.956
--------------------------------------
New max robust acc: 97.95584627964023
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed43.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed43.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: 62.063 | Best Acc: 92.786
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10850 / 12092 =  89.729
0, 1  acc: 12892 / 14179 =  90.923
0, 2  acc:  2464 /  3210 =  76.760
0, 3  acc: 11228 / 12101 =  92.786
0, 4  acc:  4440 /  5355 =  82.913
0, 5  acc:  2661 /  2980 =  89.295
0, 6  acc:  2530 /  3335 =  75.862
0, 7  acc:  4648 /  5723 =  81.216
1, 0  acc:  1489 /  2203 =  67.590
1, 1  acc:  1492 /  2270 =  65.727
1, 2  acc:   801 /  1216 =  65.872
1, 3  acc:   782 /  1260 =  62.063
1, 4  acc:  1045 /  1627 =  64.229
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1471 /  2246 =  65.494
------------------------------------
Average acc: 60212 / 71854 =  83.798
Robust  acc:   782 /  1260 =  62.063
------------------------------------
Accuracies by groups:
0, 0  acc: 10850 / 12092 =  89.729
0, 1  acc: 12892 / 14179 =  90.923
0, 2  acc:  2464 /  3210 =  76.760
0, 3  acc: 11228 / 12101 =  92.786
0, 4  acc:  4440 /  5355 =  82.913
0, 5  acc:  2661 /  2980 =  89.295
0, 6  acc:  2530 /  3335 =  75.862
0, 7  acc:  4648 /  5723 =  81.216
1, 0  acc:  1489 /  2203 =  67.590
1, 1  acc:  1492 /  2270 =  65.727
1, 2  acc:   801 /  1216 =  65.872
1, 3  acc:   782 /  1260 =  62.063
1, 4  acc:  1045 /  1627 =  64.229
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1471 /  2246 =  65.494
------------------------------------
Average acc: 60212 / 71854 =  83.798
Robust  acc:   782 /  1260 =  62.063
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10850 / 12092 =  89.729
0, 1  acc: 12892 / 14179 =  90.923
0, 2  acc:  2464 /  3210 =  76.760
0, 3  acc: 11228 / 12101 =  92.786
0, 4  acc:  4440 /  5355 =  82.913
0, 5  acc:  2661 /  2980 =  89.295
0, 6  acc:  2530 /  3335 =  75.862
0, 7  acc:  4648 /  5723 =  81.216
1, 0  acc:  1489 /  2203 =  67.590
1, 1  acc:  1492 /  2270 =  65.727
1, 2  acc:   801 /  1216 =  65.872
1, 3  acc:   782 /  1260 =  62.063
1, 4  acc:  1045 /  1627 =  64.229
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1471 /  2246 =  65.494
------------------------------------
Average acc: 60212 / 71854 =  83.798
Robust  acc:   782 /  1260 =  62.063
------------------------------------

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: 0.005 | Train Acc: 98.007 | Val Loss: 0.000 | Val Acc: 98.481
Training:
Accuracies by groups:
0, 0  acc: 72092 / 73399 =  98.219
0, 1  acc:  7654 /  7795 =  98.191
0, 2  acc: 11787 / 12051 =  97.809
0, 3  acc:  5651 /  5773 =  97.887
0, 4  acc:  2144 /  2271 =  94.408
0, 5  acc:   276 /   301 =  91.694
0, 6  acc:   306 /   326 =  93.865
0, 7  acc:   293 /   309 =  94.822
0, 8  acc:  6623 /  6787 =  97.584
0, 9  acc:   490 /   502 =  97.610
0, 10  acc:   513 /   525 =  97.714
0, 11  acc:   313 /   325 =  96.308
0, 12  acc:   418 /   447 =  93.512
0, 13  acc:    29 /    32 =  90.625
0, 14  acc:    58 /    65 =  89.231
0, 15  acc:    18 /    24 =  75.000
0, 16  acc:  5337 /  5554 =  96.093
0, 17  acc:   197 /   203 =  97.044
0, 18  acc:   524 /   541 =  96.858
0, 19  acc:   147 /   154 =  95.455
0, 20  acc:   115 /   121 =  95.041
0, 21  acc:    19 /    19 = 100.000
0, 22  acc:    59 /    61 =  96.721
0, 23  acc:    10 /    12 =  83.333
0, 24  acc:   663 /   697 =  95.122
0, 25  acc:    36 /    36 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    24 /    25 =  96.000
0, 28  acc:    46 /    56 =  82.143
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:    10 /    11 =  90.909
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  1587 /  1636 =  97.005
0, 33  acc:    90 /    94 =  95.745
0, 34  acc:    78 /    78 = 100.000
0, 35  acc:    21 /    21 = 100.000
0, 36  acc:    32 /    32 = 100.000
