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_seed35.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: 35
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=35-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed35.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.022 | Train Acc: 84.555 | Val Loss: 0.000 | Val Acc: 90.507
Training:
Accuracies by groups:
0, 0  acc: 60149 / 67889 =  88.599
0, 1  acc:  6431 /  7333 =  87.699
0, 2  acc:  9312 / 11080 =  84.043
0, 3  acc:  4615 /  5425 =  85.069
0, 4  acc:  1235 /  2179 =  56.677
0, 5  acc:   141 /   274 =  51.460
0, 6  acc:   187 /   303 =  61.716
0, 7  acc:   177 /   270 =  65.556
0, 8  acc:  5203 /  6096 =  85.351
0, 9  acc:   370 /   454 =  81.498
0, 10  acc:   341 /   416 =  81.971
0, 11  acc:   211 /   261 =  80.843
0, 12  acc:   239 /   433 =  55.196
0, 13  acc:    20 /    37 =  54.054
0, 14  acc:    26 /    39 =  66.667
0, 15  acc:    14 /    35 =  40.000
0, 16  acc:  3772 /  5412 =  69.697
0, 17  acc:   135 /   190 =  71.053
0, 18  acc:   390 /   531 =  73.446
0, 19  acc:   118 /   166 =  71.084
0, 20  acc:    68 /   132 =  51.515
0, 21  acc:     7 /    12 =  58.333
0, 22  acc:    19 /    37 =  51.351
0, 23  acc:     5 /     9 =  55.556
0, 24  acc:   450 /   689 =  65.312
0, 25  acc:    16 /    22 =  72.727
0, 26  acc:    78 /    88 =  88.636
0, 27  acc:    18 /    22 =  81.818
0, 28  acc:    27 /    41 =  65.854
0, 29  acc:     0 /     3 =   0.000
0, 30  acc:     5 /     8 =  62.500
0, 31  acc:     3 /     3 = 100.000
0, 32  acc:  1287 /  1570 =  81.975
0, 33  acc:    57 /    75 =  76.000
0, 34  acc:    56 /    66 =  84.848
0, 35  acc:    16 /    21 =  76.190
0, 36  acc:    10 /    26 =  38.462
0, 37  acc:     3 /     7 =  42.857
0, 38  acc:    14 /    19 =  73.684
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   297 /   366 =  81.148
0, 41  acc:     9 /     9 = 100.000
0, 42  acc:    10 /    11 =  90.909
0, 43  acc:     8 /    10 =  80.000
0, 44  acc:     6 /    12 =  50.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     8 /    11 =  72.727
0, 47  acc:     1 /     4 =  25.000
0, 48  acc:   201 /   311 =  64.630
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:     9 /     9 = 100.000
0, 51  acc:    14 /    19 =  73.684
0, 52  acc:     4 /     8 =  50.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     6 =  33.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   200 /   291 =  68.729
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:     5 /    16 =  31.250
0, 59  acc:     4 /     6 =  66.667
0, 60  acc:     9 /    16 =  56.250
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     5 /    12 =  41.667
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1616 /  2479 =  65.188
0, 65  acc:   251 /   415 =  60.482
0, 66  acc:   161 /   255 =  63.137
0, 67  acc:    58 /   102 =  56.863
0, 68  acc:    40 /    62 =  64.516
0, 69  acc:     5 /     6 =  83.333
0, 70  acc:    11 /    16 =  68.750
0, 71  acc:     5 /     6 =  83.333
0, 72  acc:    52 /    69 =  75.362
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:     3 /     5 =  60.000
0, 75  acc:    14 /    14 = 100.000
0, 76  acc:     3 /     7 =  42.857
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    55 /    93 =  59.140
0, 81  acc:     4 /     7 =  57.143
0, 82  acc:    11 /    15 =  73.333
0, 83  acc:     2 /     7 =  28.571
0, 84  acc:     3 /     8 =  37.500
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     8 =  62.500
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     5 /    10 =  50.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     1 =   0.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    40 /    64 =  62.500
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     0 /     2 =   0.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     4 /     9 =  44.444
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     4 /     5 =  80.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    10 /    22 =  45.455
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     5 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     2 /     8 =  25.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     2 =  50.000
0, 117  acc:  5459 /  7189 =  75.935
0, 118  acc:  1351 /  1783 =  75.771
0, 119  acc:   315 /   408 =  77.206
0, 120  acc:   266 /   364 =  73.077
0, 121  acc:    34 /    77 =  44.156
0, 122  acc:    15 /    25 =  60.000
0, 123  acc:     4 /    10 =  40.000
0, 124  acc:    13 /    17 =  76.471
0, 125  acc:   298 /   402 =  74.129
0, 126  acc:    92 /   130 =  70.769
0, 127  acc:    17 /    28 =  60.714
0, 128  acc:    23 /    38 =  60.526
0, 129  acc:     2 /     4 =  50.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     1 /     4 =  25.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   140 /   245 =  57.143
0, 134  acc:    32 /    62 =  51.613
0, 135  acc:    28 /    35 =  80.000
0, 136  acc:    23 /    32 =  71.875
0, 137  acc:     5 /    10 =  50.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    42 /    77 =  54.545
0, 142  acc:     6 /    13 =  46.154
0, 143  acc:     1 /     4 =  25.000
0, 144  acc:     4 /     7 =  57.143
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     4 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   111 /   135 =  82.222
0, 149  acc:    12 /    17 =  70.588
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    29 /    33 =  87.879
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    37 /    43 =  86.047
0, 155  acc:     3 /     7 =  42.857
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     7 =  85.714
0, 159  acc:    19 /    28 =  67.857
0, 160  acc:     1 /     2 =  50.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /    14 =  57.143
0, 165  acc:     0 /     1 =   0.000
0, 166  acc:     2 /     5 =  40.000
0, 167  acc:     0 /     2 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:   962 /  1732 =  55.543
0, 170  acc:   227 /   393 =  57.761
0, 171  acc:    65 /   116 =  56.034
0, 172  acc:   104 /   162 =  64.198
0, 173  acc:    11 /    21 =  52.381
0, 174  acc:     4 /     7 =  57.143
0, 175  acc:     2 /     5 =  40.000
0, 176  acc:     4 /    19 =  21.053
0, 177  acc:    28 /    54 =  51.852
0, 178  acc:    12 /    18 =  66.667
0, 179  acc:     3 /     5 =  60.000
0, 180  acc:     2 /     6 =  33.333
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     0 /     1 =   0.000
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    38 /    56 =  67.857
0, 185  acc:     2 /     5 =  40.000
0, 186  acc:     2 /     5 =  40.000
0, 187  acc:     3 /     5 =  60.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    17 /    33 =  51.515
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     4 =   0.000
0, 196  acc:    40 /    67 =  59.701
0, 197  acc:    15 /    18 =  83.333
0, 198  acc:     0 /     3 =   0.000
0, 199  acc:     1 /     2 =  50.000
0, 200  acc:     3 /     6 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    15 /    21 =  71.429
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     2 =  50.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     3 /     7 =  42.857
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     4 =  50.000
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     9 =  33.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     2 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     1 =   0.000
1, 0  acc: 52706 / 59964 =  87.896
1, 1  acc:  5252 /  6214 =  84.519
1, 2  acc:  8924 / 10715 =  83.285
1, 3  acc:  3657 /  4417 =  82.794
1, 4  acc:  4885 /  5360 =  91.138
1, 5  acc:   843 /   917 =  91.930
1, 6  acc:   473 /   537 =  88.082
1, 7  acc:   605 /   666 =  90.841
1, 8  acc:  4499 /  5440 =  82.702
1, 9  acc:   318 /   376 =  84.574
1, 10  acc:   394 /   485 =  81.237
1, 11  acc:   199 /   241 =  82.573
1, 12  acc:   751 /   805 =  93.292
1, 13  acc:   107 /   117 =  91.453
1, 14  acc:    91 /   113 =  80.531
1, 15  acc:   122 /   139 =  87.770
1, 16  acc:  7166 /  8415 =  85.157
1, 17  acc:   257 /   294 =  87.415
1, 18  acc:   498 /   618 =  80.583
1, 19  acc:   174 /   228 =  76.316
1, 20  acc:   266 /   283 =  93.993
1, 21  acc:    38 /    40 =  95.000
1, 22  acc:   115 /   133 =  86.466
1, 23  acc:    32 /    35 =  91.429
1, 24  acc:   893 /  1079 =  82.762
1, 25  acc:    16 /    19 =  84.211
1, 26  acc:    99 /   110 =  90.000
1, 27  acc:    11 /    12 =  91.667
1, 28  acc:   163 /   173 =  94.220
1, 29  acc:    15 /    16 =  93.750
1, 30  acc:    27 /    28 =  96.429
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  1325 /  1621 =  81.740
1, 33  acc:    63 /    78 =  80.769
1, 34  acc:    40 /    57 =  70.175
1, 35  acc:    20 /    26 =  76.923
1, 36  acc:    58 /    60 =  96.667
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    29 /    34 =  85.294
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   376 /   443 =  84.876
1, 41  acc:    12 /    14 =  85.714
1, 42  acc:    11 /    17 =  64.706
1, 43  acc:    13 /    22 =  59.091
1, 44  acc:    26 /    29 =  89.655
1, 45  acc:     1 /     3 =  33.333
1, 46  acc:    12 /    15 =  80.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   445 /   532 =  83.647
1, 49  acc:     8 /    12 =  66.667
1, 50  acc:    26 /    36 =  72.222
1, 51  acc:    16 /    16 = 100.000
1, 52  acc:    11 /    12 =  91.667
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    38 /    39 =  97.436
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   361 /   431 =  83.759
1, 57  acc:     9 /    11 =  81.818
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    13 /    17 =  76.471
1, 60  acc:    24 /    34 =  70.588