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   408 /   416 =  98.077
0, 41  acc:    17 /    17 = 100.000
0, 42  acc:    13 /    15 =  86.667
0, 43  acc:    16 /    16 = 100.000
0, 44  acc:    19 /    23 =  82.609
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   316 /   328 =  96.341
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    18 /    18 = 100.000
0, 51  acc:    22 /    22 = 100.000
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   298 /   311 =  95.820
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    11 /    11 = 100.000
0, 59  acc:     9 /     9 = 100.000
0, 60  acc:    19 /    20 =  95.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    14 /    15 =  93.333
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2428 /  2590 =  93.745
0, 65  acc:   377 /   395 =  95.443
0, 66  acc:   256 /   267 =  95.880
0, 67  acc:   105 /   109 =  96.330
0, 68  acc:    47 /    53 =  88.679
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    19 /    21 =  90.476
0, 71  acc:     6 /     6 = 100.000
0, 72  acc:    74 /    76 =  97.368
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    74 /    84 =  88.095
0, 81  acc:    10 /    13 =  76.923
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:    17 /    19 =  89.474
0, 84  acc:     2 /     2 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    15 /    15 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    80 /    81 =  98.765
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    14 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    15 /    15 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     6 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6725 /  6965 =  96.554
0, 118  acc:  1612 /  1667 =  96.701
0, 119  acc:   433 /   447 =  96.868
0, 120  acc:   345 /   357 =  96.639
0, 121  acc:    50 /    53 =  94.340
0, 122  acc:    48 /    50 =  96.000
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    23 /    25 =  92.000
0, 125  acc:   405 /   410 =  98.780
0, 126  acc:   122 /   124 =  98.387
0, 127  acc:    25 /    27 =  92.593
0, 128  acc:    43 /    43 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   244 /   250 =  97.600
0, 134  acc:    78 /    80 =  97.500
0, 135  acc:    23 /    23 = 100.000
0, 136  acc:    27 /    29 =  93.103
0, 137  acc:     3 /     6 =  50.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    54 /    56 =  96.429
0, 142  acc:     9 /    10 =  90.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   109 /   110 =  99.091
0, 149  acc:    17 /    21 =  80.952
0, 150  acc:     3 /     5 =  60.000
0, 151  acc:    23 /    27 =  85.185
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    48 /    50 =  96.000
0, 155  acc:     2 /     2 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     5 =  80.000
0, 159  acc:    29 /    30 =  96.667
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    14 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    14 /    14 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1623 /  1719 =  94.415
0, 170  acc:   397 /   418 =  94.976
0, 171  acc:   103 /   109 =  94.495
0, 172  acc:   168 /   174 =  96.552
0, 173  acc:    19 /    21 =  90.476
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    10 /    15 =  66.667
0, 177  acc:    75 /    78 =  96.154
0, 178  acc:     9 /    10 =  90.000
0, 179  acc:    16 /    16 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    58 /    59 =  98.305
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:    11 /    12 =  91.667
0, 187  acc:    12 /    13 =  92.308
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    33 =  96.970
0, 192  acc:     4 /     4 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    61 /    66 =  92.424
0, 197  acc:    16 /    16 = 100.000
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:    15 /    15 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    19 /    20 =  95.000