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    23 /    25 =  92.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4861 /  5438 =  89.389
1, 65  acc:   606 /   713 =  84.993
1, 66  acc:   453 /   506 =  89.526
1, 67  acc:   148 /   192 =  77.083
1, 68  acc:   205 /   228 =  89.912
1, 69  acc:    42 /    43 =  97.674
1, 70  acc:    90 /    95 =  94.737
1, 71  acc:    28 /    30 =  93.333
1, 72  acc:    86 /    96 =  89.583
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     1 /     4 =  25.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    23 /    23 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   159 /   184 =  86.413
1, 81  acc:    21 /    26 =  80.769
1, 82  acc:    58 /    63 =  92.063
1, 83  acc:     4 /     6 =  66.667
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    28 =  78.571
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   131 /   149 =  87.919
1, 95  acc:    12 /    18 =  66.667
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    16 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    15 = 100.000
1, 101  acc:     6 /     6 = 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:    33 /    35 =  94.286
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    28 /    28 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     4 /     6 =  66.667
1, 112  acc:    11 /    13 =  84.615
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  6551 /  8301 =  78.918
1, 118  acc:  1652 /  2009 =  82.230
1, 119  acc:   407 /   498 =  81.727
1, 120  acc:   443 /   556 =  79.676
1, 121  acc:   112 /   131 =  85.496
1, 122  acc:    66 /    75 =  88.000
1, 123  acc:    23 /    31 =  74.194
1, 124  acc:    53 /    54 =  98.148
1, 125  acc:   395 /   488 =  80.943
1, 126  acc:   101 /   125 =  80.800
1, 127  acc:    14 /    22 =  63.636
1, 128  acc:    25 /    44 =  56.818
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:     7 /    11 =  63.636
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   389 /   451 =  86.253
1, 134  acc:    61 /    78 =  78.205
1, 135  acc:    40 /    43 =  93.023
1, 136  acc:    17 /    30 =  56.667
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    73 /   106 =  68.868
1, 142  acc:    15 /    16 =  93.750
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     8 =  50.000
1, 148  acc:   148 /   203 =  72.906
1, 149  acc:    10 /    17 =  58.824
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:     1 /    13 =   7.692
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:    28 /    49 =  57.143
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     5 =  60.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    28 =  75.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    19 /    27 =  70.370
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3037 /  3487 =  87.095
1, 170  acc:   557 /   632 =  88.133
1, 171  acc:   228 /   254 =  89.764
1, 172  acc:   187 /   217 =  86.175
1, 173  acc:    57 /    67 =  85.075
1, 174  acc:    13 /    14 =  92.857
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    32 /    47 =  68.085
1, 177  acc:    81 /    91 =  89.011
1, 178  acc:    11 /    12 =  91.667
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     6 /     7 =  85.714
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    16 /    19 =  84.211
1, 184  acc:   103 /   115 =  89.565
1, 185  acc:    35 /    36 =  97.222
1, 186  acc:     9 /    14 =  64.286
1, 187  acc:     8 /     9 =  88.889
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     3 /     6 =  50.000
1, 190  acc:     6 /     7 =  85.714
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     4 /     5 =  80.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    86 /   107 =  80.374
1, 197  acc:     6 /    10 =  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:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    15 =  73.333
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:    15 /    16 =  93.750
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    14 /    14 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 227486 / 269038 =  84.555
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22949 / 25373 =  90.447
0, 1  acc: 28299 / 31282 =  90.464
0, 2  acc:  5540 /  6155 =  90.008
0, 3  acc: 21968 / 24292 =  90.433
0, 4  acc:  9816 / 10829 =  90.645
0, 5  acc:  5015 /  5541 =  90.507
0, 6  acc:  6141 /  6785 =  90.508
0, 7  acc: 10881 / 12016 =  90.554
1, 0  acc:  4023 /  4437 =  90.669
1, 1  acc:  4488 /  4962 =  90.447
1, 2  acc:  2050 /  2265 =  90.508
1, 3  acc:  2211 /  2446 =  90.392
1, 4  acc:  2846 /  3125 =  91.072
1, 5  acc:   914 /  1003 =  91.127
1, 6  acc:  2798 /  3111 =  89.939
1, 7  acc:  4240 /  4682 =  90.560
--------------------------------------
Average acc: 134179 / 148304 =  90.476
Robust  acc:  2798 /  3111 =  89.939
--------------------------------------
New max robust acc: 89.93892639022822
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed35.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: 41.651 | Best Acc: 90.625
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9405 / 12092 =  77.779
0, 1  acc: 11087 / 14179 =  78.193
0, 2  acc:  1337 /  3210 =  41.651
0, 3  acc:  9856 / 12101 =  81.448
0, 4  acc:  3351 /  5355 =  62.577
0, 5  acc:  2173 /  2980 =  72.919
0, 6  acc:  1582 /  3335 =  47.436
0, 7  acc:  3259 /  5723 =  56.946
1, 0  acc:  1859 /  2203 =  84.385
1, 1  acc:  1883 /  2270 =  82.952
1, 2  acc:  1102 /  1216 =  90.625
1, 3  acc:  1047 /  1260 =  83.095
1, 4  acc:  1360 /  1627 =  83.589
1, 5  acc:   429 /   520 =  82.500
1, 6  acc:  1344 /  1537 =  87.443
1, 7  acc:  1865 /  2246 =  83.037
------------------------------------
Average acc: 52939 / 71854 =  73.676
Robust  acc:  1337 /  3210 =  41.651
------------------------------------
Accuracies by groups:
0, 0  acc:  9405 / 12092 =  77.779
0, 1  acc: 11087 / 14179 =  78.193
0, 2  acc:  1337 /  3210 =  41.651
0, 3  acc:  9856 / 12101 =  81.448
0, 4  acc:  3351 /  5355 =  62.577
0, 5  acc:  2173 /  2980 =  72.919
0, 6  acc:  1582 /  3335 =  47.436
0, 7  acc:  3259 /  5723 =  56.946
1, 0  acc:  1859 /  2203 =  84.385
1, 1  acc:  1883 /  2270 =  82.952
1, 2  acc:  1102 /  1216 =  90.625
1, 3  acc:  1047 /  1260 =  83.095
1, 4  acc:  1360 /  1627 =  83.589
1, 5  acc:   429 /   520 =  82.500
1, 6  acc:  1344 /  1537 =  87.443
1, 7  acc:  1865 /  2246 =  83.037
------------------------------------
Average acc: 52939 / 71854 =  73.676
Robust  acc:  1337 /  3210 =  41.651
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9405 / 12092 =  77.779
0, 1  acc: 11087 / 14179 =  78.193
0, 2  acc:  1337 /  3210 =  41.651
0, 3  acc:  9856 / 12101 =  81.448
0, 4  acc:  3351 /  5355 =  62.577
0, 5  acc:  2173 /  2980 =  72.919
0, 6  acc:  1582 /  3335 =  47.436
0, 7  acc:  3259 /  5723 =  56.946
1, 0  acc:  1859 /  2203 =  84.385
1, 1  acc:  1883 /  2270 =  82.952
1, 2  acc:  1102 /  1216 =  90.625
1, 3  acc:  1047 /  1260 =  83.095
1, 4  acc:  1360 /  1627 =  83.589
1, 5  acc:   429 /   520 =  82.500
1, 6  acc:  1344 /  1537 =  87.443
1, 7  acc:  1865 /  2246 =  83.037
------------------------------------
Average acc: 52939 / 71854 =  73.676
Robust  acc:  1337 /  3210 =  41.651
------------------------------------

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: 93.900 | Val Loss: 0.000 | Val Acc: 96.214
Training:
Accuracies by groups:
0, 0  acc: 63841 / 67311 =  94.845
0, 1  acc:  6989 /  7409 =  94.331
0, 2  acc: 10514 / 11335 =  92.757
0, 3  acc:  5116 /  5497 =  93.069
0, 4  acc:  1692 /  2115 =  80.000
0, 5  acc:   199 /   269 =  73.978
0, 6  acc:   249 /   303 =  82.178
0, 7  acc:   206 /   262 =  78.626
0, 8  acc:  5493 /  5959 =  92.180
0, 9  acc:   415 /   456 =  91.009
0, 10  acc:   359 /   394 =  91.117
0, 11  acc:   285 /   321 =  88.785
0, 12  acc:   315 /   415 =  75.904
0, 13  acc:    36 /    47 =  76.596
0, 14  acc:    33 /    41 =  80.488
0, 15  acc:    26 /    37 =  70.270
0, 16  acc:  4782 /  5405 =  88.474
0, 17  acc:   159 /   172 =  92.442
0, 18  acc:   456 /   518 =  88.031
0, 19  acc:   135 /   160 =  84.375
0, 20  acc:    93 /   126 =  73.810
0, 21  acc:    10 /    14 =  71.429
0, 22  acc:    56 /    69 =  81.159
0, 23  acc:    20 /    23 =  86.957
0, 24  acc:   541 /   653 =  82.848
0, 25  acc:    35 /    39 =  89.744
0, 26  acc:    51 /    58 =  87.931
0, 27  acc:    28 /    30 =  93.333
0, 28  acc:    40 /    51 =  78.431
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     2 /     8 =  25.000
0, 31  acc:     3 /     5 =  60.000
0, 32  acc:  1508 /  1606 =  93.898
0, 33  acc:    58 /    64 =  90.625
0, 34  acc:    60 /    68 =  88.235
0, 35  acc:    14 /    15 =  93.333
0, 36  acc:    16 /    26 =  61.538
0, 37  acc:    11 /    13 =  84.615
0, 38  acc:    18 /    20 =  90.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   381 /   410 =  92.927
0, 41  acc:     9 /    10 =  90.000
0, 42  acc:     7 /     9 =  77.778
0, 43  acc:     7 /    10 =  70.000
0, 44  acc:    11 /    11 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     4 /     6 =  66.667
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   273 /   316 =  86.392
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    15 /    17 =  88.235
0, 51  acc:    18 /    19 =  94.737
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   264 /   301 =  87.708
0, 57  acc:    10 /    11 =  90.909
0, 58  acc:     7 /     9 =  77.778
0, 59  acc:     8 /    10 =  80.000
0, 60  acc:     9 /    14 =  64.286
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     6 /     7 =  85.714
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2099 /  2536 =  82.768
0, 65  acc:   317 /   382 =  82.984
0, 66  acc:   212 /   252 =  84.127
0, 67  acc:    76 /    83 =  91.566
0, 68  acc:    54 /    70 =  77.143
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:     8 /    12 =  66.667
0, 71  acc:     6 /     6 = 100.000
0, 72  acc:    59 /    65 =  90.769
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    11 /    12 =  91.667
0, 75  acc:     6 /     7 =  85.714
0, 76  acc:     5 /     9 =  55.556
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    69 /    89 =  77.528
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:     4 /     6 =  66.667
0, 84  acc:     2 /     5 =  40.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     5 /     9 =  55.556
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    11 /    14 =  78.571
0, 89  acc:     1 /     4 =  25.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     3 /     4 =  75.000
0, 94  acc:    63 /    72 =  87.500
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    21 /    22 =  95.455
0, 99  acc:     1 /     2 =  50.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    21 /    24 =  87.500
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     1 /     7 =  14.286
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    14 /    14 = 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:  6365 /  7104 =  89.597
0, 118  acc:  1508 /  1682 =  89.655
0, 119  acc:   337 /   380 =  88.684
0, 120  acc:   344 /   388 =  88.660
0, 121  acc:    56 /    75 =  74.667
0, 122  acc:    38 /    44 =  86.364
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    19 /    26 =  73.077
0, 125  acc:   417 /   454 =  91.850
0, 126  acc:   118 /   128 =  92.188
0, 127  acc:    24 /    24 = 100.000
0, 128  acc:    40 /    47 =  85.106
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   222 /   259 =  85.714
0, 134  acc:    60 /    72 =  83.333
0, 135  acc:    17 /    20 =  85.000
0, 136  acc:    32 /    38 =  84.211
0, 137  acc:    10 /    14 =  71.429
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    53 /    63 =  84.127
0, 142  acc:     8 /    13 =  61.538
0, 143  acc:     7 /     9 =  77.778
0, 144  acc:    19 /    21 =  90.476
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   120 /   131 =  91.603
0, 149  acc:    17 /    21 =  80.952
0, 150  acc:     1 /     3 =  33.333
0, 151  acc:    17 /    23 =  73.913
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    44 /    46 =  95.652
0, 155  acc:     5 /     8 =  62.500
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    12 /    15 =  80.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    11 =  90.909
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1351 /  1701 =  79.424
0, 170  acc:   338 /   424 =  79.717
0, 171  acc:   100 /   124 =  80.645
0, 172  acc:   147 /   168 =  87.500
0, 173  acc:    14 /    17 =  82.353
0, 174  acc:     1 /     3 =  33.333
0, 175  acc:    10 /    11 =  90.909
0, 176  acc:    10 /    15 =  66.667
0, 177  acc:    53 /    70 =  75.714
0, 178  acc:    10 /    12 =  83.333
0, 179  acc:     2 /     4 =  50.000
0, 180  acc:     5 /     6 =  83.333
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    71 /    79 =  89.873
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     5 /     7 =  71.429
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    33 =  75.758
0, 192  acc:     2 /     5 =  40.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    33 /    44 =  75.000
0, 197  acc:     7 /    10 =  70.000
0, 198  acc:     3 /     6 =  50.000
0, 199  acc:     9 /    11 =  81.818
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    21 /    22 =  95.455
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     4 /     5 =  80.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     4 =  75.000
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     8 =  62.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     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: 58142 / 60229 =  96.535
1, 1  acc:  5865 /  6121 =  95.818
1, 2  acc: 10279 / 10830 =  94.912
1, 3  acc:  4267 /  4545 =  93.883
1, 4  acc:  5178 /  5391 =  96.049
1, 5  acc:   824 /   866 =  95.150
1, 6  acc:   497 /   524 =  94.847
1, 7  acc:   603 /   625 =  96.480
1, 8  acc:  5226 /  5500 =  95.018
1, 9  acc:   374 /   388 =  96.392
1, 10  acc:   448 /   478 =  93.724
1, 11  acc:   228 /   249 =  91.566
1, 12  acc:   748 /   789 =  94.804
1, 13  acc:   109 /   114 =  95.614
1, 14  acc:   126 /   139 =  90.647
1, 15  acc:   133 /   144 =  92.361
1, 16  acc:  7884 /  8316 =  94.805
1, 17  acc:   258 /   276 =  93.478
1, 18  acc:   581 /   616 =  94.318
1, 19  acc:   224 /   240 =  93.333
1, 20  acc:   287 /   304 =  94.408
1, 21  acc:    47 /    48 =  97.917
1, 22  acc:   129 /   138 =  93.478
1, 23  acc:    36 /    37 =  97.297
1, 24  acc:  1057 /  1127 =  93.789
1, 25  acc:    27 /    28 =  96.429
1, 26  acc:   101 /   106 =  95.283
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   146 /   152 =  96.053
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    27 /    27 = 100.000
1, 31  acc:     6 /     7 =  85.714
1, 32  acc:  1610 /  1696 =  94.929
1, 33  acc:    90 /    95 =  94.737
1, 34  acc:    67 /    75 =  89.333
1, 35  acc:    21 /    22 =  95.455
1, 36  acc:    41 /    43 =  95.349
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    26 /    26 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   419 /   432 =  96.991
1, 41  acc:    23 /    23 = 100.000
1, 42  acc:     6 /     9 =  66.667
1, 43  acc:    20 /    20 = 100.000
1, 44  acc:    28 /    28 = 100.000
1, 45  acc:     2 /     4 =  50.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   548 /   576 =  95.139
1, 49  acc:     2 /     2 = 100.000
1, 50  acc:    41 /    45 =  91.111
1, 51  acc:    21 /    23 =  91.304
1, 52  acc:     9 /    10 =  90.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    35 =  97.143
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   416 /   440 =  94.545
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    23 /    24 =  95.833
1, 59  acc:    15 /    18 =  83.333
1, 60  acc:    24 /    29 =  82.759
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    31 /    32 =  96.875
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5072 /  5306 =  95.590
1, 65  acc:   746 /   794 =  93.955
1, 66  acc:   439 /   466 =  94.206
1, 67  acc:   175 /   188 =  93.085
1, 68  acc:   245 /   254 =  96.457
1, 69  acc:    40 /    41 =  97.561
1, 70  acc:    72 /    76 =  94.737
1, 71  acc:    24 /    25 =  96.000
1, 72  acc:   105 /   112 =  93.750
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     4 /     5 =  80.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    18 /    18 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   159 /   176 =  90.341
1, 81  acc:    27 /    28 =  96.429
1, 82  acc:    41 /    48 =  85.417
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    32 /    33 =  96.970
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    21 =  95.238
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:   122 /   135 =  90.370
1, 95  acc:     9 /    12 =  75.000
1, 96  acc:     9 /    10 =  90.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    22 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    24 /    27 =  88.889
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    36 /    37 =  97.297
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    22 /    22 = 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:  7609 /  8250 =  92.230
1, 118  acc:  1847 /  1979 =  93.330
1, 119  acc:   444 /   482 =  92.116
1, 120  acc:   498 /   531 =  93.785
1, 121  acc:   156 /   161 =  96.894
1, 122  acc:    84 /    91 =  92.308
1, 123  acc:    27 /    32 =  84.375
1, 124  acc:    49 /    50 =  98.000
1, 125  acc:   515 /   550 =  93.636
1, 126  acc:   121 /   129 =  93.798
1, 127  acc:    19 /    24 =  79.167
1, 128  acc:    38 /    41 =  92.683
1, 129  acc:    18 /    18 = 100.000
1, 130  acc:    13 /    15 =  86.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:   426 /   452 =  94.248
1, 134  acc:    55 /    56 =  98.214
1, 135  acc:    35 /    36 =  97.222
1, 136  acc:    13 /    21 =  61.905
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   102 /   109 =  93.578
1, 142  acc:    17 /    20 =  85.000
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     6 =  66.667
1, 148  acc:   158 /   173 =  91.329
1, 149  acc:    22 /    23 =  95.652
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:    14 /    21 =  66.667
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    41 /    44 =  93.182
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    12 /    12 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    43 /    43 = 100.000
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    27 /    27 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3215 /  3442 =  93.405
1, 170  acc:   629 /   676 =  93.047
1, 171  acc:   248 /   261 =  95.019
1, 172  acc:   202 /   212 =  95.283
1, 173  acc:    63 /    64 =  98.438
1, 174  acc:     7 /     8 =  87.500
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    40 /    46 =  86.957
1, 177  acc:    87 /    87 = 100.000
1, 178  acc:     7 /     9 =  77.778
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     9 /    10 =  90.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    10 /    12 =  83.333
1, 184  acc:   112 /   120 =  93.333
1, 185  acc:    25 /    29 =  86.207
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     9 /    10 =  90.000
1, 192  acc:    18 /    18 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   109 /   120 =  90.833