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     9 /    11 =  81.818
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 55562 / 56236 =  98.801
1, 1  acc:  5677 /  5753 =  98.679
1, 2  acc:  9879 / 10043 =  98.367
1, 3  acc:  4190 /  4261 =  98.334
1, 4  acc:  5006 /  5087 =  98.408
1, 5  acc:   848 /   856 =  99.065
1, 6  acc:   522 /   533 =  97.936
1, 7  acc:   612 /   618 =  99.029
1, 8  acc:  4967 /  5059 =  98.181
1, 9  acc:   363 /   365 =  99.452
1, 10  acc:   421 /   427 =  98.595
1, 11  acc:   203 /   206 =  98.544
1, 12  acc:   737 /   757 =  97.358
1, 13  acc:   107 /   110 =  97.273
1, 14  acc:   131 /   133 =  98.496
1, 15  acc:   133 /   138 =  96.377
1, 16  acc:  7580 /  7706 =  98.365
1, 17  acc:   298 /   300 =  99.333
1, 18  acc:   549 /   556 =  98.741
1, 19  acc:   214 /   218 =  98.165
1, 20  acc:   291 /   296 =  98.311
1, 21  acc:    36 /    36 = 100.000
1, 22  acc:   136 /   138 =  98.551
1, 23  acc:    33 /    36 =  91.667
1, 24  acc:   951 /   968 =  98.244
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    88 /    91 =  96.703
1, 27  acc:    14 /    14 = 100.000
1, 28  acc:   137 /   140 =  97.857
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    24 /    24 = 100.000
1, 31  acc:     7 /     8 =  87.500
1, 32  acc:  1487 /  1510 =  98.477
1, 33  acc:    76 /    80 =  95.000
1, 34  acc:    38 /    39 =  97.436
1, 35  acc:    22 /    22 = 100.000
1, 36  acc:    48 /    49 =  97.959
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    31 /    32 =  96.875
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   372 /   375 =  99.200
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:    16 /    16 = 100.000
1, 43  acc:    24 /    24 = 100.000
1, 44  acc:    28 /    29 =  96.552
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   535 /   549 =  97.450
1, 49  acc:    12 /    12 = 100.000
1, 50  acc:    48 /    48 = 100.000
1, 51  acc:    28 /    28 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    32 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   394 /   402 =  98.010
1, 57  acc:    21 /    21 = 100.000
1, 58  acc:    14 /    14 = 100.000
1, 59  acc:    12 /    13 =  92.308
1, 60  acc:    32 /    35 =  91.429
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    15 =  86.667
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5122 /  5207 =  98.368
1, 65  acc:   739 /   750 =  98.533
1, 66  acc:   466 /   480 =  97.083
1, 67  acc:   194 /   196 =  98.980
1, 68  acc:   237 /   240 =  98.750
1, 69  acc:    51 /    52 =  98.077
1, 70  acc:    76 /    77 =  98.701
1, 71  acc:    23 /    24 =  95.833
1, 72  acc:   105 /   106 =  99.057
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     4 /     5 =  80.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    23 /    23 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   191 /   196 =  97.449
1, 81  acc:    21 /    24 =  87.500
1, 82  acc:    46 /    47 =  97.872
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    24 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    26 /    26 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   126 /   128 =  98.438
1, 95  acc:    13 /    13 = 100.000
1, 96  acc:    15 /    15 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    20 = 100.000
1, 101  acc:     2 /     3 =  66.667
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:    39 /    39 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    20 /    20 = 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:    11 /    11 = 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:  7497 /  7673 =  97.706
1, 118  acc:  1762 /  1794 =  98.216
1, 119  acc:   412 /   416 =  99.038
1, 120  acc:   491 /   503 =  97.614
1, 121  acc:   137 /   139 =  98.561
1, 122  acc:    80 /    81 =  98.765
1, 123  acc:    31 /    32 =  96.875
1, 124  acc:    43 /    43 = 100.000