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:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /    11 =  63.636
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:    12 /    16 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252627 / 269038 =  93.900
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24383 / 25373 =  96.098
0, 1  acc: 30106 / 31282 =  96.241
0, 2  acc:  5902 /  6155 =  95.890
0, 3  acc: 23387 / 24292 =  96.274
0, 4  acc: 10435 / 10829 =  96.362
0, 5  acc:  5339 /  5541 =  96.354
0, 6  acc:  6535 /  6785 =  96.315
0, 7  acc: 11545 / 12016 =  96.080
1, 0  acc:  4265 /  4437 =  96.124
1, 1  acc:  4762 /  4962 =  95.969
1, 2  acc:  2175 /  2265 =  96.026
1, 3  acc:  2356 /  2446 =  96.321
1, 4  acc:  3018 /  3125 =  96.576
1, 5  acc:   958 /  1003 =  95.513
1, 6  acc:  2990 /  3111 =  96.111
1, 7  acc:  4499 /  4682 =  96.091
--------------------------------------
Average acc: 142655 / 148304 =  96.191
Robust  acc:   958 /  1003 =  95.513
--------------------------------------
New max robust acc: 95.51345962113659
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed35.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed35.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.837 | Best Acc: 87.786
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10297 / 12092 =  85.155
0, 1  acc: 12195 / 14179 =  86.007
0, 2  acc:  2147 /  3210 =  66.885
0, 3  acc: 10623 / 12101 =  87.786
0, 4  acc:  3991 /  5355 =  74.528
0, 5  acc:  2443 /  2980 =  81.980
0, 6  acc:  2229 /  3335 =  66.837
0, 7  acc:  4203 /  5723 =  73.441
1, 0  acc:  1642 /  2203 =  74.535
1, 1  acc:  1683 /  2270 =  74.141
1, 2  acc:   903 /  1216 =  74.260
1, 3  acc:   942 /  1260 =  74.762
1, 4  acc:  1174 /  1627 =  72.157
1, 5  acc:   379 /   520 =  72.885
1, 6  acc:  1177 /  1537 =  76.578
1, 7  acc:  1629 /  2246 =  72.529
------------------------------------
Average acc: 57657 / 71854 =  80.242
Robust  acc:  2229 /  3335 =  66.837
------------------------------------
Accuracies by groups:
0, 0  acc: 10297 / 12092 =  85.155
0, 1  acc: 12195 / 14179 =  86.007
0, 2  acc:  2147 /  3210 =  66.885
0, 3  acc: 10623 / 12101 =  87.786
0, 4  acc:  3991 /  5355 =  74.528
0, 5  acc:  2443 /  2980 =  81.980
0, 6  acc:  2229 /  3335 =  66.837
0, 7  acc:  4203 /  5723 =  73.441
1, 0  acc:  1642 /  2203 =  74.535
1, 1  acc:  1683 /  2270 =  74.141
1, 2  acc:   903 /  1216 =  74.260
1, 3  acc:   942 /  1260 =  74.762
1, 4  acc:  1174 /  1627 =  72.157
1, 5  acc:   379 /   520 =  72.885
1, 6  acc:  1177 /  1537 =  76.578
1, 7  acc:  1629 /  2246 =  72.529
------------------------------------
Average acc: 57657 / 71854 =  80.242
Robust  acc:  2229 /  3335 =  66.837
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10297 / 12092 =  85.155
0, 1  acc: 12195 / 14179 =  86.007
0, 2  acc:  2147 /  3210 =  66.885
0, 3  acc: 10623 / 12101 =  87.786
0, 4  acc:  3991 /  5355 =  74.528
0, 5  acc:  2443 /  2980 =  81.980
0, 6  acc:  2229 /  3335 =  66.837
0, 7  acc:  4203 /  5723 =  73.441
1, 0  acc:  1642 /  2203 =  74.535
1, 1  acc:  1683 /  2270 =  74.141
1, 2  acc:   903 /  1216 =  74.260
1, 3  acc:   942 /  1260 =  74.762
1, 4  acc:  1174 /  1627 =  72.157
1, 5  acc:   379 /   520 =  72.885
1, 6  acc:  1177 /  1537 =  76.578
1, 7  acc:  1629 /  2246 =  72.529
------------------------------------
Average acc: 57657 / 71854 =  80.242
Robust  acc:  2229 /  3335 =  66.837
------------------------------------

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: 96.858 | Val Loss: 0.000 | Val Acc: 98.515
Training:
Accuracies by groups:
0, 0  acc: 65736 / 67694 =  97.108
0, 1  acc:  7113 /  7319 =  97.185
0, 2  acc: 10894 / 11320 =  96.237
0, 3  acc:  5342 /  5565 =  95.993
0, 4  acc:  1863 /  2106 =  88.462
0, 5  acc:   244 /   275 =  88.727
0, 6  acc:   301 /   330 =  91.212
0, 7  acc:   260 /   293 =  88.737
0, 8  acc:  5756 /  6003 =  95.885
0, 9  acc:   397 /   423 =  93.853
0, 10  acc:   416 /   436 =  95.413
0, 11  acc:   294 /   311 =  94.534
0, 12  acc:   373 /   414 =  90.097
0, 13  acc:    36 /    45 =  80.000
0, 14  acc:    35 /    38 =  92.105
0, 15  acc:    28 /    34 =  82.353
0, 16  acc:  5052 /  5406 =  93.452
0, 17  acc:   178 /   189 =  94.180
0, 18  acc:   473 /   493 =  95.943
0, 19  acc:   154 /   166 =  92.771
0, 20  acc:   126 /   144 =  87.500
0, 21  acc:    13 /    15 =  86.667
0, 22  acc:    56 /    58 =  96.552
0, 23  acc:     8 /    15 =  53.333
0, 24  acc:   629 /   677 =  92.910
0, 25  acc:    37 /    41 =  90.244
0, 26  acc:    61 /    64 =  95.312
0, 27  acc:    23 /    24 =  95.833
0, 28  acc:    29 /    34 =  85.294
0, 29  acc:     2 /     6 =  33.333
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     7 /     8 =  87.500
0, 32  acc:  1578 /  1656 =  95.290
0, 33  acc:    75 /    80 =  93.750
0, 34  acc:    64 /    65 =  98.462
0, 35  acc:    20 /    21 =  95.238
0, 36  acc:    19 /    20 =  95.000
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    13 /    15 =  86.667
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   354 /   370 =  95.676
0, 41  acc:    18 /    18 = 100.000
0, 42  acc:    13 /    18 =  72.222
0, 43  acc:     8 /     8 = 100.000
0, 44  acc:    15 /    16 =  93.750
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   263 /   292 =  90.068
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    11 /    13 =  84.615
0, 51  acc:    13 /    15 =  86.667
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   272 /   294 =  92.517
0, 57  acc:     4 /     4 = 100.000
0, 58  acc:    13 /    15 =  86.667
0, 59  acc:     8 /     8 = 100.000
0, 60  acc:    14 /    21 =  66.667
0, 61  acc:     0 /     1 =   0.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2356 /  2582 =  91.247
0, 65  acc:   358 /   397 =  90.176
0, 66  acc:   233 /   255 =  91.373
0, 67  acc:   117 /   125 =  93.600
0, 68  acc:    50 /    61 =  81.967
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    19 /    21 =  90.476
0, 71  acc:    14 /    15 =  93.333
0, 72  acc:    45 /    48 =  93.750
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     5 /     5 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    78 /    91 =  85.714
0, 81  acc:     8 /    10 =  80.000
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:    22 /    22 = 100.000
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    10 /    11 =  90.909
0, 89  acc:     4 /     5 =  80.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    64 /    67 =  95.522
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     1 /     1 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    18 /    19 =  94.737
0, 99  acc:     3 /     4 =  75.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:     8 /     9 =  88.889
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    13 =  84.615
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     3 =  33.333
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     9 =  88.889
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:  6706 /  7043 =  95.215
0, 118  acc:  1634 /  1726 =  94.670
0, 119  acc:   416 /   427 =  97.424
0, 120  acc:   355 /   382 =  92.932
0, 121  acc:    55 /    70 =  78.571
0, 122  acc:    43 /    45 =  95.556
0, 123  acc:     7 /     8 =  87.500
0, 124  acc:    25 /    29 =  86.207
0, 125  acc:   354 /   369 =  95.935
0, 126  acc:   122 /   129 =  94.574
0, 127  acc:    24 /    27 =  88.889
0, 128  acc:    39 /    39 = 100.000
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:    11 /    11 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   219 /   238 =  92.017
0, 134  acc:    60 /    65 =  92.308
0, 135  acc:    26 /    29 =  89.655
0, 136  acc:    36 /    37 =  97.297
0, 137  acc:     9 /    10 =  90.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    70 /    73 =  95.890
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   113 /   121 =  93.388
0, 149  acc:    12 /    12 = 100.000
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    12 /    18 =  66.667
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    43 /    45 =  95.556
0, 155  acc:    11 /    11 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    17 /    19 =  89.474
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     6 /     6 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     3 /     4 =  75.000
0, 166  acc:    14 /    14 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1616 /  1782 =  90.685
0, 170  acc:   364 /   404 =  90.099
0, 171  acc:   103 /   113 =  91.150
0, 172  acc:   175 /   187 =  93.583
0, 173  acc:    17 /    21 =  80.952
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    12 /    17 =  70.588
0, 177  acc:    61 /    68 =  89.706
0, 178  acc:    20 /    21 =  95.238
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    62 /    65 =  95.385
0, 185  acc:    12 /    12 = 100.000
0, 186  acc:     4 /     5 =  80.000
0, 187  acc:     4 /     6 =  66.667
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    32 =  93.750
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    45 /    48 =  93.750
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    14 /    17 =  82.353
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     9 /    11 =  81.818
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     6 /     7 =  85.714
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:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 58774 / 59808 =  98.271
1, 1  acc:  6098 /  6242 =  97.693
1, 2  acc: 10357 / 10606 =  97.652
1, 3  acc:  4321 /  4433 =  97.473
1, 4  acc:  5175 /  5282 =  97.974
1, 5  acc:   881 /   905 =  97.348
1, 6  acc:   488 /   495 =  98.586
1, 7  acc:   654 /   665 =  98.346