1, 125  acc:   461 /   473 =  97.463
1, 126  acc:   138 /   140 =  98.571
1, 127  acc:    29 /    31 =  93.548
1, 128  acc:    33 /    34 =  97.059
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     1 /     1 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     8 =  87.500
1, 133  acc:   441 /   447 =  98.658
1, 134  acc:    57 /    57 = 100.000
1, 135  acc:    30 /    30 = 100.000
1, 136  acc:    25 /    26 =  96.154
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    90 /    95 =  94.737
1, 142  acc:    19 /    19 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   182 /   188 =  96.809
1, 149  acc:    17 /    17 = 100.000
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     6 /    12 =  50.000
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    37 /    39 =  94.872
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:    30 /    31 =  96.774
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    21 /    21 = 100.000
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3197 /  3249 =  98.400
1, 170  acc:   589 /   594 =  99.158
1, 171  acc:   231 /   234 =  98.718
1, 172  acc:   185 /   189 =  97.884
1, 173  acc:    48 /    50 =  96.000
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    42 /    42 = 100.000
1, 177  acc:    72 /    76 =  94.737
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    23 /    23 = 100.000
1, 184  acc:   133 /   135 =  98.519
1, 185  acc:    20 /    21 =  95.238
1, 186  acc:    20 /    20 = 100.000
1, 187  acc:    17 /    17 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    88 /    92 =  95.652
1, 197  acc:     3 /     5 =  60.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    21 = 100.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    16 /    18 =  88.889
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     5 /     5 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263675 / 269038 =  98.007
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24993 / 25373 =  98.502
0, 1  acc: 30804 / 31282 =  98.472
0, 2  acc:  6061 /  6155 =  98.473
0, 3  acc: 23950 / 24292 =  98.592
0, 4  acc: 10689 / 10829 =  98.707
0, 5  acc:  5456 /  5541 =  98.466
0, 6  acc:  6688 /  6785 =  98.570
0, 7  acc: 11853 / 12016 =  98.643
1, 0  acc:  4373 /  4437 =  98.558
1, 1  acc:  4895 /  4962 =  98.650
1, 2  acc:  2234 /  2265 =  98.631
1, 3  acc:  2405 /  2446 =  98.324
1, 4  acc:  3070 /  3125 =  98.240
1, 5  acc:   985 /  1003 =  98.205
1, 6  acc:  3070 /  3111 =  98.682
1, 7  acc:  4622 /  4682 =  98.718
--------------------------------------
Average acc: 146148 / 148304 =  98.546
Robust  acc:   985 /  1003 =  98.205
--------------------------------------
New max robust acc: 98.20538384845464
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed43.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed43.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: 62.698 | Best Acc: 92.852
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10640 / 12092 =  87.992
0, 1  acc: 12655 / 14179 =  89.252
0, 2  acc:  2276 /  3210 =  70.903
0, 3  acc: 11236 / 12101 =  92.852
0, 4  acc:  4419 /  5355 =  82.521
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2291 /  3335 =  68.696
0, 7  acc:  4221 /  5723 =  73.755
1, 0  acc:  1570 /  2203 =  71.266
1, 1  acc:  1589 /  2270 =  70.000
1, 2  acc:   877 /  1216 =  72.122
1, 3  acc:   790 /  1260 =  62.698
1, 4  acc:  1070 /  1627 =  65.765
1, 5  acc:   343 /   520 =  65.962
1, 6  acc:  1183 /  1537 =  76.968
1, 7  acc:  1645 /  2246 =  73.241
------------------------------------
Average acc: 59421 / 71854 =  82.697
Robust  acc:   790 /  1260 =  62.698
------------------------------------
Accuracies by groups:
0, 0  acc: 10640 / 12092 =  87.992
0, 1  acc: 12655 / 14179 =  89.252
0, 2  acc:  2276 /  3210 =  70.903
0, 3  acc: 11236 / 12101 =  92.852
0, 4  acc:  4419 /  5355 =  82.521