1, 8  acc:  5350 /  5496 =  97.344
1, 9  acc:   351 /   359 =  97.772
1, 10  acc:   493 /   509 =  96.857
1, 11  acc:   259 /   269 =  96.283
1, 12  acc:   850 /   863 =  98.494
1, 13  acc:   104 /   107 =  97.196
1, 14  acc:   138 /   141 =  97.872
1, 15  acc:   144 /   151 =  95.364
1, 16  acc:  8009 /  8227 =  97.350
1, 17  acc:   258 /   271 =  95.203
1, 18  acc:   610 /   625 =  97.600
1, 19  acc:   210 /   220 =  95.455
1, 20  acc:   267 /   273 =  97.802
1, 21  acc:    47 /    48 =  97.917
1, 22  acc:   126 /   129 =  97.674
1, 23  acc:    47 /    49 =  95.918
1, 24  acc:   980 /  1012 =  96.838
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    85 /    89 =  95.506
1, 27  acc:     7 /     8 =  87.500
1, 28  acc:   158 /   163 =  96.933
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    24 /    24 = 100.000
1, 31  acc:    12 /    12 = 100.000
1, 32  acc:  1578 /  1628 =  96.929
1, 33  acc:    99 /   100 =  99.000
1, 34  acc:    65 /    66 =  98.485
1, 35  acc:    24 /    25 =  96.000
1, 36  acc:    64 /    67 =  95.522
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    33 /    33 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   412 /   420 =  98.095
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:    13 /    13 = 100.000
1, 43  acc:    26 /    28 =  92.857
1, 44  acc:    28 /    28 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    13 /    13 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   614 /   628 =  97.771
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    48 /    49 =  97.959
1, 51  acc:    22 /    23 =  95.652
1, 52  acc:    18 /    18 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    28 =  96.429
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   408 /   423 =  96.454
1, 57  acc:    22 /    22 = 100.000
1, 58  acc:    15 /    15 = 100.000
1, 59  acc:    11 /    12 =  91.667
1, 60  acc:    33 /    38 =  86.842
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5288 /  5418 =  97.601
1, 65  acc:   772 /   791 =  97.598
1, 66  acc:   475 /   488 =  97.336
1, 67  acc:   217 /   225 =  96.444
1, 68  acc:   256 /   262 =  97.710
1, 69  acc:    42 /    42 = 100.000
1, 70  acc:    82 /    82 = 100.000
1, 71  acc:    27 /    27 = 100.000
1, 72  acc:   109 /   112 =  97.321
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     1 /     2 =  50.000
1, 76  acc:    19 /    20 =  95.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   169 /   172 =  98.256
1, 81  acc:    26 /    26 = 100.000
1, 82  acc:    53 /    55 =  96.364
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:    18 /    18 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    29 /    29 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    31 /    31 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     9 /     9 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   153 /   159 =  96.226
1, 95  acc:    17 /    17 = 100.000
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     2 /     2 = 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:    36 /    36 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     6 /     6 = 100.000
1, 112  acc:    16 /    16 = 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:  7929 /  8193 =  96.778
1, 118  acc:  1947 /  2005 =  97.107
1, 119  acc:   456 /   476 =  95.798
1, 120  acc:   490 /   509 =  96.267
1, 121  acc:   140 /   149 =  93.960
1, 122  acc:    79 /    79 = 100.000
1, 123  acc:    29 /    29 = 100.000
1, 124  acc:    39 /    39 = 100.000
1, 125  acc:   506 /   524 =  96.565
1, 126  acc:   145 /   147 =  98.639
1, 127  acc:    26 /    27 =  96.296
1, 128  acc:    46 /    49 =  93.878
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    11 =  90.909
1, 133  acc:   465 /   476 =  97.689
1, 134  acc:    83 /    91 =  91.209
1, 135  acc:    34 /    34 = 100.000
1, 136  acc:    22 /    25 =  88.000
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     4 /     6 =  66.667
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   128 /   134 =  95.522
1, 142  acc:    22 /    22 = 100.000
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    10 /    10 = 100.000
1, 148  acc:   201 /   204 =  98.529
1, 149  acc:    15 /    15 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    10 /    14 =  71.429
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    35 /    36 =  97.222
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /    10 =  90.000
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:     7 /     7 = 100.000
1, 164  acc:    29 /    31 =  93.548
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3461 /  3557 =  97.301
1, 170  acc:   662 /   678 =  97.640
1, 171  acc:   268 /   276 =  97.101
1, 172  acc:   229 /   236 =  97.034
1, 173  acc:    64 /    66 =  96.970
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:    12 /    12 = 100.000
1, 176  acc:    39 /    42 =  92.857
1, 177  acc:    85 /    87 =  97.701
1, 178  acc:    13 /    13 = 100.000
1, 179  acc:     8 /     8 = 100.000
1, 180  acc:     9 /    10 =  90.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    17 /    18 =  94.444
1, 184  acc:    99 /   102 =  97.059
1, 185  acc:    42 /    42 = 100.000
1, 186  acc:    10 /    11 =  90.909
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   116 /   118 =  98.305
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    17 /    18 =  94.444
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:    21 /    22 =  95.455
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    12 /    13 =  92.308
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260586 / 269038 =  96.858
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24997 / 25373 =  98.518
0, 1  acc: 30822 / 31282 =  98.530
0, 2  acc:  6065 /  6155 =  98.538
0, 3  acc: 23931 / 24292 =  98.514
0, 4  acc: 10673 / 10829 =  98.559
0, 5  acc:  5471 /  5541 =  98.737
0, 6  acc:  6673 /  6785 =  98.349
0, 7  acc: 11857 / 12016 =  98.677
1, 0  acc:  4366 /  4437 =  98.400
1, 1  acc:  4893 /  4962 =  98.609
1, 2  acc:  2226 /  2265 =  98.278
1, 3  acc:  2413 /  2446 =  98.651
1, 4  acc:  3081 /  3125 =  98.592
1, 5  acc:   984 /  1003 =  98.106
1, 6  acc:  3063 /  3111 =  98.457
1, 7  acc:  4610 /  4682 =  98.462
--------------------------------------
Average acc: 146125 / 148304 =  98.531
Robust  acc:   984 /  1003 =  98.106
--------------------------------------
New max robust acc: 98.10568295114656
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed35.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed35.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.556 | Best Acc: 92.868
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10907 / 12092 =  90.200
0, 1  acc: 12945 / 14179 =  91.297
0, 2  acc:  2352 /  3210 =  73.271
0, 3  acc: 11238 / 12101 =  92.868
0, 4  acc:  4504 /  5355 =  84.108
0, 5  acc:  2644 /  2980 =  88.725
0, 6  acc:  2508 /  3335 =  75.202
0, 7  acc:  4454 /  5723 =  77.826
1, 0  acc:  1428 /  2203 =  64.821
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   813 /  1216 =  66.859
1, 3  acc:   763 /  1260 =  60.556
1, 4  acc:  1017 /  1627 =  62.508
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1063 /  1537 =  69.161
1, 7  acc:  1502 /  2246 =  66.874
------------------------------------
Average acc: 59910 / 71854 =  83.377
Robust  acc:   763 /  1260 =  60.556
------------------------------------
Accuracies by groups:
0, 0  acc: 10907 / 12092 =  90.200
0, 1  acc: 12945 / 14179 =  91.297
0, 2  acc:  2352 /  3210 =  73.271
0, 3  acc: 11238 / 12101 =  92.868
0, 4  acc:  4504 /  5355 =  84.108
0, 5  acc:  2644 /  2980 =  88.725
0, 6  acc:  2508 /  3335 =  75.202
0, 7  acc:  4454 /  5723 =  77.826
1, 0  acc:  1428 /  2203 =  64.821
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   813 /  1216 =  66.859
1, 3  acc:   763 /  1260 =  60.556
1, 4  acc:  1017 /  1627 =  62.508
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1063 /  1537 =  69.161
1, 7  acc:  1502 /  2246 =  66.874
------------------------------------
Average acc: 59910 / 71854 =  83.377
Robust  acc:   763 /  1260 =  60.556
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10907 / 12092 =  90.200
0, 1  acc: 12945 / 14179 =  91.297
0, 2  acc:  2352 /  3210 =  73.271
0, 3  acc: 11238 / 12101 =  92.868
0, 4  acc:  4504 /  5355 =  84.108
0, 5  acc:  2644 /  2980 =  88.725
0, 6  acc:  2508 /  3335 =  75.202
0, 7  acc:  4454 /  5723 =  77.826
1, 0  acc:  1428 /  2203 =  64.821
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   813 /  1216 =  66.859
1, 3  acc:   763 /  1260 =  60.556
1, 4  acc:  1017 /  1627 =  62.508
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1063 /  1537 =  69.161
1, 7  acc:  1502 /  2246 =  66.874
------------------------------------
Average acc: 59910 / 71854 =  83.377
Robust  acc:   763 /  1260 =  60.556
------------------------------------

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: 98.036 | Val Loss: 0.000 | Val Acc: 99.100
Training:
Accuracies by groups:
0, 0  acc: 66418 / 67741 =  98.047
0, 1  acc:  7326 /  7462 =  98.177
0, 2  acc: 10926 / 11174 =  97.781
0, 3  acc:  5301 /  5438 =  97.481
0, 4  acc:  2053 /  2190 =  93.744
0, 5  acc:   277 /   307 =  90.228
0, 6  acc:   302 /   313 =  96.486
0, 7  acc:   267 /   292 =  91.438
0, 8  acc:  5694 /  5844 =  97.433
0, 9  acc:   425 /   438 =  97.032
0, 10  acc:   370 /   384 =  96.354
0, 11  acc:   317 /   331 =  95.770
0, 12  acc:   335 /   359 =  93.315
0, 13  acc:    38 /    40 =  95.000
0, 14  acc:    36 /    39 =  92.308
0, 15  acc:    16 /    19 =  84.211
0, 16  acc:  5179 /  5381 =  96.246
0, 17  acc:   207 /   214 =  96.729
0, 18  acc:   497 /   509 =  97.642