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2291 /  3335 =  68.696
0, 7  acc:  4221 /  5723 =  73.755
1, 0  acc:  1570 /  2203 =  71.266
1, 1  acc:  1589 /  2270 =  70.000
1, 2  acc:   877 /  1216 =  72.122
1, 3  acc:   790 /  1260 =  62.698
1, 4  acc:  1070 /  1627 =  65.765
1, 5  acc:   343 /   520 =  65.962
1, 6  acc:  1183 /  1537 =  76.968
1, 7  acc:  1645 /  2246 =  73.241
------------------------------------
Average acc: 59421 / 71854 =  82.697
Robust  acc:   790 /  1260 =  62.698
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10640 / 12092 =  87.992
0, 1  acc: 12655 / 14179 =  89.252
0, 2  acc:  2276 /  3210 =  70.903
0, 3  acc: 11236 / 12101 =  92.852
0, 4  acc:  4419 /  5355 =  82.521
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2291 /  3335 =  68.696
0, 7  acc:  4221 /  5723 =  73.755
1, 0  acc:  1570 /  2203 =  71.266
1, 1  acc:  1589 /  2270 =  70.000
1, 2  acc:   877 /  1216 =  72.122
1, 3  acc:   790 /  1260 =  62.698
1, 4  acc:  1070 /  1627 =  65.765
1, 5  acc:   343 /   520 =  65.962
1, 6  acc:  1183 /  1537 =  76.968
1, 7  acc:  1645 /  2246 =  73.241
------------------------------------
Average acc: 59421 / 71854 =  82.697
Robust  acc:   790 /  1260 =  62.698
------------------------------------

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: 98.586 | Val Loss: 0.000 | Val Acc: 98.957
Training:
Accuracies by groups:
0, 0  acc: 72770 / 73645 =  98.812
0, 1  acc:  7732 /  7825 =  98.812
0, 2  acc: 11696 / 11874 =  98.501
0, 3  acc:  5687 /  5773 =  98.510
0, 4  acc:  2173 /  2252 =  96.492
0, 5  acc:   262 /   277 =  94.585
0, 6  acc:   309 /   319 =  96.865
0, 7  acc:   285 /   303 =  94.059
0, 8  acc:  6651 /  6779 =  98.112
0, 9  acc:   489 /   499 =  97.996
0, 10  acc:   483 /   490 =  98.571
0, 11  acc:   342 /   350 =  97.714
0, 12  acc:   414 /   437 =  94.737
0, 13  acc:    43 /    45 =  95.556
0, 14  acc:    45 /    48 =  93.750
0, 15  acc:    30 /    33 =  90.909
0, 16  acc:  5349 /  5508 =  97.113
0, 17  acc:   185 /   189 =  97.884
0, 18  acc:   505 /   522 =  96.743
0, 19  acc:   160 /   163 =  98.160
0, 20  acc:   121 /   133 =  90.977
0, 21  acc:    19 /    19 = 100.000
0, 22  acc:    53 /    54 =  98.148
0, 23  acc:    14 /    17 =  82.353
0, 24  acc:   645 /   670 =  96.269
0, 25  acc:    28 /    29 =  96.552
0, 26  acc:    71 /    71 = 100.000
0, 27  acc:    22 /    23 =  95.652
0, 28  acc:    29 /    30 =  96.667
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     7 /     7 = 100.000
0, 31  acc:    15 /    15 = 100.000
0, 32  acc:  1769 /  1807 =  97.897
0, 33  acc:    69 /    73 =  94.521
0, 34  acc:    80 /    81 =  98.765
0, 35  acc:    24 /    25 =  96.000
0, 36  acc:    32 /    33 =  96.970
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   405 /   410 =  98.780
0, 41  acc:    16 /    16 = 100.000
0, 42  acc:    16 /    17 =  94.118
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   305 /   314 =  97.134
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    13 /    14 =  92.857
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     2 /     2 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   323 /   329 =  98.176
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    24 /    25 =  96.000
0, 59  acc:    10 /    10 = 100.000
0, 60  acc:    13 /    14 =  92.857
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2463 /  2568 =  95.911
0, 65  acc:   366 /   384 =  95.312
0, 66  acc:   222 /   230 =  96.522
0, 67  acc:   105 /   111 =  94.595
0, 68  acc:    48 /    52 =  92.308
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    17 /    18 =  94.444
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    67 /    68 =  98.529
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     9 /    10 =  90.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    82 /    87 =  94.253
0, 81  acc:     9 /    12 =  75.000
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     3 /     3 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    12 =  91.667
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    68 /    69 =  98.551
0, 95  acc:    12 /    12 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    16 /    16 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    28 /    29 =  96.552
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     1 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6796 /  6963 =  97.602
0, 118  acc:  1624 /  1659 =  97.890
0, 119  acc:   432 /   446 =  96.861
0, 120  acc:   350 /   359 =  97.493
0, 121  acc:    68 /    72 =  94.444
0, 122  acc:    38 /    38 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    20 /    21 =  95.238
0, 125  acc:   432 /   443 =  97.517
0, 126  acc:   109 /   110 =  99.091
0, 127  acc:    24 /    24 = 100.000
0, 128  acc:    38 /    39 =  97.436
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   215 /   221 =  97.285
0, 134  acc:    65 /    66 =  98.485
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    37 /    38 =  97.368
0, 137  acc:    12 /    12 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    68 /    69 =  98.551
0, 142  acc:    15 /    15 = 100.000
0, 143  acc:     5 /     6 =  83.333
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   128 /   132 =  96.970
0, 149  acc:    13 /    13 = 100.000
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    14 /    21 =  66.667
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    48 /    48 = 100.000
0, 155  acc:     2 /     2 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     8 /     8 = 100.000
0, 159  acc:    30 /    30 = 100.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    20 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1701 /  1759 =  96.703
0, 170  acc:   372 /   383 =  97.128
0, 171  acc:   104 /   109 =  95.413
0, 172  acc:   167 /   169 =  98.817
0, 173  acc:    26 /    28 =  92.857
0, 174  acc:     3 /     3 = 100.000
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:    10 /    12 =  83.333
0, 177  acc:    90 /    92 =  97.826
0, 178  acc:    19 /    19 = 100.000
0, 179  acc:     3 /     5 =  60.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    69 /    70 =  98.571
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     5 /     5 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    39 /    39 = 100.000
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     4 /     5 =  80.000
0, 196  acc:    61 /    61 = 100.000
0, 197  acc:     8 /     9 =  88.889
0, 198  acc:     8 /     9 =  88.889
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    19 /    19 = 100.000
0, 205  acc:     2 /     3 =  66.667
0, 206  acc:     0 /     0 =     nan
0, 207  acc:    11 /    11 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     5 /     5 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 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:     0 /     0 =     nan
1, 0  acc: 55667 / 56164 =  99.115
1, 1  acc:  5595 /  5666 =  98.747
1, 2  acc: 10094 / 10221 =  98.757
1, 3  acc:  4091 /  4143 =  98.745
1, 4  acc:  4989 /  5040 =  98.988
1, 5  acc:   883 /   899 =  98.220
1, 6  acc:   503 /   507 =  99.211
1, 7  acc:   604 /   611 =  98.854
1, 8  acc:  5092 /  5160 =  98.682
1, 9  acc:   372 /   377 =  98.674
1, 10  acc:   438 /   446 =  98.206
1, 11  acc:   220 /   224 =  98.214
1, 12  acc:   732 /   739 =  99.053
1, 13  acc:    87 /    89 =  97.753
1, 14  acc:   124 /   125 =  99.200
1, 15  acc:   146 /   148 =  98.649
1, 16  acc:  7478 /  7576 =  98.706
1, 17  acc:   249 /   253 =  98.419
1, 18  acc:   552 /   564 =  97.872
1, 19  acc:   214 /   219 =  97.717
1, 20  acc:   239 /   243 =  98.354
1, 21  acc:    47 /    47 = 100.000
1, 22  acc:   134 /   136 =  98.529
1, 23  acc:    36 /    37 =  97.297
1, 24  acc:   980 /  1003 =  97.707