0, 19  acc:   149 /   158 =  94.304
0, 20  acc:   116 /   132 =  87.879
0, 21  acc:    11 /    11 = 100.000
0, 22  acc:    58 /    62 =  93.548
0, 23  acc:    12 /    15 =  80.000
0, 24  acc:   615 /   649 =  94.761
0, 25  acc:    36 /    36 = 100.000
0, 26  acc:    69 /    71 =  97.183
0, 27  acc:    17 /    18 =  94.444
0, 28  acc:    43 /    45 =  95.556
0, 29  acc:     5 /     6 =  83.333
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:    11 /    11 = 100.000
0, 32  acc:  1463 /  1509 =  96.952
0, 33  acc:    70 /    75 =  93.333
0, 34  acc:    59 /    59 = 100.000
0, 35  acc:    18 /    18 = 100.000
0, 36  acc:    31 /    32 =  96.875
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    19 /    21 =  90.476
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   375 /   383 =  97.911
0, 41  acc:    11 /    12 =  91.667
0, 42  acc:    13 /    13 = 100.000
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    12 /    13 =  92.308
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /    10 =  90.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   346 /   367 =  94.278
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    16 /    18 =  88.889
0, 51  acc:    20 /    22 =  90.909
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   252 /   265 =  95.094
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    10 /    12 =  83.333
0, 59  acc:    14 /    14 = 100.000
0, 60  acc:    11 /    12 =  91.667
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:    13 /    13 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2423 /  2560 =  94.648
0, 65  acc:   378 /   389 =  97.172
0, 66  acc:   261 /   275 =  94.909
0, 67  acc:    93 /   102 =  91.176
0, 68  acc:    47 /    53 =  88.679
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    16 /    18 =  88.889
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    65 /    65 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     5 /     5 = 100.000
0, 75  acc:     7 /     8 =  87.500
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   104 /   108 =  96.296
0, 81  acc:    12 /    14 =  85.714
0, 82  acc:     4 /     6 =  66.667
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     9 /    10 =  90.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    70 /    71 =  98.592
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     1 /     1 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    19 /    19 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     3 /     4 =  75.000
0, 101  acc:     5 /     6 =  83.333
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    16 /    17 =  94.118
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     2 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6813 /  7040 =  96.776
0, 118  acc:  1654 /  1701 =  97.237
0, 119  acc:   403 /   419 =  96.181
0, 120  acc:   331 /   346 =  95.665
0, 121  acc:    58 /    67 =  86.567
0, 122  acc:    33 /    33 = 100.000
0, 123  acc:    10 /    11 =  90.909
0, 124  acc:    20 /    20 = 100.000
0, 125  acc:   370 /   384 =  96.354
0, 126  acc:   130 /   134 =  97.015
0, 127  acc:    30 /    30 = 100.000
0, 128  acc:    37 /    38 =  97.368
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     5 /     6 =  83.333
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   261 /   272 =  95.956
0, 134  acc:    74 /    76 =  97.368
0, 135  acc:    32 /    32 = 100.000
0, 136  acc:    35 /    35 = 100.000
0, 137  acc:     7 /     7 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    61 =  98.361
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   126 =  96.825
0, 149  acc:    13 /    15 =  86.667
0, 150  acc:     0 /     1 =   0.000
0, 151  acc:     6 /    11 =  54.545
0, 152  acc:     6 /     6 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    42 /    42 = 100.000
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    34 /    34 = 100.000
0, 160  acc:     5 /     5 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    15 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    12 /    12 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1647 /  1760 =  93.580
0, 170  acc:   401 /   429 =  93.473
0, 171  acc:   105 /   109 =  96.330
0, 172  acc:   152 /   158 =  96.203
0, 173  acc:    10 /    10 = 100.000
0, 174  acc:     6 /     8 =  75.000
0, 175  acc:    12 /    12 = 100.000
0, 176  acc:     7 /    11 =  63.636
0, 177  acc:    59 /    63 =  93.651
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     9 /    12 =  75.000
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    65 /    68 =  95.588
0, 185  acc:     8 /     9 =  88.889
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:     7 /     9 =  77.778
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     9 /     9 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    32 =  90.625
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    28 /    30 =  93.333
0, 197  acc:    16 /    16 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    28 /    29 =  96.552
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     3 /     6 =  50.000
0, 210  acc:     2 /     3 =  66.667
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     3 /     4 =  75.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 59290 / 59948 =  98.902
1, 1  acc:  6107 /  6181 =  98.803
1, 2  acc: 10794 / 10949 =  98.584
1, 3  acc:  4582 /  4663 =  98.263
1, 4  acc:  5247 /  5317 =  98.683
1, 5  acc:   862 /   874 =  98.627
1, 6  acc:   541 /   545 =  99.266
1, 7  acc:   615 /   624 =  98.558
1, 8  acc:  5424 /  5504 =  98.547
1, 9  acc:   386 /   388 =  99.485
1, 10  acc:   491 /   498 =  98.594
1, 11  acc:   244 /   246 =  99.187
1, 12  acc:   812 /   823 =  98.663
1, 13  acc:   132 /   133 =  99.248
1, 14  acc:   122 /   125 =  97.600
1, 15  acc:   141 /   143 =  98.601
1, 16  acc:  8020 /  8154 =  98.357
1, 17  acc:   277 /   280 =  98.929
1, 18  acc:   628 /   639 =  98.279
1, 19  acc:   210 /   216 =  97.222
1, 20  acc:   294 /   299 =  98.328
1, 21  acc:    46 /    46 = 100.000
1, 22  acc:   125 /   127 =  98.425
1, 23  acc:    30 /    32 =  93.750
1, 24  acc:  1030 /  1048 =  98.282
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:   108 /   109 =  99.083
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   157 /   157 = 100.000
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    23 /    23 = 100.000
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:  1730 /  1753 =  98.688
1, 33  acc:    95 /    96 =  98.958
1, 34  acc:    70 /    71 =  98.592
1, 35  acc:    21 /    21 = 100.000
1, 36  acc:    61 /    61 = 100.000
1, 37  acc:    10 /    10 = 100.000
1, 38  acc:    47 /    48 =  97.917
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   413 /   418 =  98.804
1, 41  acc:    25 /    26 =  96.154
1, 42  acc:    11 /    14 =  78.571
1, 43  acc:    20 /    21 =  95.238
1, 44  acc:    33 /    33 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    17 /    17 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   503 /   509 =  98.821
1, 49  acc:     9 /    10 =  90.000
1, 50  acc:    38 /    39 =  97.436
1, 51  acc:    35 /    35 = 100.000
1, 52  acc:    17 /    17 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    31 /    31 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   426 /   435 =  97.931
1, 57  acc:    15 /    15 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    19 /    19 = 100.000
1, 60  acc:    28 /    29 =  96.552
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5326 /  5401 =  98.611
1, 65  acc:   739 /   746 =  99.062
1, 66  acc:   463 /   473 =  97.886
1, 67  acc:   178 /   182 =  97.802
1, 68  acc:   231 /   235 =  98.298
1, 69  acc:    49 /    49 = 100.000
1, 70  acc:    80 /    80 = 100.000
1, 71  acc:    16 /    16 = 100.000
1, 72  acc:   116 /   117 =  99.145
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     7 /     7 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    16 /    17 =  94.118
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   164 /   170 =  96.471
1, 81  acc:    19 /    23 =  82.609
1, 82  acc:    56 /    57 =  98.246
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    23 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   142 /   144 =  98.611
1, 95  acc:    24 /    24 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    20 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    31 /    31 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    12 /    12 = 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:    14 /    15 =  93.333
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8076 /  8230 =  98.129
1, 118  acc:  1994 /  2018 =  98.811
1, 119  acc:   489 /   497 =  98.390
1, 120  acc:   525 /   533 =  98.499
1, 121  acc:   146 /   147 =  99.320
1, 122  acc:    88 /    90 =  97.778
1, 123  acc:    19 /    20 =  95.000
1, 124  acc:    46 /    46 = 100.000
1, 125  acc:   494 /   503 =  98.211
1, 126  acc:   109 /   110 =  99.091
1, 127  acc:    27 /    29 =  93.103
1, 128  acc:    53 /    54 =  98.148
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:    10 /    11 =  90.909
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   439 /   451 =  97.339
1, 134  acc:    84 /    86 =  97.674
1, 135  acc:    35 /    36 =  97.222
1, 136  acc:    41 /    41 = 100.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     4 /     5 =  80.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   120 /   121 =  99.174
1, 142  acc:    18 /    18 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     7 /     7 = 100.000
1, 148  acc:   190 /   194 =  97.938