1, 25  acc:    18 /    18 = 100.000
1, 26  acc:    84 /    85 =  98.824
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   130 /   132 =  98.485
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    30 /    30 = 100.000
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1573 /  1592 =  98.807
1, 33  acc:    88 /    88 = 100.000
1, 34  acc:    65 /    69 =  94.203
1, 35  acc:    19 /    20 =  95.000
1, 36  acc:    59 /    59 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    31 /    31 = 100.000
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   390 /   392 =  99.490
1, 41  acc:    21 /    21 = 100.000
1, 42  acc:     8 /    10 =  80.000
1, 43  acc:    23 /    24 =  95.833
1, 44  acc:    22 /    22 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   529 /   535 =  98.879
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    30 /    30 = 100.000
1, 51  acc:    16 /    16 = 100.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    33 /    33 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   393 /   397 =  98.992
1, 57  acc:    15 /    15 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:    24 /    24 = 100.000
1, 60  acc:    22 /    23 =  95.652
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5037 /  5099 =  98.784
1, 65  acc:   729 /   734 =  99.319
1, 66  acc:   458 /   463 =  98.920
1, 67  acc:   195 /   196 =  99.490
1, 68  acc:   219 /   220 =  99.545
1, 69  acc:    51 /    51 = 100.000
1, 70  acc:    70 /    70 = 100.000
1, 71  acc:    22 /    22 = 100.000
1, 72  acc:   118 /   120 =  98.333
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    22 /    22 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   163 /   164 =  99.390
1, 81  acc:    25 /    29 =  86.207
1, 82  acc:    42 /    44 =  95.455
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    21 /    21 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   132 /   133 =  99.248
1, 95  acc:    15 /    15 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    18 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     8 /     8 = 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:    30 /    32 =  93.750
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    19 /    19 = 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:  7621 /  7731 =  98.577
1, 118  acc:  1878 /  1907 =  98.479
1, 119  acc:   452 /   459 =  98.475
1, 120  acc:   450 /   462 =  97.403
1, 121  acc:   128 /   131 =  97.710
1, 122  acc:    58 /    58 = 100.000
1, 123  acc:    27 /    28 =  96.429
1, 124  acc:    49 /    49 = 100.000
1, 125  acc:   477 /   485 =  98.351
1, 126  acc:   119 /   120 =  99.167
1, 127  acc:    25 /    26 =  96.154
1, 128  acc:    42 /    43 =  97.674
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   434 /   440 =  98.636
1, 134  acc:    82 /    83 =  98.795
1, 135  acc:    29 /    29 = 100.000
1, 136  acc:    29 /    31 =  93.548
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    91 /    91 = 100.000
1, 142  acc:    10 /    10 = 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:     3 /     4 =  75.000
1, 148  acc:   176 /   183 =  96.175
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:    11 /    11 = 100.000
1, 151  acc:     9 /    15 =  60.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    53 /    54 =  98.148
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    32 = 100.000
1, 160  acc:     5 /     6 =  83.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    27 /    27 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3285 /  3318 =  99.005
1, 170  acc:   622 /   625 =  99.520
1, 171  acc:   247 /   248 =  99.597
1, 172  acc:   204 /   209 =  97.608
1, 173  acc:    57 /    59 =  96.610
1, 174  acc:    10 /    10 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    42 /    43 =  97.674
1, 177  acc:    82 /    82 = 100.000