1, 149  acc:    19 /    20 =  95.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:    13 /    17 =  76.471
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    28 /    31 =  90.323
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:    33 /    33 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    29 /    29 = 100.000
1, 165  acc:     2 /     3 =  66.667
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3378 /  3442 =  98.141
1, 170  acc:   668 /   685 =  97.518
1, 171  acc:   301 /   304 =  99.013
1, 172  acc:   208 /   211 =  98.578
1, 173  acc:    60 /    60 = 100.000
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    39 /    42 =  92.857
1, 177  acc:    83 /    85 =  97.647
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:    11 /    11 = 100.000
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    23 /    25 =  92.000
1, 184  acc:   124 /   127 =  97.638
1, 185  acc:    48 /    48 = 100.000
1, 186  acc:    19 /    20 =  95.000
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:    17 /    17 = 100.000
1, 192  acc:    20 /    20 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   109 /   113 =  96.460
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    19 =  94.737
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:    18 /    19 =  94.737
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    12 /    13 =  92.308
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263753 / 269038 =  98.036
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25150 / 25373 =  99.121
0, 1  acc: 30985 / 31282 =  99.051
0, 2  acc:  6094 /  6155 =  99.009
0, 3  acc: 24059 / 24292 =  99.041
0, 4  acc: 10714 / 10829 =  98.938
0, 5  acc:  5496 /  5541 =  99.188
0, 6  acc:  6722 /  6785 =  99.071
0, 7  acc: 11908 / 12016 =  99.101
1, 0  acc:  4402 /  4437 =  99.211
1, 1  acc:  4912 /  4962 =  98.992
1, 2  acc:  2237 /  2265 =  98.764
1, 3  acc:  2415 /  2446 =  98.733
1, 4  acc:  3093 /  3125 =  98.976
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3084 /  3111 =  99.132
1, 7  acc:  4640 /  4682 =  99.103
--------------------------------------
Average acc: 146906 / 148304 =  99.057
Robust  acc:  2415 /  2446 =  98.733
--------------------------------------
New max robust acc: 98.73262469337695
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed35.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed35.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.406 | Best Acc: 94.199
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11088 / 12092 =  91.697
0, 1  acc: 13142 / 14179 =  92.686
0, 2  acc:  2644 /  3210 =  82.368
0, 3  acc: 11399 / 12101 =  94.199
0, 4  acc:  4707 /  5355 =  87.899
0, 5  acc:  2684 /  2980 =  90.067
0, 6  acc:  2593 /  3335 =  77.751
0, 7  acc:  4743 /  5723 =  82.876
1, 0  acc:  1382 /  2203 =  62.733
1, 1  acc:  1396 /  2270 =  61.498
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   728 /  1260 =  57.778
1, 4  acc:   934 /  1627 =  57.406
1, 5  acc:   326 /   520 =  62.692
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1386 /  2246 =  61.710
------------------------------------
Average acc: 60916 / 71854 =  84.777
Robust  acc:   934 /  1627 =  57.406
------------------------------------
Accuracies by groups:
0, 0  acc: 11088 / 12092 =  91.697
0, 1  acc: 13142 / 14179 =  92.686
0, 2  acc:  2644 /  3210 =  82.368
0, 3  acc: 11399 / 12101 =  94.199
0, 4  acc:  4707 /  5355 =  87.899
0, 5  acc:  2684 /  2980 =  90.067
0, 6  acc:  2593 /  3335 =  77.751
0, 7  acc:  4743 /  5723 =  82.876
1, 0  acc:  1382 /  2203 =  62.733
1, 1  acc:  1396 /  2270 =  61.498
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   728 /  1260 =  57.778
1, 4  acc:   934 /  1627 =  57.406
1, 5  acc:   326 /   520 =  62.692
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1386 /  2246 =  61.710
------------------------------------
Average acc: 60916 / 71854 =  84.777
Robust  acc:   934 /  1627 =  57.406
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11088 / 12092 =  91.697
0, 1  acc: 13142 / 14179 =  92.686
0, 2  acc:  2644 /  3210 =  82.368
0, 3  acc: 11399 / 12101 =  94.199
0, 4  acc:  4707 /  5355 =  87.899
0, 5  acc:  2684 /  2980 =  90.067
0, 6  acc:  2593 /  3335 =  77.751
0, 7  acc:  4743 /  5723 =  82.876
1, 0  acc:  1382 /  2203 =  62.733
1, 1  acc:  1396 /  2270 =  61.498
1, 2  acc:   731 /  1216 =  60.115
1, 3  acc:   728 /  1260 =  57.778
1, 4  acc:   934 /  1627 =  57.406
1, 5  acc:   326 /   520 =  62.692
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1386 /  2246 =  61.710
------------------------------------
Average acc: 60916 / 71854 =  84.777
Robust  acc:   934 /  1627 =  57.406
------------------------------------

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: 98.598 | Val Loss: 0.000 | Val Acc: 99.301
Training:
Accuracies by groups:
0, 0  acc: 66668 / 67557 =  98.684
0, 1  acc:  7414 /  7516 =  98.643
0, 2  acc: 11065 / 11238 =  98.461
0, 3  acc:  5380 /  5465 =  98.445
0, 4  acc:  2076 /  2176 =  95.404
0, 5  acc:   241 /   257 =  93.774
0, 6  acc:   305 /   317 =  96.215
0, 7  acc:   303 /   313 =  96.805
0, 8  acc:  5867 /  5977 =  98.160
0, 9  acc:   397 /   407 =  97.543
0, 10  acc:   426 /   436 =  97.706
0, 11  acc:   296 /   300 =  98.667
0, 12  acc:   365 /   387 =  94.315
0, 13  acc:    38 /    43 =  88.372
0, 14  acc:    38 /    42 =  90.476
0, 15  acc:    19 /    23 =  82.609
0, 16  acc:  5233 /  5388 =  97.123
0, 17  acc:   205 /   213 =  96.244
0, 18  acc:   514 /   527 =  97.533
0, 19  acc:   123 /   128 =  96.094
0, 20  acc:   109 /   115 =  94.783
0, 21  acc:    21 /    21 = 100.000
0, 22  acc:    60 /    61 =  98.361
0, 23  acc:    18 /    21 =  85.714
0, 24  acc:   662 /   684 =  96.784
0, 25  acc:    28 /    28 = 100.000
0, 26  acc:    52 /    53 =  98.113
0, 27  acc:    15 /    15 = 100.000
0, 28  acc:    54 /    57 =  94.737
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  1586 /  1608 =  98.632
0, 33  acc:    61 /    62 =  98.387
0, 34  acc:    70 /    71 =  98.592
0, 35  acc:    15 /    16 =  93.750
0, 36  acc:    33 /    36 =  91.667
0, 37  acc:    10 /    10 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   360 /   363 =  99.174
0, 41  acc:    14 /    14 = 100.000
0, 42  acc:    11 /    12 =  91.667
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    18 /    18 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   317 /   331 =  95.770
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    16 /    17 =  94.118
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   258 /   269 =  95.911
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    18 /    19 =  94.737
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    19 /    19 = 100.000
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:    14 /    14 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2479 /  2566 =  96.610
0, 65  acc:   379 /   392 =  96.684
0, 66  acc:   244 /   254 =  96.063
0, 67  acc:    91 /    94 =  96.809
0, 68  acc:    65 /    68 =  95.588
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    18 /    21 =  85.714
0, 71  acc:     5 /     5 = 100.000
0, 72  acc:    61 /    62 =  98.387
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:     5 /     5 = 100.000
0, 76  acc:     9 /    10 =  90.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   108 /   113 =  95.575
0, 81  acc:     1 /     4 =  25.000
0, 82  acc:    12 /    12 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     5 /     5 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    73 /    79 =  92.405
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    19 /    19 = 100.000
0, 99  acc:     2 /     3 =  66.667
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     7 /     7 = 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:    12 /    13 =  92.308
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     3 /     4 =  75.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    11 /    11 = 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:  6888 /  7035 =  97.910
0, 118  acc:  1662 /  1709 =  97.250
0, 119  acc:   403 /   415 =  97.108
0, 120  acc:   350 /   360 =  97.222
0, 121  acc:    67 /    70 =  95.714
0, 122  acc:    41 /    42 =  97.619
0, 123  acc:    18 /    18 = 100.000
0, 124  acc:    11 /    12 =  91.667
0, 125  acc:   398 /   404 =  98.515
0, 126  acc:   113 /   119 =  94.958
0, 127  acc:    26 /    27 =  96.296
0, 128  acc:    44 /    45 =  97.778
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   245 /   248 =  98.790
0, 134  acc:    68 /    70 =  97.143
0, 135  acc:    36 /    37 =  97.297
0, 136  acc:    31 /    31 = 100.000
0, 137  acc:    13 /    13 = 100.000
0, 138  acc:     9 /     9 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    65 /    68 =  95.588
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   143 /   147 =  97.279
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:    24 /    28 =  85.714
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    55 /    56 =  98.214
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    16 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1739 /  1793 =  96.988
0, 170  acc:   394 /   410 =  96.098
0, 171  acc:   116 /   120 =  96.667
0, 172  acc:   178 /   186 =  95.699
0, 173  acc:     9 /    12 =  75.000
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:     7 /    12 =  58.333
0, 177  acc:    56 /    56 = 100.000
0, 178  acc:    10 /    10 = 100.000
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:    13 /    13 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     9 /     9 = 100.000
0, 184  acc:    66 /    68 =  97.059
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     2 /     2 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    30 = 100.000
0, 192  acc:     7 /     7 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    44 /    44 = 100.000
0, 197  acc:    27 /    27 = 100.000
0, 198  acc:     6 /     6 = 100.000
0, 199  acc:    12 /    12 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    32 /    32 = 100.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     3 /     3 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     2 /     2 = 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:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 59386 / 59894 =  99.152
1, 1  acc:  6025 /  6086 =  98.998
1, 2  acc: 10663 / 10767 =  99.034
1, 3  acc:  4440 /  4490 =  98.886
1, 4  acc:  5412 /  5463 =  99.066
1, 5  acc:   935 /   946 =  98.837
1, 6  acc:   526 /   531 =  99.058
1, 7  acc:   640 /   649 =  98.613
1, 8  acc:  5468 /  5527 =  98.933
1, 9  acc:   396 /   402 =  98.507
1, 10  acc:   471 /   475 =  99.158
1, 11  acc:   248 /   252 =  98.413
1, 12  acc:   762 /   771 =  98.833
1, 13  acc:   139 /   141 =  98.582
1, 14  acc:   141 /   144 =  97.917
1, 15  acc:   135 /   137 =  98.540
1, 16  acc:  8120 /  8236 =  98.592
1, 17  acc:   256 /   258 =  99.225
1, 18  acc:   631 /   636 =  99.214
1, 19  acc:   215 /   220 =  97.727
1, 20  acc:   308 /   315 =  97.778
1, 21  acc:    39 /    40 =  97.500
1, 22  acc:   141 /   142 =  99.296
1, 23  acc:    38 /    41 =  92.683
1, 24  acc:  1083 /  1100 =  98.455
1, 25  acc:    16 /    17 =  94.118
1, 26  acc:   112 /   112 = 100.000
1, 27  acc:    18 /    18 = 100.000
1, 28  acc:   164 /   168 =  97.619
1, 29  acc:    12 /    12 = 100.000
1, 30  acc:    22 /    22 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1687 /  1700 =  99.235
1, 33  acc:    77 /    79 =  97.468
1, 34  acc:    77 /    77 = 100.000
1, 35  acc:    23 /    23 = 100.000
1, 36  acc:    46 /    46 = 100.000
1, 37  acc:    12 /    13 =  92.308
1, 38  acc:    33 /    34 =  97.059
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   426 /   431 =  98.840
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:    18 /    18 = 100.000
1, 43  acc:    27 /    27 = 100.000
1, 44  acc:    34 /    34 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    19 /    19 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   556 /   565 =  98.407
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    27 /    27 = 100.000
1, 51  acc:    31 /    32 =  96.875
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    33 /    34 =  97.059
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   438 /   446 =  98.206
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    16 /    16 = 100.000
1, 60  acc:    22 /    22 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    19 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5303 /  5364 =  98.863
1, 65  acc:   745 /   755 =  98.675
1, 66  acc:   446 /   456 =  97.807
1, 67  acc:   184 /   186 =  98.925
1, 68  acc:   242 /   248 =  97.581
1, 69  acc:    44 /    44 = 100.000
1, 70  acc:    74 /    75 =  98.667
1, 71  acc:    26 /    26 = 100.000
1, 72  acc:   102 /   105 =  97.143
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    19 /    20 =  95.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   161 /   163 =  98.773
1, 81  acc:    22 /    25 =  88.000
1, 82  acc:    43 /    44 =  97.727
1, 83  acc:     5 /     6 =  83.333
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    18 /    18 = 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:     5 /     5 = 100.000
1, 94  acc:   152 /   153 =  99.346
1, 95  acc:    17 /    17 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    20 /    20 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    23 /    23 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    30 /    31 =  96.774
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    21 /    21 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    20 /    20 = 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:  8088 /  8211 =  98.502
1, 118  acc:  1957 /  1987 =  98.490
1, 119  acc:   460 /   467 =  98.501
1, 120  acc:   534 /   545 =  97.982
1, 121  acc:   126 /   128 =  98.438
1, 122  acc:   101 /   101 = 100.000
1, 123  acc:    22 /    24 =  91.667
1, 124  acc:    48 /    49 =  97.959
1, 125  acc:   529 /   533 =  99.250
1, 126  acc:   119 /   119 = 100.000
1, 127  acc:    28 /    29 =  96.552
1, 128  acc:    53 /    53 = 100.000
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    19 /    19 = 100.000
1, 133  acc:   448 /   455 =  98.462
1, 134  acc:    90 /    92 =  97.826
1, 135  acc:    38 /    38 = 100.000
1, 136  acc:    28 /    29 =  96.552
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   119 /   120 =  99.167
1, 142  acc:    21 /    21 = 100.000
1, 143  acc:     5 /     5 = 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:     3 /     3 = 100.000
1, 148  acc:   197 /   198 =  99.495
1, 149  acc:    18 /    18 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     8 /    12 =  66.667
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    33 /    33 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    24 /    24 = 100.000
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    26 /    26 = 100.000
1, 165  acc:    10 /    10 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3465 /  3505 =  98.859
1, 170  acc:   680 /   682 =  99.707
1, 171  acc:   243 /   244 =  99.590
1, 172  acc:   219 /   224 =  97.768
1, 173  acc:    63 /    63 = 100.000
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    50 /    53 =  94.340
1, 177  acc:    83 /    84 =  98.810
1, 178  acc:    15 /    15 = 100.000
1, 179  acc:     6 /     7 =  85.714
1, 180  acc:     9 /     9 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    23 /    23 = 100.000
1, 184  acc:   122 /   123 =  99.187
1, 185  acc:    32 /    32 = 100.000
1, 186  acc:    14 /    14 = 100.000
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    16 /    16 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    99 /   101 =  98.020
1, 197  acc:     6 /     7 =  85.714
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    16 = 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:    17 /    18 =  94.444
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     8 /     9 =  88.889
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265265 / 269038 =  98.598
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25200 / 25373 =  99.318
0, 1  acc: 31054 / 31282 =  99.271
0, 2  acc:  6118 /  6155 =  99.399
0, 3  acc: 24136 / 24292 =  99.358
0, 4  acc: 10759 / 10829 =  99.354
0, 5  acc:  5499 /  5541 =  99.242
0, 6  acc:  6733 /  6785 =  99.234
0, 7  acc: 11926 / 12016 =  99.251
1, 0  acc:  4403 /  4437 =  99.234
1, 1  acc:  4920 /  4962 =  99.154
1, 2  acc:  2244 /  2265 =  99.073
1, 3  acc:  2428 /  2446 =  99.264
1, 4  acc:  3104 /  3125 =  99.328
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3090 /  3111 =  99.325
1, 7  acc:  4649 /  4682 =  99.295
--------------------------------------
Average acc: 147258 / 148304 =  99.295
Robust  acc:  2244 /  2265 =  99.073
--------------------------------------
New max robust acc: 99.0728476821192
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed35.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed35.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.619 | Best Acc: 94.587
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11040 / 12092 =  91.300
0, 1  acc: 13050 / 14179 =  92.038
0, 2  acc:  2518 /  3210 =  78.442
0, 3  acc: 11446 / 12101 =  94.587
0, 4  acc:  4592 /  5355 =  85.752
0, 5  acc:  2722 /  2980 =  91.342
0, 6  acc:  2622 /  3335 =  78.621
0, 7  acc:  4744 /  5723 =  82.894
1, 0  acc:  1434 /  2203 =  65.093
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   796 /  1216 =  65.461
1, 3  acc:   726 /  1260 =  57.619
1, 4  acc:  1009 /  1627 =  62.016
1, 5  acc:   305 /   520 =  58.654
1, 6  acc:  1038 /  1537 =  67.534
1, 7  acc:  1395 /  2246 =  62.110
------------------------------------
Average acc: 60885 / 71854 =  84.734
Robust  acc:   726 /  1260 =  57.619
------------------------------------
Accuracies by groups:
0, 0  acc: 11040 / 12092 =  91.300
0, 1  acc: 13050 / 14179 =  92.038
0, 2  acc:  2518 /  3210 =  78.442
0, 3  acc: 11446 / 12101 =  94.587
0, 4  acc:  4592 /  5355 =  85.752
0, 5  acc:  2722 /  2980 =  91.342
0, 6  acc:  2622 /  3335 =  78.621
0, 7  acc:  4744 /  5723 =  82.894
1, 0  acc:  1434 /  2203 =  65.093
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   796 /  1216 =  65.461
1, 3  acc:   726 /  1260 =  57.619
1, 4  acc:  1009 /  1627 =  62.016
1, 5  acc:   305 /   520 =  58.654
1, 6  acc:  1038 /  1537 =  67.534
1, 7  acc:  1395 /  2246 =  62.110
------------------------------------
Average acc: 60885 / 71854 =  84.734
Robust  acc:   726 /  1260 =  57.619
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11040 / 12092 =  91.300
0, 1  acc: 13050 / 14179 =  92.038
0, 2  acc:  2518 /  3210 =  78.442
0, 3  acc: 11446 / 12101 =  94.587
0, 4  acc:  4592 /  5355 =  85.752
0, 5  acc:  2722 /  2980 =  91.342
0, 6  acc:  2622 /  3335 =  78.621
0, 7  acc:  4744 /  5723 =  82.894
1, 0  acc:  1434 /  2203 =  65.093
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   796 /  1216 =  65.461
1, 3  acc:   726 /  1260 =  57.619
1, 4  acc:  1009 /  1627 =  62.016
1, 5  acc:   305 /   520 =  58.654
1, 6  acc:  1038 /  1537 =  67.534
1, 7  acc:  1395 /  2246 =  62.110
------------------------------------
Average acc: 60885 / 71854 =  84.734
Robust  acc:   726 /  1260 =  57.619
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed35.pt