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     8 /     8 = 100.000
1, 180  acc:    15 /    15 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:   109 /   111 =  98.198
1, 185  acc:    43 /    43 = 100.000
1, 186  acc:    18 /    18 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    98 /   105 =  93.333
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:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    19 /    19 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    15 =  93.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     9 /    10 =  90.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265235 / 269038 =  98.586
Robust  acc:     1 /     2 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25089 / 25373 =  98.881
0, 1  acc: 30929 / 31282 =  98.872
0, 2  acc:  6093 /  6155 =  98.993
0, 3  acc: 24033 / 24292 =  98.934
0, 4  acc: 10725 / 10829 =  99.040
0, 5  acc:  5481 /  5541 =  98.917
0, 6  acc:  6706 /  6785 =  98.836
0, 7  acc: 11900 / 12016 =  99.035
1, 0  acc:  4400 /  4437 =  99.166
1, 1  acc:  4926 /  4962 =  99.274
1, 2  acc:  2239 /  2265 =  98.852
1, 3  acc:  2418 /  2446 =  98.855
1, 4  acc:  3091 /  3125 =  98.912
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3078 /  3111 =  98.939
1, 7  acc:  4630 /  4682 =  98.889
--------------------------------------
Average acc: 146734 / 148304 =  98.941
Robust  acc:  6706 /  6785 =  98.836
--------------------------------------
New max robust acc: 98.83566691230656
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed43.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed43.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: 63.730 | Best Acc: 92.811
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10657 / 12092 =  88.133
0, 1  acc: 12687 / 14179 =  89.477
0, 2  acc:  2308 /  3210 =  71.900
0, 3  acc: 11231 / 12101 =  92.811
0, 4  acc:  4363 /  5355 =  81.475
0, 5  acc:  2622 /  2980 =  87.987
0, 6  acc:  2444 /  3335 =  73.283
0, 7  acc:  4347 /  5723 =  75.957
1, 0  acc:  1534 /  2203 =  69.632
1, 1  acc:  1555 /  2270 =  68.502
1, 2  acc:   869 /  1216 =  71.464
1, 3  acc:   803 /  1260 =  63.730
1, 4  acc:  1082 /  1627 =  66.503
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1114 /  1537 =  72.479
1, 7  acc:  1594 /  2246 =  70.971
------------------------------------
Average acc: 59555 / 71854 =  82.883
Robust  acc:   803 /  1260 =  63.730
------------------------------------
Accuracies by groups:
0, 0  acc: 10657 / 12092 =  88.133
0, 1  acc: 12687 / 14179 =  89.477
0, 2  acc:  2308 /  3210 =  71.900
0, 3  acc: 11231 / 12101 =  92.811
0, 4  acc:  4363 /  5355 =  81.475
0, 5  acc:  2622 /  2980 =  87.987
0, 6  acc:  2444 /  3335 =  73.283
0, 7  acc:  4347 /  5723 =  75.957
1, 0  acc:  1534 /  2203 =  69.632
1, 1  acc:  1555 /  2270 =  68.502
1, 2  acc:   869 /  1216 =  71.464
1, 3  acc:   803 /  1260 =  63.730
1, 4  acc:  1082 /  1627 =  66.503
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1114 /  1537 =  72.479
1, 7  acc:  1594 /  2246 =  70.971
------------------------------------
Average acc: 59555 / 71854 =  82.883
Robust  acc:   803 /  1260 =  63.730
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10657 / 12092 =  88.133
0, 1  acc: 12687 / 14179 =  89.477
0, 2  acc:  2308 /  3210 =  71.900
0, 3  acc: 11231 / 12101 =  92.811
0, 4  acc:  4363 /  5355 =  81.475
0, 5  acc:  2622 /  2980 =  87.987
0, 6  acc:  2444 /  3335 =  73.283
0, 7  acc:  4347 /  5723 =  75.957
1, 0  acc:  1534 /  2203 =  69.632
1, 1  acc:  1555 /  2270 =  68.502
1, 2  acc:   869 /  1216 =  71.464
1, 3  acc:   803 /  1260 =  63.730
1, 4  acc:  1082 /  1627 =  66.503
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1114 /  1537 =  72.479
1, 7  acc:  1594 /  2246 =  70.971
------------------------------------
Average acc: 59555 / 71854 =  82.883
Robust  acc:   803 /  1260 =  63.730
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed43.pt
